THE COLLECTION
EVERY SIGNAL, SORTED.
Search the whole shelf by topic, tool, term, or plain old curiosity.
United States, Google, Gemini API, Computer Use, Browser Agents, Mobile Agents, Desktop Agents, Human Confirmation, Prompt Injection, Sandboxing, Observability, Action Replays and Responsible AI
Google made computer use generally available. Keep an action replay
Gemini can propose clicks, typing and navigation across browser, mobile and desktop environments, but the client application executes every move. Production agents need a replay that connects each screen, intent, safety decision, confirmation, action and result.
United States, Open Source, GitHub, Agentic Workflows, Observability, Sandboxing and Software Engineering
GitHub's agent workflows gained timelines, spend and sandboxes. The audit trail is becoming the product
Five rapid releases added cross-engine timelines, routed-model visibility, per-agent spend, graders, memory schemas, fair queues and harder sandboxes. The interesting product is no longer just the agent that acts. It is the evidence that lets a human understand the run.
Agent Evaluations, Long-Horizon Work, Transcript Analysis, Observability, LLM Judges, Provenance and Human Review
Britain made the agent transcript legible. The judge still needs a judge
The UK AI Security Institute released Transect, an open-source tool for tracing long agent runs back to their source turns. It makes the haystack navigable without pretending the automated labels are truth.
United States, Software Delivery, Observability and Human Control
Cursor gave every pull request a deployment watcher, but not the rollback key
Rollouts writes a monitoring plan, follows each environment and can prepare a revert when production bends. It still leaves the merge and rollback decision with a person, which is exactly where the evidence needs to be clearest.
Open Source and Agent Operations
Your AI agent’s endless activity log needs a translator
Salesforce’s open-source TraceLab turns a long agent trace into an append-only ledger, a compact memory for the agent, and a readable view for the human supervising it.