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 ·
Mistral's October 6 launch offers a hosted trial for security investigations. Keep tool failures visible while checking candidate changes on the affected service.
Guide · 6 min read
Run a candidate log classifier beside the current route, preserve complete outcomes, and promote only the slices whose mistakes and review cost are understood.
Explainer · 6 min read
Basalt narrows local inference to Qwen3.8-Flash-Next on Blackwell. Its memory and concurrency controls matter more than copying the largest throughput number.
Explainer · 6 min read
A host that launches codex exec must own the process, thread lease, JSONL trace, cancellation and artifact checks. Resume is a lifecycle decision, not a shell shortcut.
Explainer · 6 min read
Infermeld makes a mixed-GPU llama.cpp launch inspectable. Its recorded failures show why separate device allocations and completed workload checks matter more than adding VRAM capacities.