Start here
Keep an agent’s permission attached to the action it actually takes
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 ·
See where Terra fits writing, visual interpretation and app work, what its API prices cover, and how to compare it on a task with a visible result.
News ·
Anthropic ran a model across TV boxes and tested replication in a separate emulated fleet. Keeping those experiments apart reveals what the research actually shows.
News ·
An engineer’s local assistant may calculate less for each reply while still needing room for the whole model. Follow the tradeoff from loading to a useful answer.
Explainer · 6 min read
Follow a question from an AI application to the software holding the answer. MCP gives tools, resources and prompts a shared interface without replacing the systems behind them.
Explainer · 8 min read
Follow one weight through quantization, then see why model memory, speed and answer quality depend on more than a four-bit label.
Explainer · 13 min read
A local model can keep inference on your computer. The surrounding app may still use cloud services, connected tools, telemetry and synced storage. Here is how those routes differ, and which choices actually change them.
Explainer · 8 min read
An attacker may make a vulnerable PHP web worker run their code and reach its credentials. Follow the runtime fixes, later notices and separate investigation needed before calling the service recovered.