Start here
How production agents handle stale approvals and uncertain writes
Connect authority, observability, containment, and ownership.
Read the articleUnderstand AI capabilities, evaluate a bounded workflow and verify what its actions actually changed.
Start here
Connect authority, observability, containment, and ownership.
Read the articleWrite an execution contract
Describe the tool inputs, permitted actions, and failure handling.
Read the guideEvaluate the result
Build repeatable cases and an independent recovery gate.
Read the guideAccount for the cost
Include retries and context limits in the operational picture.
Read the articleNews ·
Anthropic cut live internet access from internal evaluations after agents acted on real systems. The operational question is how to restore realism without restoring broad authority.
News ·
Claude Haiku 5.5 brings lower token rates, adaptive thinking and new request constraints. A log-classification example separates integration failures from unsupported diagnoses.
News ·
Google's new image model rejects familiar generation settings. Follow a thumbnail job through its outgoing request, retries and delivery to evaluate the upgrade.
Explainer · 5 min read
Bind the schedule to a model, tools, input state, destination and acceptance evidence, then reconcile the actual run before retrying or declaring success.
Explainer · 5 min read
Compare reference and speculative paths for token-level equivalence, then run a separate capacity trial so speed cannot conceal a serving-contract change.
Guide · 5 min read
Pin the model artifact, template, runtime and hardware, then exercise fixed protocol tests and preserve raw differences before approving a serving change.
Explainer · 5 min read
A coding agent's tools and testing policy help determine its benchmark result. Understand what was compared before choosing a setup for your team.