Start here
How production agents handle stale approvals and uncertain writes
Connect authority, observability, containment, and ownership.
Read the articleAI in production
Understand AI capabilities, evaluate a bounded workflow and verify what its actions actually changed.
Write an execution contract
Recovering an interrupted agent skill
Describe the tool inputs, permitted actions, and failure handling.
Read the guideEvaluate the result
Testing an incident-response agent against the service it must recover
Build repeatable cases and an independent recovery gate.
Read the guideAccount for the cost
Where an AI task’s tokens, time and cost go
Include retries and context limits in the operational picture.
Read the articlePut it into practice
Related AI news
News ·
What LFM2.5's 2.45B active parameters mean for local agents
Sparse routing reduces per-token compute, but the full 24B checkpoint, agent harness, license and representative workload still decide deployment fit.
News ·
Anthropic takes its internal AI evaluations offline
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 ·
Haiku 5.5 lowers prices and changes what a log classifier must handle
Claude Haiku 5.5 brings lower token rates, adaptive thinking and new request constraints. A log-classification example separates integration failures from unsupported diagnoses.
More on ai in production
Guide · 25 min read
Hermes Agent guide: what it is, when to use it, and how to get started
Understand Hermes Agent, its origins, models, memory and skills. Choose a setup, try two checkable examples, and learn where its limits matter.
Guide · 18 min read
What is OpenRouter? A practical guide to choosing and using AI models
Understand the model marketplace and gateway, compare chat and API workflows, and choose a useful route through its models, providers, costs and privacy controls.
Guide · 19 min read
Model inference: what happens when you ask AI a question?
What a model does when you ask a question, how we got here, and how to choose between local and hosted inference without confusing fast text with useful work.
Explainer · 5 min read
KoboldCpp 1.123 makes agent approvals depend on the tool and workdir
The global auto mode is only part of the permission decision. Follow per-tool overrides, directory scope and restored settings through a copied-runbook exercise.