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 ·
Separate distributed inference from a contained replication test, then match an edge-fleet containment claim to the evidence that can establish it.
News ·
Sparse routing reduces per-token compute, but the full 24B checkpoint, agent harness, license and representative workload still decide deployment fit.
News ·
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.
Guide · 10 min read
Follow a weight through a training update, save a tiny model, and learn how checkpoints, fine-tuning, LoRA and held-out evaluation fit together.
Explainer · 5 min read
UserRepGen turns a conversation into task and behavior descriptions. Follow the intermediate artifact through a synthetic support-assistant evaluation.
Explainer · 5 min read
PulsarLM removes low-attention pages rather than summarizing them. A synthetic archive-retention case explains what a local agent’s recall trial must inspect.
Guide · 6 min read
Build a local, synthetic citation check that exposes wrong-version evidence while keeping interpretation, source freshness and action permission separate.