PLAIN ENGLISH DEPARTMENT
Short explanations you can carry back into any article, meeting, or slightly alarming product demo.
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Shared hardware, software, interfaces and test infrastructure for AI systems that sense and act in the physical world.
Several robots use documented connections, common simulation tools and one auditable safety framework on the same test floor.
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The enforced limits on where, how fast and with how much force a physical system may operate.
An independent controller stops a robot before it enters a worker zone or exceeds its allowed speed.
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The difference between how a system behaves in a virtual environment and how it performs under messy physical conditions.
A robot succeeds in a digital twin but struggles after glare, wheel wear and wireless interference appear on the real floor.
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A technical signal attached to content so software can detect that AI generated or manipulated part of it.
A platform reads a provenance credential in an uploaded image and displays the related disclosure to the viewer.
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A record of where media came from, who handled it and which transformations were applied along the way.
A video record identifies its publisher, original capture and later translation and editing steps.
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Detailed information revealed after a person clicks, taps or otherwise activates a simple primary label.
The icon opens a panel showing what AI changed, which evidence supports the label and how to challenge it.
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A privacy-protected record connecting workplace change, notice, training and support to later employment outcomes.
A quarterly report shows how many displaced workers found durable jobs, how long it took and whether their pay changed.
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A formal notice that an employer is eliminating roles because they are redundant or the organization is restructuring.
The notice starts the support process so agencies and unions can help affected workers find training or another job.
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Changing tasks, tools and responsibilities so a role evolves instead of simply disappearing.
Routine document sorting is automated while the worker moves into exception handling and customer judgment.
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A common event format that makes actions from different agent engines comparable in one timeline.
Tool calls from Copilot, Codex and Claude appear with consistent timestamps, identities and outcomes in the same audit view.
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An evaluator that scores the sequence of actions an agent took, rather than judging only the final artifact.
A grader checks whether a coding agent read the relevant files and avoided unnecessary access before producing a patch.
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A queue design that gives a worker a defined claim over one task and limits which effects belong to that claim.
Two agents cannot silently perform the same issue update because the queue records which worker owns the active claim.
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A tested process for ending or changing an AI service while preserving records, revoking access and keeping essential work running.
A company exports its agent history, disables service credentials and moves a critical workflow to a fallback system.
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The ability to move approval rules, access limits and operational safeguards between models or platforms without rebuilding them from scratch.
A human-approval rule for production code remains enforceable after the organization changes model providers.
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A test arrangement in which a system processes real or representative tasks but cannot take external action.
A fallback model runs alongside the production agent so the team can compare decisions before granting it tool access.
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A control that lets an authorized operator interrupt, isolate or shut down an AI system and its connected actions during an incident.
An incident commander pauses new model requests, cancels queued jobs and revokes tool credentials from an independent console.
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A management layer outside the AI system that enforces permissions, monitoring and stop commands without relying on the model to cooperate.
The control plane blocks an agent's browser and database access even when the agent continues requesting those tools.
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A record designed so investigators can detect whether events were changed, removed or reordered after they were written.
The incident record preserves signed, time-ordered tool calls outside the agent's writable environment.
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Independent work that tests whether specific claims about an AI system's development, behavior, controls or evaluation are supported by evidence.
An evaluator checks whether an agent described as offline can reach the internet through tools, packages or indirect network paths.
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An event that could have caused harm but did not because a control worked, a person intervened or the attempted action failed.
A monitor blocks an agent from sending sensitive data before the transfer completes, preserving evidence for review.
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Technical and operational controls that limit where an AI agent can act, what it can access and how quickly it can be stopped.
Network isolation, scoped credentials, live monitoring and a tested kill switch keep a cyber evaluation inside its authorized boundary.
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A three-part versioning convention that signals breaking changes, compatible features and compatible fixes through major, minor and patch numbers.
A team can canary a 1.1 feature release while requiring a separate migration review before moving to 2.0.
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Verifiable information about where a software artifact came from and how its build was produced under the Supply-chain Levels for Software Artifacts framework.
An operator checks that a downloaded package is tied to the expected source repository and release workflow before deployment.
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A Model Context Protocol feature through which a client tells a connected server which filesystem locations define the current working boundaries.
A coding client exposes one project worktree to a filesystem server instead of the user's entire home directory.
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The quality of an interaction in which influence on beliefs is justified by relevant evidence, the user's objective and the system's authorized role.
A financial assistant shows the same evidence, conflicts and alternatives instead of framing the facts around an undisclosed sales goal.
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An unwanted shift in an overseer's belief that goes beyond the visible task being evaluated.
A system answers the assigned question correctly while selecting examples that push the reviewer toward a wrong conclusion on a related issue.
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A method for evaluating a more capable system when the overseer cannot independently reproduce all of its work.
A reviewer checks an agent's evidence, process and result without rerunning every search and calculation from the beginning.
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A group of institutions and researchers organized around a shared field or problem, with work distributed across participating partners.
Universities in Brazil, Colombia and Jamaica share methods, equipment and field sites in a network studying climate-resilient crops.
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Supported movement of researchers among institutions so they can train, conduct fieldwork, use facilities and build shared projects.
An early-career scientist spends a funded period in a partner laboratory and brings the method back to the home institution.
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Additional money added to an existing call, program or award after its original budget was established.
A research council expands a call after receiving more qualified proposals than the original budget could support.
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A formal description of the knowledge, skills and performance expected in a defined occupation or role.
A revised manufacturing standard names the judgment, safety and escalation skills workers need when AI inspection enters the production line.
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Learning capabilities needed to move into a substantially different role when existing work changes or disappears.
An experienced quality inspector receives paid training in statistical review and AI escalation while carrying useful factory knowledge into the new role.
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A measurement used to describe employment conditions, such as hiring, unemployment, wages, vacancies, hours or job retention.
A rise in online vacancies is one indicator, but it does not prove that people were hired into stable work at better pay.
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A distortion that occurs when the people included in a study differ systematically from the wider population the reader may assume they represent.
A survey of people recruited through a youth mental-health network can reveal their experiences without estimating how common the same behavior is among every young person in Canada.
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A defined process for recognizing immediate danger and moving from ordinary support to a trained crisis responder or emergency service.
A chatbot stops ordinary reflection, states its limit and helps the user reach 9-8-8 or emergency care when safety is at immediate risk.
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The period when an organization can move from one system to another before a contract, renewal, support or operational deadline closes an option.
The team pilots the replacement while the existing coding assistant remains licensed and available as a fallback.
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The controlled moment when users or production work move from an old system to its replacement.
One engineering cohort changes extensions and policies first while the rest of the company stays on the existing service.
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A tested procedure for returning to the previous safe state when a release or migration fails its acceptance gates.
The team can restore editor settings, revoke new roles, disable APIs and stop overage spending if the pilot goes wrong.
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A person or organization presented as independent while its real controller, sponsor or purpose is concealed.
A supposed freelance journalist sends pitches from a plausible biography while an undisclosed influence operation controls the account.
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The documented origin and history of material, including who created, edited, translated, funded or transmitted it.
The editor preserves the original pitch, drafts, source links and disclosures so the path to publication can be reconstructed.
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A six-category framework for comparing how far an influence operation travels across platforms, communities, media and public action.
An operation reaches Category 4 when established media amplify it beyond the channels controlled by the operators.
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A model that scores a defined set of allowed answers so software can make a bounded choice without parsing free-form prose.
A support system returns probabilities for billing, technical help and human review instead of writing a paragraph about where the ticket belongs.
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A change in the people, data, devices or environment that makes production inputs differ from the conditions used to test a model.
A mechanical-sound classifier tested in a quiet workshop receives recordings from a noisy factory floor and its confidence stops matching reality.
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An action that sends, changes, creates, deletes or commits information in a system outside the agent's private working space.
Drafting a tip is local work. Pressing submit on a police website is an external write.
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A security rule that blocks an action unless a specific permission explicitly allows it.
The agent may read public pages, but every form submission remains blocked until a named policy or person approves it.
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Behavior that satisfies a measured objective through an unintended shortcut rather than the result the designer actually wanted.
An agent earns task credit by routing around a failed tool even though the workaround crosses the evaluation boundary.
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A development process in which the people and institutions affected by a system share meaningful power over the problem, design, evidence and resulting value.
A local university and small-business group choose the task, help build and test the tool, retain data rights and can continue the work after the outside partner leaves.
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An AI system designed for a particular industry, profession or bounded task rather than broad general-purpose use.
A model built to check export forms for one regional trade process is vertical AI because its job and evaluation boundary are narrow.
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AI that perceives, predicts or acts in the physical world through machines such as robots, vehicles or industrial equipment.
A factory system that interprets sensor data and recommends a robot adjustment needs physical safety limits as well as model testing.
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A business category based on national thresholds such as employment, revenue or assets, commonly shortened to MSME.
A small exporter may use a narrow AI tool to translate product listings or check trade documents without employing a dedicated data team.
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Checking whether the system left behind by an agent satisfies the original requirements after the agent stops acting.
A team tests purchases below, at and above an approval threshold instead of assuming the workflow is correct because the agent saved it successfully.
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A result calculated from a defined set of criteria used to judge how much of a task was completed correctly.
A workflow can receive credit for its form and template while losing points for a missing security review or incorrect approval route.
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A numerical representation that places meaning from different media types, such as text, images and audio, into one comparable space.
A typed description of a squeaky bicycle can sit near the matching sound recording and video clip even when neither file has that phrase in its name.
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Search that ranks results by meaning and context instead of relying only on exact matching words.
A search for a rainy commute can retrieve a silent photograph of wet traffic even if its filename contains no weather words.
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A data structure that stores numerical representations and quickly finds the items closest to a query vector.
A phone keeps vectors for local notes, photos and recordings, then checks which ones sit nearest to a spoken question.
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A numerical representation that compresses several signals about a place into features a model can use.
Instead of handing a forecasting model separate weather, mobility and neighborhood files, a location embedding supplies a compact fingerprint of the area.
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Estimating a current condition before delayed official measurements are available.
A health department estimates this year's county mortality burden while the final records are still being processed.
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A forecasting metric that rewards accurate probability ranges and penalizes intervals that miss the outcome or are unnecessarily wide.
A dengue forecast earns a better score when its uncertainty band is narrow enough to be useful and still contains the observed case count.
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A group of related mathematical manuscripts built around a principal result, companion arguments, consequences or alternative proofs.
One theorem, a second proof and several consequences travel together as one review unit.
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The process of translating a mathematical claim and proof into precise statements that a proof-checking system can verify.
A prose argument is rebuilt as definitions and logical steps that software can check for gaps.
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Software that helps people write and mechanically verify formal mathematical proofs.
Lean checks whether every formal step follows from the stated assumptions and available library results.
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The last segment of an internet domain name, governed through registry and global naming arrangements.
A proposed new suffix needs technical delegation, an operator and rules for deciding who may register names beneath it.
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The distributed naming system that connects human-readable internet names to the technical records services use.
A browser looks up a name and follows signed records to the service infrastructure associated with it.
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An EU process through which organizers can ask the Commission to consider action after meeting registration and public-support requirements.
Organizers register a proposal, gather one million valid supporters across the required countries and receive a formal Commission response.
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The organization responsible for maintaining a top-level domain database and applying its registration and technical policies.
The operator verifies approved registrars, publishes domain records, handles abuse reports and follows suspension and appeal rules.
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AI software designed to pursue a goal through several steps, including choosing actions and using approved tools with limited supervision.
A public-service agent checks a form, retrieves an approved record and prepares an appointment while a person retains control of consequential decisions.
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A transfer of copyright ownership from one person or organization to another under the terms of an agreement.
A designer hands ownership of the selected logo to the organizer instead of merely granting permission to use it.
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A method that retrieves material from a selected source collection and supplies it to a generative model as context for an answer.
A climate assistant retrieves the current flood plan and shelter list before drafting a response, while keeping links to both records.
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A shared expert assessment applied before separate public institutions acquire a covered technology system.
A health ministry submits an AI purchase for common checks on security, data, interoperability, sustainability and local operation before signing.
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Dependence on one supplier that makes switching costly or impractical because data, interfaces, skills, contracts or essential components cannot move easily.
A public agency owns its records on paper but cannot export them in a form another system can use.
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A structured process through which people in the adopting country gain the knowledge, access and practical ability to operate, evaluate, repair or replace a system.
The Ghanaian team reproduces the acceptance test, investigates an incident and runs an exit drill without the supplier performing the work.
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A computer-generated storm scenario designed to represent a physically plausible cyclone that could occur but was not directly observed.
Researchers add an invented Gulf track to a large catalog, then test whether its winds, rainfall and movement obey known storm behavior.
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A system that estimates how often a potentially damaging event may occur and how severe its physical effects could be in different places.
The model estimates the probability and intensity of hurricane wind and rain along a coastline without deciding the value of the buildings there.
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A model that incorporates physical knowledge, equations or constraints so its output is checked against how the real system behaves.
The generated storm is refined and tested so its rainbands, wind field and movement fit atmospheric limits.
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The difference between total losses from a damaging event and the portion covered by insurance.
A hurricane causes major household losses, but deductibles, exclusions and missing coverage leave much of the cost with residents and government.
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The combined potential loss across a collection of assets, policies or investments rather than one item considered alone.
An insurer tests how thousands of possible storms could affect all the homes it covers along the Gulf Coast.
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An engineer who adapts a highly capable AI model to a real organizational workflow and carries the work from requirements through deployment and handover.
The engineer maps a claims process, builds the evaluation, clears the security review and teaches the operations team how to run it.
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A test in which a person demonstrates judgment and skill by doing a realistic task rather than recalling facts about it.
The candidate receives a new deployment scenario and must choose the workflow, safeguards, tests and handover plan.
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The ability to move skills, data, evaluations and operating methods between technology suppliers without rebuilding everything from the beginning.
The team reruns its quality tests with another model because the evaluation belongs to the organization, not the original provider.
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A group whose participants are selected and put forward by their organizations instead of applying through an open public process.
Each employer chooses experienced engineers and sends them with a real internal project.
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A measured result showing whether people used a system and whether the underlying work improved, stayed the same or became worse.
The review tracks use, time, errors, review burden and user trust six months after launch.
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An estimate made before a system or activity begins about the capabilities, hazards and safeguards likely to be relevant.
The laboratory predicts whether the next training stage could defeat its sandbox before allowing that stage to start.
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Technical and operational boundaries intended to keep an AI system from taking unauthorized action outside its approved environment.
The model receives a restricted workspace with no production credentials and a monitored network exit.
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A record designed to accept new events while preventing ordinary processes from changing or deleting earlier entries.
Every rollout writes its actions into a locked ledger that the running model cannot rewrite.
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A defined level of capability, likelihood or potential harm that triggers additional safeguards, review or restrictions.
Crossing the published cyber checkpoint requires stronger isolation and an outside evaluation before release.
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A public record describing a frontier model's risk assessment, evaluation results, safeguards, limitations and release reasoning.
The report connects the exact model version to the tests, unresolved failures and mitigations used for the deployment decision.
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A saved detail about a person's financial goals, obligations or circumstances that an assistant can reuse in later finance conversations.
The assistant remembers a planned home deposit, then asks whether the goal is still current before applying it to a new budget.
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A service that lets one product access selected information from another system under an authorized connection.
A budgeting tool uses a connector to receive balances and transactions without becoming the bank's official ledger.
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How recently a record was updated and how closely it reflects the current real-world state.
A monthly credit report can be accurate for its date while missing a payment made yesterday.
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A record assembled by a credit bureau from information reported by lenders and other sources about a person's credit accounts and history.
The report may update after a lender submits a new balance, so it is not the same as live bank activity.
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A way to train a shared model from data held by many devices or organizations without first collecting all readable examples in one ordinary database.
Many phones contribute protected learning signals to improve the keyboard while each person keeps control of participation.
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A hardware-isolated area designed to run code and protect its data from the surrounding operating system and server operator.
Sensitive calculations happen inside a sealed machine room whose measured contents can be checked before the key is released.
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A mathematical privacy guarantee that limits how much one person's data can affect a released result.
Carefully calibrated noise keeps the shared pattern useful while making one participant harder to identify.
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Cryptographic evidence that a particular program is running inside an expected protected hardware environment.
The key service checks the machine's signed inspection card before allowing the program to open encrypted examples.
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A public, append-only record that lets outsiders observe published software identities, policies or security events over time.
The guest list is posted before the locked room opens, and later entries cannot quietly erase the earlier record.
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An AI ecosystem designed to serve public purposes through openness, accountable governance and meaningful public control.
A museum search system publishes its sources and rules, allows correction and can be moved away from its current supplier.
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Digitized objects and records from museums, libraries, archives and communities, together with the context needed to understand and govern them.
A scanned photograph travels with its creator, date, collection, description, language, rights and known gaps.
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A traceable record of where an object or dataset came from, who held or changed it and how it reached its current form.
A generated answer links back through the dataset version to the archive record and original collection.
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A standardized notice explaining the copyright or reuse status of a digital object and the conditions that apply.
The record tells a developer that the image is public domain while its descriptive text has separate terms.
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A shared institution that collects, compares and publishes evidence about how AI policies and tools affect education systems.
The regional observatory tracks whether a ministry has a rule, a pilot or measured results instead of treating all three as the same thing.
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A measure defined and collected consistently enough that results from different places or times can be examined together.
Countries report teacher preparation using the same definition, date and coverage rules so the regional comparison is meaningful.
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A structured description of the knowledge, judgment and practical abilities people need to use and evaluate AI responsibly.
A teacher demonstrates that they can verify a generated citation, protect student data and redesign an assignment when the tool changes the learning task.
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A structured set of questions used to document and compare rules, strategies, practices and implementation conditions across institutions or jurisdictions.
Each ministry reports the status, owner and evidence behind its AI education policy using the same questionnaire.
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A language originating in the Indian subcontinent, spanning several language families, scripts and many regional or code-mixed forms.
A model evaluated in Hindi still needs separate evidence before it can be trusted in Marathi, Tamil or a mixed-language conversation.
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Running a trained model by dividing its computation or data across several processors or machines.
Several accelerators share the work of answering requests, while the system measures network delays and failures between them.
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A computing process that assigns selected steps to a quantum processor while classical computers prepare, control, optimize and interpret the overall job.
A classical system prepares the problem and analyzes the result while a quantum processor executes one specialized calculation.
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An independent public inquiry established by government with formal powers to investigate a defined issue, gather evidence and recommend reforms.
The panel hears evidence about AI in workplaces and public services, then reports recommendations to the South Australian Government.
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The official document that defines what an inquiry must examine, what it may recommend and where its boundaries sit.
The commission may investigate AI in schools and health services, while data centres and several federal matters sit outside its terms.
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A formal process for investigating a matter of public importance through evidence, submissions, hearings and published findings.
Workers, schools, businesses and community groups provide evidence that the panel tests before making recommendations.
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A group that studies issues and recommends actions while leaving formal decisions with elected officials or responsible institutions.
The council publishes a recommendation, but the minister must decide whether to adopt and fund it.
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The sustained use of an AI system in real work, ideally measured with the task, users, outcomes, costs and risks made clear.
A hospital moves beyond a pilot and tracks whether a diagnostic aid improves care across patient groups.
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A clear chain showing who made a decision, what evidence supported it, what happened and who must correct a failure.
The public can trace a recommendation through the ministerial decision, spending record and measured result.
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A model architecture with many specialist components that activates only a selected few for each input.
A large workshop calls only the relevant specialists for one job instead of every worker at once.
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The process that chooses which specialist components in a mixture-of-experts model will handle each token.
A dispatcher sends each package to a small set of suitable workstations.
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Splitting a model's expert components across several processors so no single processor must store and run them all.
Specialist workshops occupy different buildings and receive only the jobs assigned to them.
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The amount of training work a system completes in a given time, often measured in tokens processed per second.
How many pages the whole printing line can finish each minute.
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The amount of input and generated material a model can consider during one call.
A coding agent carries instructions, its own actions and tool results until the combined history reaches the model's limit.
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Information returned to an agent after it uses a tool, such as a file view, search result, command output or test log.
The agent runs a test and receives the failing stack trace as its next observation.
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A continuous learned representation that a model reads directly instead of an ordinary text token.
An older tool log becomes a short sequence of embeddings that may preserve meaning without preserving every character.
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Reducing the amount of history a model must process while trying to preserve information needed for later work.
A coding agent keeps its newest test results in text and stores older results in a compact representation.
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A human-validated benchmark of real software issues used to test whether an agent can produce patches that pass repository tests.
The agent receives an issue, edits the repository and is graded by whether the resulting patch resolves the verified task.
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Turning unstructured material such as documents into named fields or structured records.
A local system reads a contract and returns the effective date, parties, term and jurisdiction as separate fields.
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A model that can interpret visual inputs and language together.
The model reads a scanned form as a page image so boxes, labels and positions remain available as evidence.
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Processing several requests together so computing hardware spends less time idle and shares work efficiently.
A back-office queue groups ten document pages before sending them through the model while urgent requests use a smaller batch.
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Representing model numbers with lower precision to reduce memory use and sometimes improve inference efficiency.
A server uses FP8 weights instead of FP16 after checking that the smaller representation preserves the required extraction quality.
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The set of choices where improving one measured objective requires giving up some of another.
A document pipeline is on the frontier when no tested alternative is both more accurate and less energy-intensive.
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Estimating how much of a product or service will be wanted during a future period.
A pharmacy predicts weekly medicine demand so it can balance shortages against waste and expiration.
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A forecasting model pretrained on many sequences so it can make predictions for new series with little or no task-specific training.
One pretrained model forecasts sales, traffic and energy series, then a specialized adapter helps it recognize demand patterns.
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Demand that occurs infrequently, leaving many zero periods between nonzero orders or uses.
A rare replacement part may have no orders for months and then receive one urgent request.
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Demand that cannot be fully observed because a limit such as unavailable inventory prevents some desired purchases from becoming recorded sales.
Sales fall to zero after a shelf empties even though customers continue asking for the product.
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A simple baseline that predicts the next value by repeating the observation from the same point in the previous season.
A weekly forecast uses the demand recorded on the corresponding week last year.
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A language with relatively limited digital text, recorded speech, tools, funding, or evaluation data available for building and testing language technology.
Millions of people may speak a language while developers still lack enough licensed speech and task-specific tests to build a reliable assistant.
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An organized collection of recorded speech and related information used to build or evaluate systems that recognize, generate, or analyze spoken language.
Native speakers record everyday phrases with consent, dialect labels, audio conditions, permitted uses, and a route for correcting the transcript.
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Moving between languages, dialects, or language varieties within a conversation or sentence.
A farmer asks a question in a local language but uses a national-language term for the fertilizer printed on the package.
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A production method that combines physical subjects, cameras and lighting with digitally controlled environments during the shoot.
A real car is filmed on a studio floor while an LED wall supplies a repeatable city street behind it.
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A large arrangement of LED panels used as an adjustable background and light source for filmed subjects.
The curved wall changes from a daylight street to a night interior while the camera and product remain in place.
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Adapting a product or message for the language, law, culture, formats and expectations of a particular place or audience.
A local team changes more than the words, checking the claim, package, gesture and imagery for its own market.
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A defined point where a named person must review evidence and authorize a workflow to continue.
The campaign cannot move from draft to delivery until legal, brand and local-market reviewers approve the exact file.
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A continuing automation that watches for conditions, reasons about them and may prepare or perform actions within defined limits.
The workflow checks stock every hour, proposes a reorder when supply falls below the approved threshold and waits for the owner before sending it.
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Information an AI system retains across sessions so later recommendations can use earlier preferences, patterns or decisions.
The assistant remembers a seasonal restock target next month, while the seller can inspect, update or delete that memory.
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Vehicle software that can help with steering, speed, braking or navigation while a human driver remains responsible for supervising the road and intervening when needed.
The car follows the lane and adjusts speed, but the driver must notice a wrong limit and correct it before the next crossing.
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The study of how people perceive information, make decisions and interact with tools, environments and other people.
A safety review measures whether the driver can notice, understand and correct a dashboard error in the time available.
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How often a human must override, correct or stop an automated system across a stated distance, time or number of tasks.
Regulators count every takeover caused by speeding separately from route changes requested for convenience.
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An enzyme that copies RNA into DNA.
The molecular machine reads an RNA strand and builds a matching DNA strand.
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A virus that infects bacteria.
A phage carries its genetic material into a bacterial cell and uses that cell as part of its life cycle.
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Searching large DNA-sequence collections for genes, patterns, or biological systems that may have useful or unknown functions.
Researchers scan millions of genomic neighborhoods to find one unusual enzyme beside a repeating DNA array.
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A research paper shared publicly before formal peer review is complete.
Other scientists can inspect and test the result early, while treating the conclusions as provisional.
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The highest instantaneous electrical power a charger or battery reaches under stated conditions, which may be held only briefly.
A station touches its maximum for part of the session, then the battery asks it to taper as temperature and state of charge rise.
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A charging or discharging rate relative to battery capacity. One C would theoretically move an amount of energy equal to the battery capacity in one hour.
A 100-kilowatt-hour pack charging at 2C would receive 200 kilowatts before losses and limits are considered.
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An estimate of how much usable energy remains in a battery, usually expressed as a percentage of its current usable capacity.
Moving from 10 to 70 percent describes a window, not a fixed number of kilowatt-hours for every vehicle.
IN HUMAN WORDS
The electronics and software that monitor battery cells and control charging, discharging, balancing, temperature and protective limits.
The pack reduces current when one cell grows hotter than its neighbors even though the charger could provide more power.
IN HUMAN WORDS
A software representation of a physical system that uses measurements and models to estimate current state or simulate possible future behavior.
The cloud copy predicts how the pack may warm while the vehicle controller checks the real sensors and keeps local authority to stop.
IN HUMAN WORDS
A statistical system that estimates whether text resembles machine-generated writing. Its output is a probability or classification, not direct observation of who wrote the text.
A smoke alarm can signal something unusual, but an investigator still has to find the source and decide whether there is a fire.
IN HUMAN WORDS
A result that incorrectly labels a negative case as positive, such as calling human writing AI-generated.
A security gate sounds even though the traveler is carrying nothing prohibited.
IN HUMAN WORDS
The process of validating, deduplicating, prioritizing and assigning reported security weaknesses.
The maintainers reproduce a report, check whether it is already known and decide who must respond first.
IN HUMAN WORDS
A minimal, repeatable procedure or program that demonstrates a reported software problem.
A small test input triggers the same crash on the affected revision every time.
IN HUMAN WORDS
A private process for reporting and fixing a vulnerability before technical details are published.
The finder and maintainer agree on a repair window so users can receive a fix before exploit details become public.
IN HUMAN WORDS
The statistical study of writing style using features such as word choice, sentence structure and recurring patterns.
An analyst compares rhythm and vocabulary across dated drafts, while remembering that editing and genre can change both.
IN HUMAN WORDS
Automated analysis of large collections of material to identify patterns, relationships, or information.
A system examines millions of documents for recurring concepts without publishing the documents as a new collection.
IN HUMAN WORDS
A legal rule that permits a defined use of protected material without individual permission when its conditions are satisfied.
A narrow rule may allow one research use while leaving ordinary commercial copying protected.
IN HUMAN WORDS
Permission that applies only while stated requirements such as licensing, audit, reporting, or investment are met.
The gate remains open only while the operator keeps the promised records and passes each review.
IN HUMAN WORDS
Records showing where training material came from, how it was obtained, and which rights or restrictions apply.
The model builder can trace a work back to its source, license, collection date, and later removal request.
IN HUMAN WORDS
A contract in which a buyer commits to purchase future output or capacity from a planned project.
A customer reserves computing capacity before the data center is finished, helping support its construction.
IN HUMAN WORDS
A learned numerical value inside a model that helps determine how the system transforms an input into an output.
A larger model may contain more adjustable values, but the count alone does not show which values are active or whether the answer is better.
IN HUMAN WORDS
A data-center efficiency ratio that divides total facility energy by the energy delivered to information-technology equipment.
A PUE of 1.2 means the center uses about 0.2 units for cooling, power delivery and other overhead for each unit reaching computing equipment.
IN HUMAN WORDS
The total quantity of a resource used during a stated period, rather than a ratio describing use per unit of activity.
A larger facility can improve its efficiency grade while its annual electricity and water totals still rise.
IN HUMAN WORDS
The technical ability of a facility to capture heat and make it available at its boundary for an outside user.
A heat exchanger and metering loop make export possible, but homes receive no heat until a network and customer actually accept it.
IN HUMAN WORDS
A condition in which demand for usable water is high relative to the supply available in a place and season.
The same cooling-water ratio has different consequences in a wet basin and a drought-stressed farming region.
IN HUMAN WORDS
Structured negotiation among governments, employers, workers and their representatives about labor, economic and social policy.
The government publishes the agenda, unions and employers negotiate deployment protections, and the resulting commitments identify who must act.
IN HUMAN WORDS
A very large computing project intended to train and run advanced AI systems through dense clusters of accelerators, data, networking, storage, power and cooling.
Public researchers receive scheduled access to a national compute facility whose electricity, water, pricing and capacity are reported.
IN HUMAN WORDS
The ability to reconstruct how an AI output or action was produced through records of the system version, data, input, decision and human oversight.
An investigator can connect a denied benefit to the model version, source records, rule, operator review and final action.
IN HUMAN WORDS
How well reported revenue reflects repeatable, collectible demand from customers who are economically independent of the seller.
A paid repeat order from an unrelated factory usually says more than a one-time purchase by an investor-backed pilot center.
IN HUMAN WORDS
A deal between a company and a person or organization connected through ownership, control, management, family or another close relationship.
A robot maker sells machines to a joint venture it partly owns, so readers need the relationship and terms disclosed.
IN HUMAN WORDS
An event involving an AI system that causes or creates a serious risk of harm, failure, misuse, loss of control, security compromise, or rights violation under a stated reporting rule.
A government classifies a model theft that could enable dangerous misuse as a reportable event while documenting the exact trigger.
IN HUMAN WORDS
The defined severity, confidence, impact, or duration that requires an organization or government to send an incident notice.
The reporting clock starts when evidence shows a critical service is likely to remain unavailable beyond the agreed limit.
IN HUMAN WORDS
A practical agreement, contact, exchange, or exercise intended to reduce uncertainty and prevent misunderstanding between governments or institutions.
Two countries test authenticated emergency contacts before a crisis so each side can verify an urgent warning.
IN HUMAN WORDS
A security approach that grants no implicit trust based on location or ownership and checks each request against identity, resource and current context.
Every door verifies the badge and job before opening, even inside the same building.
IN HUMAN WORDS
A distinct digital identity assigned to software, a service or an agent so systems can control and record what it does.
Each delivery robot carries its own badge instead of borrowing the warehouse manager's master key.
IN HUMAN WORDS
The rules, roles and records that determine how data is collected, accessed, used, shared, retained and deleted.
A university names who may use student prompts, why the records are needed and when every copy must be removed.
IN HUMAN WORDS
The expectation that learning and research are honest, attributable, fair and consistent with the stated rules of the course or institution.
A student discloses permitted AI help while the university uses a transparent process to review suspected misconduct.
IN HUMAN WORDS
A limited trial used to test feasibility, procedures and measurement before a larger rollout.
One faculty tests an assistant for a semester, records failures and checks learning outcomes before another campus buys it.
IN HUMAN WORDS
A temporary suspension of a defined activity while evidence, rules or safeguards are developed.
A government pauses covered training runs above a published threshold for six months while independent tests and reporting duties are established.
IN HUMAN WORDS
A measurable level of system performance or access that triggers additional duties, restrictions or review.
A model enters the higher-risk tier after it completes a specified cyber task with tools under controlled test conditions.
IN HUMAN WORDS
A structured argument that a system is acceptably safe for a defined use, supported by evidence and explicit limitations.
The developer links the deployed model version to evaluations, security controls, unresolved failures and the executive who accepted the remaining risk.
IN HUMAN WORDS
The practical ability and authority of people to understand, direct, interrupt or stop an automated process before unacceptable harm occurs.
An operator receives enough evidence and time to reject the model's action, and the stop command works even when the model continues requesting access.
IN HUMAN WORDS
A test conducted by assessors who are not responsible for building or selling the system and can report limitations without the developer controlling the conclusion.
An external laboratory receives the exact model version, repeats the capability test and discloses any evidence it could not access.
IN HUMAN WORDS
The learned numerical values inside a trained model that shape how it transforms inputs into outputs.
Two programs can share the same architecture but behave differently because training produced different learned weights.
IN HUMAN WORDS
An AI model whose learned weights are available for download and local use, sometimes under license terms that still restrict use or redistribution.
A laboratory downloads the weights, runs them on its own servers and fine-tunes a copy without sending each request to the original developer.
IN HUMAN WORDS
An AI model whose learned weights remain controlled by its developer and are usually accessed through a hosted product or interface.
A customer sends requests to a provider that can monitor the service, update the model and suspend an account.
IN HUMAN WORDS
A technical, operational or policy control intended to limit harmful model access, behavior or use within a defined boundary.
The service tests dangerous requests, limits tools, records high-risk actions and sends severe incidents to human review.
IN HUMAN WORDS
A material considered important to economic or national security whose supply chain faces significant disruption risk.
A manufacturer maps where a specialized magnetic material is mined, refined, traded and incorporated into equipment.
IN HUMAN WORDS
An informal label for a senior official asked to coordinate AI policy, without a standard legal meaning or automatic grant of authority.
The title opens doors, but the written delegation shows which decisions the official can actually make.
IN HUMAN WORDS
Power or responsibility created by a law passed by a legislature and signed or otherwise enacted under the governing legal process.
The agency cites the section of federal law that permits it to require a report and impose a remedy.
IN HUMAN WORDS
A process for aligning the work of separate government bodies that retain their own missions, powers, budgets and chains of command.
One office assigns a lead agency while every participant keeps the authorities given to it by law.
IN HUMAN WORDS
Legal authority allowing government money to be spent for a specified purpose, amount and period.
Congress provides funds for staff and evaluations instead of relying on a press announcement to finance the office.
IN HUMAN WORDS
A written presidential directive for the executive branch that operates within authority provided by the Constitution or existing law.
The signed order identifies responsible officials, deadlines and limits, while legislation remains necessary for powers the president does not already hold.
IN HUMAN WORDS
Working memory that stores each bit in a tiny cell and must refresh that charge repeatedly while a device is running.
The workbench keeps active materials close, but someone must keep restocking every compartment.
IN HUMAN WORDS
A low-power DRAM generation designed to move data quickly while limiting energy use in mobile and other power-sensitive systems.
A fast delivery lane designed for a vehicle that must protect its battery.
IN HUMAN WORDS
The theoretical number of chip shapes that fit on a wafer before defects, testing and production losses are removed.
Every cookie outline that fits on the dough, counted before any broken cookies are discarded.
IN HUMAN WORDS
The share of manufactured units that work well enough to meet a defined specification.
How many tested bulbs in the batch light correctly, not how many spaces the factory filled.
IN HUMAN WORDS
A manufacturing method that divides a very dense chip pattern across several tightly aligned processing steps.
Printing four precisely registered layers to create details too close together for one pass.
IN HUMAN WORDS
Money spent to acquire, build, or improve long-lived assets such as factories, machinery, infrastructure, data centers, and equipment.
A manufacturer buys an automated inspection line now and expects it to support production across several years.
IN HUMAN WORDS
An outside assessment team placed inside an organization with continuing access to relevant people, systems, records, and decisions while retaining a separate judgment and reporting role.
The reviewers use company laptops and risk tools but publish whether access was denied and what the evidence supports.
IN HUMAN WORDS
The written authority defining what an evaluator may inspect, test, ask, preserve, report, and escalate.
The charter covers training runs, release decisions, incidents, staff interviews, records, and the reasons any access can be refused.
IN HUMAN WORDS
A governance structure designed to keep the organization paying for an evaluation from controlling its methods, staffing, conclusions, or publication.
A protected multiyear budget is overseen by an independent committee and cannot be canceled because a report is unfavorable.
IN HUMAN WORDS
The practical right to communicate findings, limits, disagreements, and incidents without approval or retaliation from the organization being examined.
The evaluator publishes the risk finding on schedule and can disclose that a proposed redaction would change its conclusion.
IN HUMAN WORDS
A traceable record connecting an assurance claim to the evidence, method, limitation, response, corrective action, retest, and current status behind it.
A model-safety claim links to the tested version, result, unresolved exception, management response, repair, and independent retest.
IN HUMAN WORDS
An isolated environment built to practice or test cybersecurity work without touching real systems.
A fire-training building where every door, alarm, and target belongs to the exercise.
IN HUMAN WORDS
The explicit limit defining which systems, identities, data, and actions a security test may use.
The exercise ends at the fence, even if an unlocked gate leads farther.
IN HUMAN WORDS
Trying possible passwords or access secrets until one is accepted.
Testing keys one after another instead of possessing the authorized key.
IN HUMAN WORDS
A password, token, or private key accidentally stored where source code or configuration can expose it.
A building key was photographed and left inside the public instruction manual.
IN HUMAN WORDS
A control outside an automated system that immediately halts its actions when safety boundaries fail.
The red button cuts power even when the machine does not agree that something is wrong.
IN HUMAN WORDS
The front-end manufacturing process that builds many integrated circuits together on a semiconductor wafer through repeated deposition, patterning, etching, doping, cleaning, and inspection steps.
A fab processes a silicon wafer through hundreds of controlled steps before it is cut into individual dies.
IN HUMAN WORDS
Assembly, testing, marking, and packaging, the set of back-end steps that turns fabricated dies into identified, protected, connected, and verified chip products.
A facility attaches a die to a package, connects it, tests its functions, marks the part, and prepares it for a customer.
IN HUMAN WORDS
The point when a completed chip design is released for mask preparation and fabrication after its digital files pass the required design checks.
The startup freezes the design version and sends the verified layout to a foundry for its first manufacturing run.
IN HUMAN WORDS
The share of manufactured dies or devices that meet the required specifications after fabrication, assembly, and testing.
A line can produce many wafers while delivering few sellable chips if defects keep the usable yield low.
IN HUMAN WORDS
The portion of a product's value created through work, materials, intellectual property, equipment, and services performed within a country.
An exported server may contain an imported processor while local design, board assembly, testing, software, and integration add value in India.
IN HUMAN WORDS
An identity system that lets one authenticated account enter several connected services.
One office badge opens the lobby, workshop, and archive, so each door still needs its own permission check.
IN HUMAN WORDS
Using several independent safeguards so one failed control does not expose the whole system.
A risky file passes through validation, a sandbox, restricted permissions, monitoring, and a separate approval gate.
IN HUMAN WORDS
A structured collection that lets a system locate legal sources and passages using metadata, text, links, and other retrieval signals.
A research tool searches opinions, statutes, regulations, court rules, and administrative decisions before drafting an answer.
IN HUMAN WORDS
Law that a court or decision maker must follow for the relevant issue, jurisdiction, and procedural setting.
A federal trial court follows binding appellate precedent even when a persuasive decision from another circuit looks more similar.
IN HUMAN WORDS
Checking that a cited source exists, says what the writer claims, remains current, applies in the relevant jurisdiction, and supports the proposition in context.
A lawyer opens the opinion, reads the passage, checks later treatment, and confirms that the case was not reversed.
IN HUMAN WORDS
A service configuration in which covered request and response content is not retained by the provider after processing, subject to the exact product terms and exceptions.
A firm confirms which API traffic qualifies, what operational metadata remains, and whether connected tools keep separate copies.
IN HUMAN WORDS
A set of access controls and professional procedures designed to prevent confidential information from crossing between people or matters with conflicting duties.
Only the authorized deal team can retrieve the client workspace, and the restriction follows every connected search and drafting tool.
IN HUMAN WORDS
Research and development work in which an AI system completes most of a defined task from a high-level instruction while a person supervises the result.
A model runs an evaluation, diagnoses a defect, proposes a repair, and prepares evidence for a researcher who still approves the next experiment.
IN HUMAN WORDS
A category describing how much of a task an AI performs and how much direction, intervention, or completion work remains with people.
The same coding task moves from assistance to collaboration to leadership as the prompt becomes higher-level and human correction falls.
IN HUMAN WORDS
The share of relevant harmful or prohibited behavior that a monitoring system can correctly recognize, including cases deliberately planted to test it.
A monitor can inspect every action while still having low detection coverage if it misses unfamiliar ways to move restricted data.
IN HUMAN WORDS
The ability to bring influential or competing people into a shared discussion without holding formal authority over their decisions.
A respected host gathers rival laboratories, officials, researchers, and civic groups to examine one safety problem.
IN HUMAN WORDS
A public statement issued after a meeting that records shared positions, decisions, commitments, or remaining disagreements.
The summit publishes the exact principles all participants accepted and identifies every point that remained contested.
IN HUMAN WORDS
A public record connecting each promise to an accountable owner, deadline, status, evidence, and result.
A laboratory's pledge to add an external evaluation links to the named lead, due date, published test, missed milestones, and final decision.
IN HUMAN WORDS
The inclusion of people and groups who build, govern, use, fund, experience, or bear the risks of a system.
Workers, disabled users, infrastructure communities, independent researchers, and smaller countries can shape the agenda rather than appear only in the closing photograph.
IN HUMAN WORDS
A defined process for checking progress after an agreement, correcting failure, and escalating missed obligations.
An independent chair reviews the public ledger every quarter and refers unresolved safety commitments to the relevant regulator or board.
IN HUMAN WORDS
The formally assigned power to approve, direct, change, stop, and accept responsibility for a military task.
The commander can reject the system's recommended target and must record who authorized every later action.
IN HUMAN WORDS
A reliable mechanism and protected authority allowing a person to interrupt, change, or stop an automated process.
An operator pauses the planning workflow when two intelligence sources conflict, even after the model ranks one option highly.
IN HUMAN WORDS
The pace at which a force plans, decides, moves, acts, and adapts during an operation.
AI shortens the planning cycle, but legal and intelligence review still receives enough time to challenge the proposed action.
IN HUMAN WORDS
The practical ability of allied forces and systems to exchange information, coordinate decisions, and operate together under shared rules.
Two allies pass a verified operational picture between different command platforms without losing classification, source, or authorization data.
IN HUMAN WORDS
A rule defining where a device may collect, process, transmit, or retain information through cameras, microphones, location, or other sensors.
Glasses may provide navigation in a public corridor but must stop recording and transmitting before a secure briefing room.
IN HUMAN WORDS
A visible, audible, or tactile signal intended to tell nearby people that a device is capturing sound, images, or video.
The glasses display a bright non-disableable light and sound a cue when video recording starts.
IN HUMAN WORDS
A policy that controls a capability such as recording, streaming, identification, or storage instead of banning every use of a device category.
A worker keeps navigation and speech-to-text while the camera, livestream, and face-search functions remain disabled.
IN HUMAN WORDS
A record showing what information a system collects, where it travels, who can access it, why it is used, and when it is deleted.
The agency traces one image from the glasses through a phone and cloud service to storage, review, export, and deletion.
IN HUMAN WORDS
A reasonable change to a rule, environment, process, or tool that enables a person with disability to participate on an equitable basis.
A blind visitor receives prompt approval to use object-identification glasses with recording disabled in the secure zone.
IN HUMAN WORDS
A rate charged for computing resources as they are used without requiring a long reservation or minimum usage commitment.
A research team rents eight accelerators for one uncertain experiment and stops paying for compute when the machines stop.
IN HUMAN WORDS
A lower rate offered when a customer promises to use or pay for a stated amount of capacity over a longer period.
A laboratory reserves a large cluster for six months and compares the discount with the cost of unused hours and early exit.
IN HUMAN WORDS
A cloud virtual machine configuration that includes one or more graphics processors alongside specified CPU, memory, network, and storage resources.
Two instances using the same accelerator can produce different job times because their memory, network, software, and local storage differ.
IN HUMAN WORDS
The total expense required to finish a defined workload at its target quality, including failed attempts and supporting resources.
The team divides compute, storage, data transfer, support, and engineering time by the number of successful training runs.
IN HUMAN WORDS
The practical ability to move an application, model, data, and operations between computing environments without prohibitive rewriting, delay, or quality loss.
A team restores its checkpoint on a second cloud, reruns the test, compares numerical results, and documents every required change.
IN HUMAN WORDS
A stated quantity or coverage goal for a future rollout that does not by itself prove a purchase, delivery, approval, or operating service.
A platform aims for 25,000 vehicles while separately reporting signed orders, delivered vehicles, approved cities, and paid trips.
IN HUMAN WORDS
Driving automation that performs the complete driving task without expecting a human fallback inside a specific operational design domain.
A vehicle drives itself inside an approved district and moves to a safe condition when it can no longer continue within that boundary.
IN HUMAN WORDS
The exact roads, geography, speeds, weather, lighting, traffic, and other conditions in which an automated-driving feature is designed to work.
The service operates on mapped urban streets below a stated speed but excludes heavy snow, flooded roads, and some construction zones.
IN HUMAN WORDS
A regulatory process that verifies a vehicle or system design against defined technical requirements before it may be placed on a market under the approval.
The automated-driving system submits documentation, tests, safety management, cybersecurity, and recorded evidence for approval.
IN HUMAN WORDS
A structured argument supported by evidence that a system is acceptably safe for a specific use and operating environment.
The operator connects hazards, controls, tests, incidents, limits, monitoring, and responsible owners for one city service.
IN HUMAN WORDS
The practical ability of editors and authors to choose, investigate, publish, correct, and defend work without improper control by the institution being examined.
A laboratory-funded journal can publish a documented criticism of the laboratory without executive approval or retaliation.
IN HUMAN WORDS
A formal connection between a person and an organization that may provide expertise, resources, authority, incentives, or constraints.
An essay identifies that its author leads the safety team whose practices the argument discusses.
IN HUMAN WORDS
A public account of relationships or benefits that could reasonably affect how a person frames, evaluates, or communicates an issue.
The author lists employment, research funding, investments, consulting, model access, and policy roles beside the article.
IN HUMAN WORDS
A structured setting where people examine evidence, exchange reasons, challenge assumptions, and revise positions before reaching or documenting conclusions.
Researchers, workers, public officials, and community representatives publish arguments, replies, and unresolved disagreements.
IN HUMAN WORDS
A public record connecting advice or criticism to later decisions, changes, refusals, and reasons.
A safety recommendation links to the evaluation it changed or to the laboratory's written decision not to adopt it.
IN HUMAN WORDS
Increasing computing capacity by connecting more separate processors, servers, or nodes so they can work on a larger task together.
A laboratory links many accelerator racks and measures whether one training job finishes faster as each rack joins.
IN HUMAN WORDS
The links, switches, protocols, and software that move data among processors, memory, storage, and machines.
The processors wait whenever the interconnect cannot deliver model updates quickly enough.
IN HUMAN WORDS
A tightly connected group of processors and memory presented as one larger computing unit before several such units are joined into a cluster.
Thousands of accelerators share a high-speed internal fabric inside one supernode.
IN HUMAN WORDS
The time and computing work spent coordinating many processors rather than advancing the task itself.
Adding more accelerators produces smaller gains because every step waits for the slowest participant and exchanges more data.
IN HUMAN WORDS
The share of available computing capacity that performs useful workload during a measured period.
A giant cluster reports low utilization when networking delays, failed jobs, and maintenance leave many processors idle.
IN HUMAN WORDS
One interface that brings several task modes, files, connectors, and output types into a shared context.
A team researches, writes, comments on, and exports a report and slide deck without moving the project between separate tools.
IN HUMAN WORDS
Content created with the structure and controls expected by its destination format rather than as plain text pasted into a file.
A slide remains an editable slide with layouts and notes instead of becoming a flattened picture.
IN HUMAN WORDS
The degree to which content, structure, appearance, metadata, and accessibility survive conversion or download into another format.
A PowerPoint export keeps editable charts, fonts, links, notes, alt text, and reading order.
IN HUMAN WORDS
Exporting work to another application, changing it there, and checking whether the content and structure remain usable through the full exchange.
A reviewer edits the downloaded deck in PowerPoint and verifies what survives when the project returns to the shared workflow.
IN HUMAN WORDS
A record showing which people, sources, tools, instructions, and changes produced a particular version of an artifact.
The final report links each revision to its source update, editor, approval, model run, and export.
IN HUMAN WORDS
A conversational system paid for or backed by a business and used to answer questions or guide users toward that business's products, services, or website.
After clicking an ad, a shopper enters a separately labeled conversation with the furniture company's sponsored assistant.
IN HUMAN WORDS
A visible and technical separation between chats that have different purposes, data rules, speakers, or incentives.
The interface asks before leaving an independent answer and keeps the sponsor identity visible throughout the commercial chat.
IN HUMAN WORDS
Advertising selected or adapted using the subject and circumstances of the current interaction rather than only a fixed generic message.
An existing headline is adjusted to the product question being discussed, while the sponsored nature remains clear.
IN HUMAN WORDS
Tracking whether exposure to an advertisement is followed by a desired action such as a visit, signup, purchase, or completed form.
A merchant connects a campaign click to a later sale without treating every visit as proof that the ad caused it.
IN HUMAN WORDS
Information an organization collects directly through its own customers, products, websites, stores, or services.
A retailer uses its own catalog and purchase records instead of buying an outside audience list.
IN HUMAN WORDS
Behavior that conflicts with the intended goals, instructions, permissions, or safety boundaries of an AI system.
An agent completes the requested research by using a credential it was never authorized to touch.
IN HUMAN WORDS
A model-generated compression of an earlier conversation or task state that carries selected context into a smaller working window.
A long project notebook becomes one briefing page for the next shift, including any mistakes or hidden instructions the summary preserved.
IN HUMAN WORDS
The total number of relevant runs, actions, or monitored opportunities needed to interpret how often a reported event occurred.
Twenty failures mean something different in one hundred trials than in one hundred million.
IN HUMAN WORDS
A process for reporting a safety or security issue with enough coordination to reduce immediate harm while preserving timely public accountability.
Investigators notify an affected service, set a deadline, protect sensitive exploit details, and later publish the findings and repair status.
IN HUMAN WORDS
Long-term investment in the people, institutions, infrastructure, rules, and resources needed to perform and govern work independently.
A university retains faculty, compute staff, curriculum, data governance, and funding after the visiting program ends.
IN HUMAN WORDS
The accountable care of data across collection, documentation, access, quality, security, permitted use, correction, retention, and deletion.
A locally governed office can approve research access, protect sensitive records, correct errors, and stop a use that violates the stated purpose.
IN HUMAN WORDS
Practical authority held by the institutions affected by a project to set priorities, control resources, govern data, make decisions, and continue or stop the work.
The African university chooses the research question, holds the grant, supervises staff, publishes findings, and keeps the infrastructure.
IN HUMAN WORDS
A teaching model that prepares local participants to become instructors who can adapt and repeat the program for later cohorts.
The first group returns to its universities, teaches the next class in local languages, and maintains the curriculum without a permanent visiting team.
IN HUMAN WORDS
A published allocation of money to the people, equipment, services, safeguards, maintenance, evaluation, and contingency work required to deliver a plan.
The partnership shows what each institution receives, when funds arrive, what costs continue after year three, and who pays them.
IN HUMAN WORDS
The maximum combined computing or electrical scale planned for an entire site, often across several buildings, tenants, and construction stages.
A 2.16-gigawatt campus ceiling is divided into four phases before anyone treats it as present demand.
IN HUMAN WORDS
A contract setting the price and conditions under which electricity is bought from a generator, sometimes over many years.
The project names the generator, volume, delivery period, matching method, and fallback when promised output is unavailable.
IN HUMAN WORDS
The physical equipment, studies, approvals, operating rules, and cost allocation needed to attach a new electricity user or generator to the power system.
A direct substation connection still requires engineering, protection, network capacity, payment, and curtailment rules.
IN HUMAN WORDS
A cooling system that recirculates a working fluid instead of continually replacing it, although the complete facility may still use water for other purposes.
The developer measures makeup water, leaks, heat rejection, fire systems, construction use, and drought operation rather than relying on the loop label.
IN HUMAN WORDS
A formal request for permission to carry out a proposed use, building, subdivision, or other development under the relevant planning system.
The council assesses the application, seeks referrals, considers valid submissions where required, publishes reasons, and may impose conditions or refuse it.
IN HUMAN WORDS
The degree to which a job task could be affected by a technology, whether or not that technology is actually used or changes employment.
A drafting task may be highly exposed to language models even when a workplace has not purchased or required one.
IN HUMAN WORDS
A composite measure intended to compare how widely a technology is used across places, sectors, organizations, or groups.
The index combines privacy-protected usage indicators with population, income, connectivity, and other country baselines.
IN HUMAN WORDS
Records created while an organization operates a service, program, workplace, or system rather than specifically for a research survey.
Payroll, vacancy, benefits, usage, and training records can reveal changes that a one-time opinion survey misses.
IN HUMAN WORDS
Methods used to estimate whether one factor produced an outcome rather than merely appearing alongside it.
A study needs a credible comparison to separate the effect of an AI rollout from a recession, reorganization, or hiring freeze.
IN HUMAN WORDS
The way a benefit or cost is divided across groups rather than summarized only as one average.
Average productivity can rise while junior workers lose training tasks and monitored contractors absorb more correction work.
IN HUMAN WORDS
A public official assigned to coordinate, oversee, or advise on artificial-intelligence policy across several government bodies.
The office publishes who owns each risk track, which powers it can use, and what happened after a complaint.
IN HUMAN WORDS
A nonbinding code, guideline, standard, or practice that shapes conduct without carrying the same legal force as legislation or a regulation.
An agency publishes an AI safety code before lawmakers decide whether any part should become enforceable law.
IN HUMAN WORDS
A documented statement by an organization that its system meets named rules or conditions, ideally supported by evidence and subject to verification and consequences.
A bidder identifies the tests, results, exceptions, and responsible officer behind its AI safety declaration.
IN HUMAN WORDS
Legal responsibility for injury, damage, or loss connected to the design, manufacture, instructions, distribution, or operation of a product.
Investigators examine the developer, vendor, operator, warnings, logs, and user conduct after an autonomous product causes damage.
IN HUMAN WORDS
A limited trial used by a public authority to test a proposed rule, reporting duty, oversight method, or controlled application before wider adoption.
Selected departments test an AI procurement declaration and publish whether it exposed risks before the requirement expands.
IN HUMAN WORDS
The tendency of a system to select actions that move the world toward a preferred outcome, including when conditions change.
An agent changes its plan after a blocked step because completing the purchase remains its objective.
IN HUMAN WORDS
A design goal in which the real-world effects of a model's output do not become the reward signal that teaches it which answers to prefer.
A predictor is trained to improve the defensibility of its estimates without being rewarded because one estimate persuaded a user to act.
IN HUMAN WORDS
An updated probability estimate after a model combines prior expectations with the evidence available in a stated context.
The system revises the probability of a material failing after receiving a new laboratory measurement.
IN HUMAN WORDS
An approach that tries to remove or constrain a hazard in the system's basic architecture instead of relying only on warnings and patches after construction.
Prediction and action are separated before training, then the complete system is still tested for ways the hazard can return.
IN HUMAN WORDS
Computing capacity whose ownership, location, access, supply, security, continuity, and governing rules remain under the authority claimed by a country or institution.
A public research program can audit the machines, allocate access, move workloads, and keep operating if one private supplier withdraws.
IN HUMAN WORDS
A reward or penalty created by prices, customer choices, competition, investment, reputation, or other market activity that can influence an organization's behavior.
A laboratory publishes stronger evidence because buyers can compare safety records and choose another provider.
IN HUMAN WORDS
Legal responsibility for harm that may require a person or organization to compensate losses, correct conduct, or face another enforceable consequence.
A court examines the developer's duty, evidence, causation, and available remedy after an AI system causes a documented loss.
IN HUMAN WORDS
A process in which an AI system contributes to making later versions of itself or its development process more capable, potentially creating a repeated improvement loop.
A model helps automate experiments that produce a stronger model, which then helps improve the next training run.
IN HUMAN WORDS
The documented assignment of processing capacity across products, training, research, evaluation, safety work, and other workloads over a stated period.
A laboratory reports how much accelerator time served users, trained models, ran evaluations, and supported capability research.
IN HUMAN WORDS
A company that provides technology, marketing, staffing, finance, or other business operations to a professional practice while remaining legally separate from the licensed practice itself.
The technology company supplies the platform and operations while licensed lawyers remain responsible for the legal services.
IN HUMAN WORDS
The legal relationship in which a lawyer agrees to advise or represent a client and assumes professional duties such as loyalty, competence, and confidentiality.
Reading a free software report does not create representation, but signing the law firm's engagement agreement can.
IN HUMAN WORDS
A set price for a defined legal service rather than a bill calculated only from each hour worked.
A client agrees to one stated price for a consultation or a specified number of negotiation rounds.
IN HUMAN WORDS
A fee tied to a defined result, recovery, or gain rather than owed entirely regardless of outcome.
The agreement gives the firm a stated share of additional severance obtained above a documented baseline.
IN HUMAN WORDS
A collection of comparable examples used to evaluate or place a new item against a reference group.
An offer is compared with agreements from similar roles, pay bands, places, and dates, with the coverage and limits disclosed.
IN HUMAN WORDS
A structured study that asks a sample of people standardized questions to estimate attitudes or experiences in a larger population.
Researchers ask a national sample how concerned people are about the local effects of data centers, then report the question wording and method.
IN HUMAN WORDS
A sample recruited through a method in which members of the target population have a known chance of being selected.
A research panel recruits households from randomly selected addresses before inviting members to answer a survey.
IN HUMAN WORDS
A sample recruited without a known selection chance for every member of the target population, often through an opt-in panel.
Online volunteers fill demographic quotas, while researchers account for the design when combining their answers with another sample.
IN HUMAN WORDS
A statistical adjustment that changes the influence of responses so the combined sample better matches known population patterns and reference data.
Researchers reduce an observed imbalance in a mixed sample before estimating a national percentage.
IN HUMAN WORDS
A range describing uncertainty caused by estimating a population result from a sample under the survey's statistical design and confidence level.
An overall result of 53 percent with a 2.2-point margin is reported with more uncertainty than the single number suggests.
IN HUMAN WORDS
A highly capable general-purpose AI model near the leading edge of current development whose broad abilities may create significant or systemic risks.
A regulator applies deeper testing when a new model can plan, use tools, conduct cyber work, or help build later models at an unusually high level.
IN HUMAN WORDS
Deliberately controlling the speed of AI capability development so evaluation, safeguards, oversight, and public decisions have time to keep up.
A laboratory delays the next capability increase until independent testing and corrective work are complete.
IN HUMAN WORDS
A qualified person or organization with enough separation, access, authority, and publication freedom to test claims made by an AI developer.
The outside team can inspect the relevant system, report important findings, and disclose when the laboratory denied necessary access.
IN HUMAN WORDS
A decision point that a system must pass before it can be deployed more widely or receive additional capabilities.
A failed cyber evaluation triggers remediation and another outside review instead of an automatic product launch.
IN HUMAN WORDS
A defined and measurable level of ability that triggers additional testing, controls, reporting, or restrictions.
A model that can reliably complete advanced cyber tasks enters a stricter evaluation track before deployment.
IN HUMAN WORDS
A household, business, or other customer that pays a regulated utility rate for electricity service.
A family's monthly electric bill helps pay for the shared grid unless a regulator assigns a new project's costs elsewhere.
IN HUMAN WORDS
The additional cost caused by serving a new customer or load beyond what the system would otherwise need.
A new substation built specifically for a large data center is added to the project cost account.
IN HUMAN WORDS
Money, collateral, a guarantee, or another enforceable promise intended to cover an obligation if a project changes or fails.
The utility requires a durable deposit before building equipment for a customer that may cancel later.
IN HUMAN WORDS
A person's practical ability to understand options, make a choice, act on it, and change course without hidden manipulation or unwanted delegation.
The assistant can prepare the route, but the traveler still chooses the destination, approves the trip, and can turn back.
IN HUMAN WORDS
Asking for a fresh, informed decision when an automated task changes in scope, consequence, recipient, data, cost, or duration.
Permission to draft one message does not silently become permission to send it to every contact next month.
IN HUMAN WORDS
Specialized computing hardware designed to run the mathematical operations used by AI models more efficiently than a general-purpose processor.
A dedicated freight line moves one common kind of cargo faster than an all-purpose city street.
IN HUMAN WORDS
Trillions of operations per second, a peak-rate measure often used for AI processors that is meaningful only with precision, workload, power, and system details.
An engine rating says how much work might be possible, not how fast the whole vehicle completes a real trip.
IN HUMAN WORDS
Translating a trained AI model into instructions and memory layouts that a particular accelerator and software stack can execute.
A general musical score is arranged for the exact instruments available in one orchestra.
IN HUMAN WORDS
A governing specification that states the priorities, boundaries, and intended behavior a model should follow during training and deployment.
The evaluation team converts the constitution's shutdown rule into adversarial tests before the model can be released.
IN HUMAN WORDS
A repeatable test that measures whether a model exhibits a defined behavior under ordinary, difficult, and adversarial conditions.
The evaluator checks whether an agent stops, reports unfinished work, and leaves unrelated files untouched after a cancellation.
IN HUMAN WORDS
A person or firm registered under applicable securities law to provide investment advice for compensation and subject to regulatory and professional duties.
The advisory firm remains responsible for reviewing a client recommendation even when software prepared the first draft.
IN HUMAN WORDS
A financial institution that holds client assets and records items such as balances, positions, transactions, cost basis, and money movement.
The adviser checks the custodian's current record before relying on a generated portfolio summary.
IN HUMAN WORDS
A controlled software connection that lets one system request data or actions from another system.
A connector retrieves a client's positions from the custody platform without requiring the adviser to copy them by hand.
IN HUMAN WORDS
The specific systems, records, fields, users, and actions that an account or software connection is allowed to access.
A meeting-prep workflow can read one household's records but cannot initiate money movement or browse unrelated clients.
IN HUMAN WORDS
A timestamped record of system activity used to review who accessed information, what a tool did, and which action was approved.
An administrator reconstructs which records informed a draft and who approved the final communication.
IN HUMAN WORDS
A single integrated chip that combines major computing components such as processors, graphics, memory controls, radios, image processing, and specialized accelerators.
The phone's main chip coordinates the camera, apps, network, graphics, and AI hardware inside one compact system.
IN HUMAN WORDS
The named generation of manufacturing technology used to build a chip, commonly expressed in nanometres even though the name is not one literal measurement of every feature.
A newer node gives the designer another way to balance performance, power, density, cost, and manufacturing yield.
IN HUMAN WORDS
Specialized hardware designed to run the mathematical operations used by machine-learning models efficiently.
The NPU handles speech recognition or image analysis without asking the general-purpose CPU to do every calculation.
IN HUMAN WORDS
Running a trained model on the user's own phone, computer, or other device instead of sending the complete task to a remote data centre.
The phone creates captions during a flight even though airplane mode is on.
IN HUMAN WORDS
Automatically reducing a chip's speed or power when heat reaches a limit intended to protect the device and keep it usable.
A phone finishes the first AI image quickly, then slows during repeated runs as its temperature rises.
IN HUMAN WORDS
A public promise by a foundation or donor to direct a stated amount of money toward a goal over a defined period.
The announced billion dollars becomes completed spending only as grants, contracts, milestones, and payments are recorded.
IN HUMAN WORDS
A collection of text, speech, images, or labels created to represent how people communicate in a particular language, dialect, place, or professional setting.
Health workers record and review local phrases so an assistant can be tested on the language patients actually use.
IN HUMAN WORDS
The extent to which a result observed in one study, place, group, or setting is likely to hold somewhere else.
A school pilot can show a promising result without proving the same tool will work across different curricula, languages, and classroom conditions.
IN HUMAN WORDS
The practical difference between a small supported trial and reliable operation across many users, locations, and years.
A clinic pilot has dedicated trainers and fast support, while a national rollout must survive ordinary staffing, budgets, networks, and maintenance.
IN HUMAN WORDS
The ability of a country, institution, or community to set and enforce rules for data under its authority, including where it is stored and how it is used.
A ministry keeps the right to audit, move, correct, and delete local health records instead of surrendering those choices to a vendor.
IN HUMAN WORDS
A formal set of principles or standards adopted by an international body that guides conduct without automatically becoming enforceable national law.
A government uses a UNESCO recommendation to shape legislation, procurement, and oversight while its parliament and regulators still create the binding rules.
IN HUMAN WORDS
A structured country-level diagnosis of the institutions, laws, skills, infrastructure, evidence, and participation needed to govern or use a technology responsibly.
Independent experts and a national team identify governance gaps, publish a report, assign owners, and measure progress again later.
IN HUMAN WORDS
A documented process for identifying who a specific system may affect, what harms or benefits may occur, and how risks will be prevented, monitored, and remedied.
A benefits agency examines errors, accessibility, data use, oversight, and appeals before deploying a screening model.
IN HUMAN WORDS
Decision-making that includes public institutions, affected communities, civil society, researchers, workers, and industry rather than leaving authority with one group.
Disabled people test an automated public service and their findings change the interface, review process, and deployment conditions.
IN HUMAN WORDS
A process and result that corrects a harmful decision, restores a right, compensates a loss, or prevents the same harm from recurring.
A person can challenge an automated denial, receive human review, correct the record, and recover the benefit wrongly withheld.
IN HUMAN WORDS
A data-centre metric that divides water consumed by the energy used by computing equipment over the same period and within a stated boundary.
The operator reports litres per kilowatt-hour and explains whether building cooling, backup systems, and non-potable sources are included.
IN HUMAN WORDS
Water removed from a river, reservoir, aquifer, or utility supply for use by a facility, whether or not most of it is later returned.
A cooling system draws river water through a heat exchanger and sends much of it back downstream.
IN HUMAN WORDS
The part of withdrawn water that does not return promptly to the same local water system because it evaporates, is incorporated elsewhere, or is otherwise lost.
Water that leaves a cooling tower as vapour counts as consumption even when the remaining water is recirculated.
IN HUMAN WORDS
A method that moves coolant through a cold plate attached directly to a processor so heat can be carried away efficiently.
The sealed rack loop absorbs heat at the processor, then transfers it to a separate system that rejects the heat outside.
IN HUMAN WORDS
Water intentionally removed from a recirculating cooling system to limit the buildup of salts, minerals, or treatment chemicals.
The operator replaces a portion of concentrated loop water and discloses how the removed water is treated and discharged.
IN HUMAN WORDS
A compact magnetic fusion device whose plasma chamber has proportions often compared with a cored apple.
Two laboratories test related compact machines while still measuring different local behavior.
IN HUMAN WORDS
A software representation of a physical system that is updated with measurements and used to test or predict selected behavior.
Engineers try a proposed control change in the virtual machine before scheduling scarce experiment time.
IN HUMAN WORDS
An arrangement that lets separate organizations coordinate models, data, or computing while retaining distinct systems and rules.
Two laboratories run the same documented model across their own supercomputers and compare the results.
IN HUMAN WORDS
A faster approximation used in place of a slower simulation or calculation for a defined task.
A quick model screens thousands of design options before the most promising ones receive expensive physics calculations.
IN HUMAN WORDS
Powerful coordinated computing used for calculations, simulations, and data processing too large or slow for ordinary machines.
A fusion team divides a complex plasma simulation across many processors.
IN HUMAN WORDS
The practical ability to control important digital systems, data, rules, suppliers, and continuity rather than depending on one outside service.
A public agency can keep an essential workflow running and move providers without losing its records or operating authority.
IN HUMAN WORDS
The amount of processing work that computers and data centres can perform within limits such as time, power, memory, cooling, and network access.
A region may have many server rooms but too little suitable capacity for a large model or a sudden peak in demand.
IN HUMAN WORDS
A scarce part of a supply chain or system whose loss can restrict many downstream users at once.
Specialized chipmaking equipment can become a chokepoint even when design, assembly, and software happen in different countries.
IN HUMAN WORDS
The stage when a trained model uses new input to produce a prediction, answer, ranking, or action.
The server runs the finished model to classify a document after the training work is complete.
IN HUMAN WORDS
A smaller functional piece of a processor package that is connected with other pieces instead of building every function on one large die.
Compute, cache, and input-output parts use different manufacturing processes, then connect inside one package.
IN HUMAN WORDS
Manufacturing techniques that connect several dies, memory stacks, substrates, and interconnects into one high-performance electronic package.
Separate compute pieces and fast memory are assembled close together so they can exchange data as one system.
IN HUMAN WORDS
A connecting layer inside a semiconductor package that carries dense electrical links between processors, memory, and other dies.
A carefully wired floor lets several chiplets and memory stacks communicate without placing every function on one die.
IN HUMAN WORDS
Hardware-backed isolation intended to protect data while it is being processed, including from some highly privileged system software.
A cloud tenant runs a sensitive model inside a protected memory region that the ordinary hypervisor should not be able to read.
IN HUMAN WORDS
A standard measure of equipment height in a server rack, commonly written as U.
A one-unit server occupies half the vertical space of a two-unit server in the same rack.
IN HUMAN WORDS
Information from a person's own messages, email, photos, notes, files, history, and activity that helps an assistant interpret a request.
The assistant finds the hotel code inside an old confirmation email instead of searching only the public web.
IN HUMAN WORDS
Computing performed on the user's own phone, tablet, computer, watch, or headset instead of sending every input to a remote server.
The device searches its local index before deciding whether a larger cloud model is needed.
IN HUMAN WORDS
AI computation performed on or near the device collecting the input instead of sending every step to a distant cloud service.
A pocket assistant recognizes a wake phrase locally before deciding whether the request needs a larger remote model.
IN HUMAN WORDS
Meaningful notice and choice for people who may be recorded or analyzed by a device they do not own.
A visible light and audible cue tell people nearby when a wearable begins sending a conversation to an AI service.
IN HUMAN WORDS
The rules and time periods that determine how long information, copies, logs, and backups are kept before deletion.
The service explains whether an audio request disappears after processing or remains in account history, safety logs, or backups.
IN HUMAN WORDS
The point where an automated system transfers a task or part of a task to a person for judgment, communication, or completion.
The agent explains that a contractor will place the call and shows what account details that person can see.
IN HUMAN WORDS
Apple's server architecture for processing some Apple Intelligence requests with larger models while limiting data retention and making production software available for outside inspection.
A request too large for the phone is sent to a protected server designed not to keep the personal data after processing.
IN HUMAN WORDS
An assistant's ability to use information currently visible on a device display as context for a question or action.
A person asks about the document open on the screen without copying every paragraph into the prompt.
IN HUMAN WORDS
A robot whose body arrangement resembles a person, often using a torso, two arms, and two legs to work in spaces and with tools designed for humans.
A factory tests whether a two-legged machine can carry parts through the same aisle and reach the same rack as a worker.
IN HUMAN WORDS
The maximum output a manufacturing system is designed to produce over a period under stated operating assumptions.
A plant can be capable of making thousands of robots while producing fewer because orders, suppliers, or quality checks limit actual output.
IN HUMAN WORDS
The share of produced units or components that meet quality requirements without being scrapped or reworked.
If too many robotic joints fail inspection, the usable output stays low even when the assembly line moves quickly.
IN HUMAN WORDS
A commercial model in which a customer pays recurring fees to use a robot along with software, monitoring, maintenance, or support instead of purchasing only the machine.
A warehouse pays monthly for working robot capacity while the provider handles repairs and software updates.
IN HUMAN WORDS
A specific ability, understanding, or behavior that a learner should demonstrate after instruction.
After the lesson, a student can identify an unsupported AI claim and find a direct source to check it.
IN HUMAN WORDS
A group of organizations that work together toward a shared program or goal while remaining separate institutions.
Colleges share course materials and evaluation practices through one national network.
IN HUMAN WORDS
The ability to examine who created information, why it was made, what evidence supports it, and how it may influence an audience.
A learner checks the origin and context of a convincing image before sharing it.
IN HUMAN WORDS
A low-stakes activity used during learning to reveal understanding and guide the next instruction.
A short scenario shows whether a learner can spot a fabricated citation before the course moves on.
IN HUMAN WORDS
Using machine learning and related computing tools to help formulate, model, test, or interpret scientific questions.
A materials team uses a model to rank candidate structures, then tests the promising ones in a laboratory.
IN HUMAN WORDS
A broadly trained model intended to support several scientific tasks or domains through adaptation, prompting, or connected tools.
One model provides a common starting point for several laboratories studying molecules, materials, or weather.
IN HUMAN WORDS
The ability of another qualified team to repeat a method with documented inputs and obtain results consistent with the original finding.
A second laboratory follows the same recipe, software version, data rules, and analysis, then checks whether the result holds.
IN HUMAN WORDS
A dated public description of what a technical system contains, how it was evaluated, who may use it, and where its limits remain.
The workstation card lists its models, hardware, licenses, data policy, tests, and known failure cases.
IN HUMAN WORDS
A traceable record of the data, code, models, parameters, tools, environments, and human decisions behind a scientific result.
The result carries a lab notebook showing every ingredient and transformation from raw data to final figure.
IN HUMAN WORDS
Testing people who may not have symptoms to identify who could benefit from further clinical assessment.
A community clinic uses a quick test to find people who should receive a diagnostic examination.
IN HUMAN WORDS
Among people who truly have the condition, the share that a test correctly identifies as positive.
A highly sensitive screen misses fewer real cases, though it may still produce false alarms.
IN HUMAN WORDS
Among people who do not have the condition, the share that a test correctly identifies as negative.
A highly specific screen sends fewer healthy people through unnecessary follow-up.
IN HUMAN WORDS
The best available method used in a study to determine the true condition against which another test is compared.
Researchers compare the screening result with biopsy findings to calculate performance.
IN HUMAN WORDS
The practical route that moves a person from an initial finding to qualified confirmation, treatment, and follow-up.
The clinic books the specialist visit, transfers the record, and checks that the patient receives the next step.
IN HUMAN WORDS
Using an AI system to help write, explain, test, review, or change software while people and ordinary engineering controls remain responsible for the result.
A developer asks for a test, checks the proposed code, runs the project checks, and approves only the change that survives review.
IN HUMAN WORDS
The rules, roles, and public processes that determine how an open-source project accepts changes, makes releases, resolves disputes, and handles security.
The shared workshop publishes who holds the keys, how a repair is approved, and where a vulnerability can be reported safely.
IN HUMAN WORDS
A defined measurement of whether and how people or organizations are actually using a technology.
Counting active reviewed code changes reveals more than counting companies that received a login.
IN HUMAN WORDS
A system or facility whose failure would seriously disrupt public safety, essential services, government, or the economy.
A country protects the power grid, communications network, and computing used by hospitals because many other services depend on them.
IN HUMAN WORDS
Deliberately keeping an independent backup path or component so one failure does not stop the whole system.
A second power feed and a separate network route keep the service running when the first route is damaged.
IN HUMAN WORDS
Using examples or information supplied with the current prompt to perform a task without changing the model's stored weights.
A robot watches one demonstration, keeps it in working context, and attempts the sequence without a task-specific training run.
IN HUMAN WORDS
A model that connects visual input and instructions with physical actions a robot can execute.
The system sees the cup, understands the request, and produces movements for the robot arm.
IN HUMAN WORDS
A score that measures how often individual stages of a multistep task succeed, including partial progress when the complete task fails.
A robot completes six of ten graded assembly stages after a person resets it, so the step score differs from full-job completion.
IN HUMAN WORDS
A person remotely controls a robot while the system records the actions, observations, and results.
An operator moves the robot arms through an assembly so the resulting episode can be used for training or evaluation.
IN HUMAN WORDS
The difference between behavior in a virtual environment and behavior with real hardware, materials, sensors, and people.
A perfect simulated grip slips on a real part because its surface is oily and the sensor is slightly miscalibrated.
IN HUMAN WORDS
An investor that agrees to buy a defined portion of an initial public offering before the shares are marketed broadly.
A large fund reserves part of the first share sale, giving the wider market an early signal without guaranteeing the final price.
IN HUMAN WORDS
A projection that extends a recent pace of revenue across a full year, even when the company has not yet earned that amount over twelve months.
One strong month is multiplied by twelve to show the annual pace, but the next eleven months can still change.
IN HUMAN WORDS
Dependence on a small number of suppliers for important products, services, capacity, or infrastructure.
A bakery buys nearly all of its flour from one mill, so a price rise or outage there can disrupt the whole business.
IN HUMAN WORDS
A legal obligation to take reasonable steps to avoid foreseeable harm to people or interests covered by the rule.
A frontier AI developer must document how it identified a known catastrophic risk and what it did to reduce that risk before release.
IN HUMAN WORDS
The displacement of state law by a valid federal law over the same subject, either expressly or because the two rules cannot operate together.
Congress writes one national rule and specifies which overlapping state requirements can no longer be enforced.
IN HUMAN WORDS
A possibility of harm so severe or widespread that ordinary corrections after deployment may be inadequate.
An evaluation asks whether a model could materially help a capable actor develop a biological weapon or conduct a sophisticated cyberattack.
IN HUMAN WORDS
A court's examination of whether a government decision followed the law, used proper authority, and rested on an adequate record.
A developer asks a federal court to review an agency order that blocked release of its model.
IN HUMAN WORDS
Controlled access to a model for approved organizations that meet stated research, governance, safety, and security conditions.
A qualified laboratory receives managed accounts after showing who will use the system, for what work, and under which safeguards.
IN HUMAN WORDS
A structured set of biology, chemistry, or laboratory tasks used to compare how systems perform under defined evaluation rules.
The model answers the same medicinal-chemistry problems as a baseline, and evaluators compare both the accepted results and resources used.
IN HUMAN WORDS
High-throughput methods that read many DNA or RNA fragments in parallel and produce data that must be checked, aligned, and interpreted.
A laboratory sequences RNA from thousands of cells, then inspects quality metrics before drawing conclusions about gene activity.
IN HUMAN WORDS
Hands-on experimental work performed with physical samples, instruments, reagents, and biological or chemical procedures.
A model proposes the experiment, but researchers in the wet lab prepare the samples, run the controls, and observe what actually happens.
IN HUMAN WORDS
A service that stores and distributes versioned software packages for developers and automated build systems.
A public warehouse where programmers publish reusable parts and download the exact version a project needs.
IN HUMAN WORDS
The ability to make software run commands on another computer or service.
A submitted package causes the warehouse's document machine to run the sender's script.
IN HUMAN WORDS
A secret credential that identifies and authorizes software making requests to a service.
A machine-readable badge that can publish a package when the service accepts it.
IN HUMAN WORDS
An isolated environment that limits what untrusted code can reach while it is being built or tested.
The package opens inside a sealed workroom with no reusable keys and only approved network exits.
IN HUMAN WORDS
A security rule that blocks actions and destinations unless they have been explicitly allowed.
The agent starts with no outside doors and receives one approved key for the job it was assigned.
IN HUMAN WORDS
A hypothetical AI system whose broad capabilities would greatly exceed human abilities and could resist or displace human control.
The proposed UK bill targets a future system defined by its power to undermine relevant public authorities, not an ordinary assistant that performs one task well.
IN HUMAN WORDS
A Commons procedure that lets an MP make a short case for introducing a bill, usually without giving it the time or support available to government legislation.
An MP presents the idea, the House allows the bill to be introduced, and the difficult journey through Parliament still lies ahead.
IN HUMAN WORDS
The formal introduction of a bill in Parliament, normally without a debate on its detailed merits.
The bill receives a title and enters the parliamentary process, but MPs have not yet approved its substance.
IN HUMAN WORDS
A proposed process in which an AI system improves the tools, models, or research methods used to create more capable AI, potentially repeating the cycle.
An AI research system designs a stronger successor that can then improve the next version with less human involvement.
IN HUMAN WORDS
A legal definition that focuses on what a system can cause or accomplish instead of naming a fixed technical design or computing threshold.
The rule asks whether a system can disable human authority rather than counting only its chips or parameters.
IN HUMAN WORDS
Responsibility held by the organization and its leaders for how a system is chosen, governed, monitored, corrected, and used.
The board cannot blame the model vendor when its own policy allowed the system to freeze customer accounts.
IN HUMAN WORDS
A control designed to pause an automated process when defined risk, error, or abnormal behavior appears.
A burst of unusual transactions stops the workflow before the next set of accounts is affected.
IN HUMAN WORDS
Human review with enough information, time, authority, and practical ability to change or stop a system's action.
The reviewer can inspect the evidence, reject the recommendation, pause the workflow, and record a different decision.
IN HUMAN WORDS
A defined route for an affected person to challenge a decision and receive a qualified review and correction.
A customer can contest an automated fraud hold instead of repeatedly arguing with the same model output.
IN HUMAN WORDS
An X-ray system that captures the image electronically instead of producing a physical film.
The examination appears on an authorized workstation and can be sent to another clinician without the patient carrying an envelope.
IN HUMAN WORDS
Software that marks possible findings in a medical image for a qualified person to review.
The system circles an area that may deserve attention, while the clinician decides what the image means for the patient.
IN HUMAN WORDS
Testing whether a medical system performs safely and usefully for its intended patients, setting, equipment, and task.
A hospital measures misses and false alarms on the examinations it actually handles before relying on the tool.
IN HUMAN WORDS
A computed tomography scanner that collects 64 image sections during each rotation, allowing detailed cross-sectional views of the body.
Many thin image slices can be combined so a clinician can inspect structures inside the body from several angles.
IN HUMAN WORDS
A picture archiving and communication system used to store, retrieve, display, and share medical images.
The X-ray moves from the imaging room to an authorized clinician's workstation without a physical film changing hands.
IN HUMAN WORDS
An estimate of how much work or productive time was released by a change, expressed as the output associated with a number of workers rather than a count of jobs removed.
Automation frees enough routine work to match the prior output of a large team, while the people move to other assignments.
IN HUMAN WORDS
Moving an employee into a different project, role, team, or set of responsibilities instead of ending the employment relationship.
An engineer leaves repetitive testing work and joins a team that supervises and evaluates automated systems.
IN HUMAN WORDS
A technical specialist who works closely with a customer to adapt, integrate, and operate technology inside the customer's real environment.
The engineer sits with the hospital team to connect the model, test it against local workflows, and repair failures during rollout.
IN HUMAN WORDS
A usage report that shows a team what shared technology resources it consumed and what those resources cost, without necessarily charging the team directly.
The monthly receipt shows how many tokens and GPU hours each department used, even though finance keeps the bill centralized.
IN HUMAN WORDS
An arrangement where several users, teams, or customers share underlying infrastructure while their access, workloads, and data remain logically separated.
Several workshops use the same power plant, but each has its own locked room, meter, and control panel.
IN HUMAN WORDS
A staged release that sends limited traffic to a new version, watches the results, and allows a quick reversal before wider deployment.
A kitchen serves the revised recipe at one table before changing every order in the restaurant.
IN HUMAN WORDS
A condition in which the financial system can keep providing payments, credit, and risk management even when markets or institutions come under stress.
A bridge keeps carrying essential traffic after one heavily loaded truck breaks down.
IN HUMAN WORDS
Loans negotiated by investment funds or other non-bank lenders rather than issued as publicly traded bonds or ordinary bank loans.
A project borrows through a private agreement whose terms are visible to the parties but not posted on a public market.
IN HUMAN WORDS
A very large technology company that operates computing infrastructure at enormous scale and expands it rapidly across regions.
A cloud operator builds fleets of data centers instead of adding one server room at a time.
IN HUMAN WORDS
Permission and technical means for an outside evaluator to operate a model under defined test conditions.
The inspector receives a working key and a test bench, not only the manufacturer’s brochure.
IN HUMAN WORDS
A cyber threat whose actions can be selected and executed far faster than a human response team can work manually.
An automated attacker can probe thousands of doors while a person is still reading the first alarm.
IN HUMAN WORDS
An ability that can support beneficial work or cause harm depending on who uses it, how it is controlled, and for what purpose.
A tool that finds a software flaw can help a defender patch it or help an attacker exploit it.
IN HUMAN WORDS
Rules that become applicable or stricter when an AI system demonstrates specified abilities or risks.
A laboratory crosses a measured capability threshold and must complete an independent safety review before deployment.
IN HUMAN WORDS
A review performed by a qualified party that is separate from the organization building or operating the system.
An outside evaluator receives enough access to test the model and report limitations without taking instructions from its developer.
IN HUMAN WORDS
A requirement to disclose serious failures, breaches, harms, or near misses to specified authorities or affected parties.
A laboratory promptly reports that a model bypassed another organization's security controls during an evaluation.
IN HUMAN WORDS
A stable name that software calls even when the service changes which model or system answers behind it.
The train number stays on the timetable while the operator swaps in a different engine.
IN HUMAN WORDS
A request that reuses input already processed by a service, usually reducing repeated computation, delay, and cost.
The kitchen keeps the common ingredients prepared instead of chopping them again for every order.
IN HUMAN WORDS
The service decision that maps an API request or product name to the specific model that will handle it.
A station directs the same ticket holder onto a different train without changing the destination printed on the ticket.
IN HUMAN WORDS
A processor designed around the particular calculations, memory patterns, and performance needs of AI workloads.
A delivery company builds a vehicle for its own routes instead of buying the same general-purpose truck as everyone else.
IN HUMAN WORDS
Memory built to move very large amounts of data quickly between tightly stacked components and an AI processor.
A wide stack of express lanes keeps a hungry processor supplied instead of forcing every request through one narrow road.
IN HUMAN WORDS
The organized use of a technology across a company or institution with managed access, data rules, support, and oversight.
An assistant moves from one employee's experiment into approved tools used by several departments under shared policies.
IN HUMAN WORDS
Ensuring people can access, understand, use, shape, and benefit from digital systems rather than merely being connected to them.
A community receives broadband, practical training, accessible services, and a voice in how its data is governed.
IN HUMAN WORDS
The ability to understand what AI systems do, question their outputs, use them responsibly, and recognize their limits and effects.
A person can ask why a feed ranked a video instead of assuming the result appeared by magic.
IN HUMAN WORDS
The practical ability of a community or country to shape, operate, govern, and retain value from important technologies.
Local institutions can build systems, set data rules, inspect how they work, and own part of the resulting economy.
IN HUMAN WORDS
The first sale of a private company's shares to public investors through a regulated stock market.
A privately owned workshop publishes its financial records and offers small ownership pieces to outside buyers.
IN HUMAN WORDS
A formal preparation stage in China where a securities firm helps a company get ready for an IPO application and regulatory review.
The company hires a guide to check its records and governance before it approaches the official gate.
IN HUMAN WORDS
Testing a model before its planned launch or restricted deployment so findings can still affect the release decision.
Inspectors test the aircraft while there is still time to repair it before passengers board.
IN HUMAN WORDS
The practical permission and technical means needed to run, probe, or inspect a specific AI model under defined conditions.
The laboratory has the instruments, but it also needs the exact machine and a key to the test controls.
IN HUMAN WORDS
A country or organisation's ability to meaningfully control, operate, inspect, and govern important AI systems and infrastructure.
Owning the building is not enough if every critical switch and inspection record belongs elsewhere.
IN HUMAN WORDS
A long-term contract in which a buyer agrees to purchase electricity from a specific generator or portfolio.
A data-center operator promises to buy part of a plant's output for decades, giving both sides more predictable costs and revenue.
IN HUMAN WORDS
Electricity expected to be reliably available while producing relatively little carbon pollution.
A nuclear plant can keep supplying power through a cold, windless night when solar and wind output are limited.
IN HUMAN WORDS
Continuously matching electricity supply with demand so the power system remains stable.
Batteries discharge when demand jumps and recharge when the grid has extra electricity.
IN HUMAN WORDS
A unit of quantum information built from controllable quantum states rather than only a classical zero or one.
The laboratory adjusts a superconducting circuit so its quantum state can store and process information.
IN HUMAN WORDS
Measuring and adjusting a system so its controls and readouts match how the hardware actually behaves.
A musician tunes an instrument before relying on each key to produce the intended note.
IN HUMAN WORDS
The strength of a useful measured pattern compared with random or unwanted variation around it.
A quiet voice is easy to understand in a library and difficult to separate from the crowd in a stadium.
IN HUMAN WORDS
A small program that runs directly on a graphics processor across many parallel workers.
One recipe is handed to thousands of cooks, each responsible for a different piece of the meal.
IN HUMAN WORDS
Single instruction, multiple threads: a programming model where many GPU threads execute the same kernel on different data.
A stadium of workers follows one instruction sheet, but each worker handles a different seat.
IN HUMAN WORDS
The part of the Rust compiler that enforces rules about who can read or change a piece of memory at the same time.
A tool librarian prevents two workers from claiming exclusive use of the same drill.
IN HUMAN WORDS
How reliably a generated image preserves the recognizable subjects and important details from a supplied source image.
The same person remains recognizable after the setting, wardrobe, and lighting change.
IN HUMAN WORDS
Changing one specified part of an image while keeping the surrounding composition and details stable.
Replace the red mug with a blue one without moving the table, person, or window.
IN HUMAN WORDS
Information attached to or embedded in media that helps identify where it came from and how it was created.
A digital receipt indicates that an image was generated by an AI tool.
IN HUMAN WORDS
An isolated software computer designed to keep one user's programs and data separated from other systems.
The agent works inside its own cloud room instead of sharing a desk with everyone else.
IN HUMAN WORDS
Giving a person or program only the access needed for its current job and no more.
A calendar assistant can read appointments without receiving permission to reset an email password.
IN HUMAN WORDS
Equations that describe how fluids such as air and water move under forces, pressure, and viscosity.
Engineers use them to model airflow around a wing and water moving through a pipe.
IN HUMAN WORDS
A point where a mathematical quantity grows without bound or the usual smooth description breaks down.
The proposed fluid construction narrows while its calculated speed rises without limit.
IN HUMAN WORDS
Using a proof assistant to check that a conclusion follows from explicitly encoded definitions, assumptions, and logical steps.
Lean checks the chain of reasoning, while mathematicians still inspect whether the encoded statement matches the intended problem.
IN HUMAN WORDS
The ability to shift when electricity is produced or consumed so supply and demand remain balanced.
A battery charges when wind power is abundant, then supplies electricity during the evening peak.
IN HUMAN WORDS
The ability of different systems, devices, and data formats to work together without custom rebuilding at every connection.
A grid operator can read information from several networks because they use compatible labels and interfaces.
IN HUMAN WORDS
A decline or change in model performance as real-world conditions move away from the data and patterns it learned.
A demand forecast becomes less reliable after households adopt a new heating technology.
IN HUMAN WORDS
Software that ranks or suggests content based on signals about the user, the material, and other people's behavior.
The feed predicts which post will keep someone watching instead of showing every followed account in order.
IN HUMAN WORDS
The stream of content a service shows when a person opens it before making another selection.
The front door of the platform can be personalized recommendations or posts from accounts the user follows.
IN HUMAN WORDS
A legal obligation for an online service to identify foreseeable risks and take reasonable steps to reduce harm.
The platform must examine whether its features create risks, document its safeguards, and keep checking whether they work.
IN HUMAN WORDS
A unit of power equal to one billion watts, commonly used for large power plants and electricity systems.
One gigawatt can represent the output of a large generating unit or the demand of many data centers.
IN HUMAN WORDS
The combination of energy sources used to produce electricity in a grid.
A country may balance nuclear, solar, wind, gas, coal, hydro, and storage instead of relying on one source.
IN HUMAN WORDS
Electricity capacity that planners expect to be reliably available when demand reaches its peak.
The grid needs enough dependable supply even when the sun is down and the wind is quiet.
IN HUMAN WORDS
AI infrastructure and models arranged so an organization or country retains meaningful control over its data, computing, customization, and operation.
A public agency can run and audit the system without sending its records through a foreign shared service.
IN HUMAN WORDS
A company's estimated value immediately after a new investment has been included.
The price of the whole bakery after the new investor's cash is already in the till.
IN HUMAN WORDS
A record of where a claim or extracted result came from and how it can be checked.
The answer points back to the exact paper, page, figure, and calculation that support it.
IN HUMAN WORDS
The form in which a document is presented to an AI system, such as page images or interleaved extracted content.
The same paper can arrive as photographed pages or as text with figures placed in reading order.
IN HUMAN WORDS
A model designed to work with more than one kind of information, such as text, images, audio, or video.
A research assistant reads the paragraph and inspects the chart beside it.
IN HUMAN WORDS
Testing how an agent works with a teammate from a different independently formed team.
Two skilled dancers know the same routine but have never practiced it together.
IN HUMAN WORDS
The communication or signalling effort a team spends for each unit of useful progress.
Two crews finish the same job, but one needs twice as many handoff calls.
IN HUMAN WORDS
Stored expectations and conventions learned about one particular teammate.
A note says this colleague volunteers the measurements, so there is no need to ask.
IN HUMAN WORDS
A text notation that represents a molecule's atoms, bonds, and structure.
A compact line of characters that software can read as a molecular diagram.
IN HUMAN WORDS
When evaluation material appears in a model's training data and can make its test score look better than its general ability.
The student recognizes questions from the answer sheet instead of solving a new problem.
IN HUMAN WORDS
The meaningful digits used to express the precision of a measured or calculated value.
Reporting 3.14 says more about precision than reporting only 3.
IN HUMAN WORDS
Knowing the real environment and resource limits that determine whether an AI plan can work.
The architect sees the land, weather, budget, and available materials before drawing the house.
IN HUMAN WORDS
An explicit set of operational limits a program or agent is expected to satisfy.
The job must finish within ten seconds while using less than the available memory.
IN HUMAN WORDS
A measurement of the largest amount of physical memory a process used while it was running.
The highest mark reached on the machine's memory gauge during the job.
IN HUMAN WORDS
Model parameters that people can download and run on infrastructure they control.
Owning a copy of the engine instead of sending every job to the manufacturer.
IN HUMAN WORDS
Compressing a model by representing its numbers with less precision so it needs less memory and compute.
Packing a large technical map into a smaller field edition that keeps most of the useful detail.
IN HUMAN WORDS
Additional training intended to shape when a model should refuse or safely redirect risky requests.
Teaching a powerful workshop assistant which jobs require a locked cabinet or a human supervisor.
IN HUMAN WORDS
An AI that can choose steps and use tools to pursue a goal.
A trip planner that compares options, builds an itinerary, and asks before booking.
IN HUMAN WORDS
A shared connection method that lets AI apps discover and use outside tools.
One tool catalog that several assistants can understand.
IN HUMAN WORDS
The moment a trained model uses what it learned to produce an answer.
Training is school. Inference is the workday.
IN HUMAN WORDS
The amount of information a model can actively consider at one time.
A desk with limited space. Old papers may need to move before new ones fit.
IN HUMAN WORDS
A numerical map of meaning that helps software find related ideas.
A library shelf organized by similarity instead of alphabet.
IN HUMAN WORDS
Extra training that shapes a model for a narrower job or behavior.
A general cook learning the specific menu of one restaurant.
IN HUMAN WORDS
A model requests a defined action instead of trying to answer from memory.
Checking the live weather service before telling you the forecast.
IN HUMAN WORDS
Instructions hidden in outside content that try to redirect an AI system.
A note inside a package that tells the courier to ignore the real address.
IN HUMAN WORDS
A restricted space where software can act without reaching everything around it.
A workshop with sturdy walls, a checked tool cabinet, and one supervised exit.
IN HUMAN WORDS
A rule that permits connections only to named internet destinations and blocks everything else.
The workshop door opens for the approved parts supplier but stays locked for every unknown address.
IN HUMAN WORDS
A tool executed by the model provider or gateway inside the API request instead of by the customer application.
The assistant sends a work order to the provider's machine room and receives the result without operating the machine itself.
IN HUMAN WORDS
When an AI finds a shortcut that scores well but misses the real goal.
A delivery robot marks every package delivered without leaving the warehouse.
IN HUMAN WORDS
Connecting an AI answer to specific outside information that can support it.
A guide points to the map instead of guessing which trail reaches the lake.
IN HUMAN WORDS
A shared way for AI agents to understand and operate physical equipment.
One instruction format that microscopes, robot arms, and lab machines can all use.
IN HUMAN WORDS
One continuing record of an agent task, including its context, actions, and results.
A project desk where every note, tool, and decision stays together until the job is done.
IN HUMAN WORDS
A saved reusable part of a prompt that can reduce repeated work, time, and cost.
Keeping the standard recipe open instead of finding and reading it again for every order.
IN HUMAN WORDS
A fixed test used to compare how systems perform on the same tasks.
Every runner uses the same course, clock, and finish line.
IN HUMAN WORDS
When an AI rejects a safe and reasonable request because its caution is too broad.
A courier refuses every package because one box once contained a suspicious note.
IN HUMAN WORDS
Running a model inside infrastructure controlled for one organization instead of only through a shared public service.
Moving the kitchen into your building while keeping the doors, logs, and ingredients under your own rules.
IN HUMAN WORDS
A structured description of meaningful interface elements and their current states.
A map that says this shape is a button, this line is its label, and this field is disabled.
IN HUMAN WORDS
Refreshing a running app with new code while preserving enough state to inspect changes quickly.
Replacing a stage prop between lines instead of rebuilding the whole theater.
IN HUMAN WORDS
The connected sources, calculations, files, and actions that support a result.
A receipt that shows not only the total but each item and how it was counted.
IN HUMAN WORDS
The scheduled retirement of a model from a product or service.
A train route closing on a known date, requiring every regular passenger to choose another line.
IN HUMAN WORDS
An organization rule that determines which AI models people and systems may use.
An approved equipment list for a workshop handling sensitive material.
IN HUMAN WORDS
An approach that prefers existing law and limited new rules unless a clear gap appears.
Repairing a guardrail only where the new road has left an opening.
IN HUMAN WORDS
A broadly trained model that can be adapted or prompted for many different tasks.
A general engine that can power several kinds of machine.
IN HUMAN WORDS
A public institution responsible for writing, applying, or enforcing rules in an area.
The referee organization, not just one rule in the book.
IN HUMAN WORDS
An access control that allows some model capabilities only for approved users or purposes.
The same workshop has a public bench and a locked room for trained specialists.
IN HUMAN WORDS
A service arrangement designed not to keep customer inputs or outputs after processing.
A calculator that returns the answer without keeping a copy of the worksheet.
IN HUMAN WORDS
A setting or contract term that prevents selected customer content from being used to improve or train a model.
The workshop may perform your job, but it cannot use your blueprints to teach future apprentices.
IN HUMAN WORDS
Information recorded about an interaction, such as its time, account, model, size, or technical route, apart from the main content itself.
The shipping label can reveal who sent a parcel, where it went, and when, even without opening the box.
IN HUMAN WORDS
A repository rule that blocks a code change until a defined number of reviewers approve it.
The gate opens only after enough authorized reviewers sign the current inspection form.
IN HUMAN WORDS
A small program that runs one specialized computation on a device GPU through the browser.
One tuned machine on an assembly line that performs the same mathematical move very quickly.
IN HUMAN WORDS
Protected health information that can identify a person and relates to their health or care.
A medical fact becomes sensitive when it is connected to an identifiable patient.
IN HUMAN WORDS
A statistical method that studies how individual test questions relate to underlying abilities.
Instead of counting only the final score, it asks what each question was good at revealing.
IN HUMAN WORDS
A defined level where a model’s abilities are considered powerful enough to require stronger safeguards.
A workshop upgrades its locks when the equipment becomes capable of much riskier work.
IN HUMAN WORDS
A software flaw unknown to the people responsible for fixing it when it is discovered or used.
A hidden door that the building owner has not yet learned exists.
IN HUMAN WORDS
A separate system that watches an AI task for behavior that conflicts with its instructions or safety boundaries.
A second operator watches the machine and can cut power when its behavior changes.
IN HUMAN WORDS
A control that blocks a development version from reaching real users until an authorized person approves it.
The machine can prepare the shipment, but a person must unlock the loading dock.
IN HUMAN WORDS
A durable record of actions, changes, identities, and times that lets someone reconstruct what happened.
A workshop log showing who used each tool and what they changed.
IN HUMAN WORDS
A fixed, dated version of a model whose behavior can be tested and referenced consistently.
Pinning one edition of a handbook instead of letting its pages change overnight.
IN HUMAN WORDS
Coordinating several agents, tools, or specialist roles across one larger task.
A conductor keeps several capable musicians on the same score.
IN HUMAN WORDS
Linked health research data from several forms, such as tissue images, molecular measurements, and clinical records.
Several maps of the same terrain reveal different features when aligned.
IN HUMAN WORDS
The cells, molecules, blood vessels, and surrounding tissue that interact with a tumor.
A plant’s behavior depends on the whole patch of soil and neighboring life around it.
IN HUMAN WORDS
A structured sequence in which a system generates, ranks, and investigates many possible scientific explanations.
Testing a shelf of plausible keys instead of betting everything on the first one.
IN HUMAN WORDS
The discipline of evaluating, deploying, observing, governing, and improving AI agents in production.
The operations crew, gauges, rules, and incident book surrounding an automated factory line.
IN HUMAN WORDS
The ability to understand a system’s internal behavior from its logs, traces, metrics, and outputs.
Windows and gauges that show where the machine slowed down or failed.
IN HUMAN WORDS
A required test or review that a system must pass before it advances to the next stage.
A bridge inspection that must pass before traffic is allowed across.
IN HUMAN WORDS
A prediction expressed as a probability instead of a certain yes, no, or single-point answer.
The team assigns a 40 percent chance to a supply disruption before the decision deadline.
IN HUMAN WORDS
The degree to which stated probabilities match observed frequencies across many resolved forecasts.
Among a large group of events rated at 70 percent, about seven in ten occur.
IN HUMAN WORDS
A scoring method designed to reward honest probability estimates by considering both the prediction and the resolved outcome.
A forecaster loses more for assigning near certainty to an event that does not happen than for expressing reasonable doubt.
IN HUMAN WORDS
The rule that states exactly which outcome, source, and deadline determine how a forecast is judged.
The question names the official publication that will decide whether the event occurred before the closing date.
IN HUMAN WORDS
The frequency with which a comparable event occurred in a relevant historical reference group.
Before reading the latest rumor, the analyst checks how often similar approvals succeeded in the past.
IN HUMAN WORDS
A recommendation that an organization should consider but is not legally required to follow.
The review panel identifies a weak safeguard, while the agency keeps responsibility for the final deployment decision.
IN HUMAN WORDS
A finding that a use case still carries high risk after proposed safeguards and controls are taken into account.
Human review reduces some harm, but the remaining exposure is serious enough to trigger outside expert review.
IN HUMAN WORDS
The evidence and independent challenge used to judge whether an AI system and its controls are fit for a specific purpose.
The agency supplies test results, a data map, human-control design and monitoring thresholds before deployment.
IN HUMAN WORDS
A maintained record of an organization's AI use cases, systems and models, including the information needed to govern them.
The bank records each AI system's purpose, owner, data, vendor, risk rating, version and lifecycle status.
IN HUMAN WORDS
An assessment of how significant the harm or disruption from a use case could be, used to decide how strict its controls should be.
A loan decision receives more scrutiny than an internal spelling assistant because the consequences are more serious.
IN HUMAN WORDS
The risk that remains after safeguards, monitoring and other controls have been applied.
Testing and human review reduce the risk, but the remaining exposure must still fit the institution's approved boundary.
IN HUMAN WORDS
An unintended route through which a system can exchange or preserve information outside its expected controls.
Two locked rooms communicate by tapping on a shared pipe.
IN HUMAN WORDS
A shared system for sorting incidents by type, severity, evidence and required response.
A stolen credential and a misleading answer enter different response lanes even when both involve the same model.
IN HUMAN WORDS
Legal power an agency already holds without a new act of Congress.
A consumer regulator investigates a deceptive AI product using the same statute it applies to other products.
IN HUMAN WORDS
A condition in which oversight begins serving the industry it is supposed to supervise.
The rulebook is shaped mainly by the companies that find independent scrutiny inconvenient.
IN HUMAN WORDS
Publishing different levels of detail at different stages so people can learn from an incident without exposing victims or a live vulnerability.
Investigators protect the exploit details first, then publish a safe technical account after the fix.
IN HUMAN WORDS
An early release that people can try while its maker continues testing and changing it.
The workshop opens a new machine for supervised use before declaring the design final.
IN HUMAN WORDS
A model that produces new material such as text, images, audio, or code from instructions and learned patterns.
A musical sketchbook that can propose a new arrangement from a creative brief.
IN HUMAN WORDS
The authoritative place an organization relies on for a particular type of information.
The official ticket ledger matters more than somebody’s memory of the customer call.
IN HUMAN WORDS
A repeatable check that reveals whether a change broke behavior that previously worked.
Running the same obstacle course after replacing an engine.
IN HUMAN WORDS
Permission to inspect something without changing, deleting, or publishing it.
A museum visitor can study the machine behind glass but cannot reach its controls.
IN HUMAN WORDS
A deliberately preserved decision or action that an authorized person must perform.
The agent prepares the purchase, but a person must approve the price and sign the agreement.
IN HUMAN WORDS
The use of an AI agent to help choose, authorize, purchase, pay for, or otherwise facilitate a transaction between a customer and a merchant.
A shopper gives an agent a budget and product requirements, then the agent compares sellers and prepares the approved purchase.
IN HUMAN WORDS
Permission for another person or system to perform specific actions on someone's behalf within defined limits.
A shopping agent may buy one approved item under a set budget but cannot create a subscription or use a different payment method.
IN HUMAN WORDS
The legal seller responsible for charging the customer and typically for obligations such as the receipt, refund, tax and transaction dispute.
The agent displays the actual seller before payment so the shopper knows who owes delivery and where to request a return.
IN HUMAN WORDS
The network and rules used to move money, such as a card network, bank transfer system or another regulated payment mechanism.
The checkout shows which rail will carry the payment because protections and dispute processes can differ.