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link to You Can Prove What Your AI Agent Cost. Proving What It Did Takes a Different Kind of Log.

You Can Prove What Your AI Agent Cost. Proving What It Did Takes a Different Kind of Log.

Token dashboards measure the model. The agent fails at the trajectory level, where wrong tool calls and retry storms never hit a cost chart. How to trace an agent's steps, run evals on the...

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link to A Claude Code Mod Can Approve a Tool Call Before You’re Asked. One Command Tells You Which Ones Will.

A Claude Code Mod Can Approve a Tool Call Before You’re Asked. One Command Tells You Which Ones Will.

Anthropic shipped mods for Claude Code: unsandboxed TypeScript that runs inside the agent. The same hook that adds a guardrail can remove one. Here is how to use mods well and vet one before it loads.

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link to Your AGENTS.md Adds 20% to Every Agent Run. The Research Says One Part of It Earns That.

Your AGENTS.md Adds 20% to Every Agent Run. The Research Says One Part of It Earns That.

Sixty thousand repos ship an AGENTS.md, but an ETH Zurich study found the file adds over 20% cost and rarely improves results. Here is the small version that actually earns its place.

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link to AI Coding Agents Run in Hardware-Isolated microVMs Now. The Year’s Biggest Breach Never Touched the VM.

AI Coding Agents Run in Hardware-Isolated microVMs Now. The Year’s Biggest Breach Never Touched the VM.

The 2026 agent sandbox market sells you microVM isolation. The year's biggest agent breach escaped through the network the microVM never governed. Here is how to configure the half of the sandbox...

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link to Prompt Caching Cuts Your Input Bill by 90%. A Default Nobody Announced Cut It to Nothing for a Month.

Prompt Caching Cuts Your Input Bill by 90%. A Default Nobody Announced Cut It to Nothing for a Month.

Caching is the largest lever on an AI bill and the one that fails silently. How the Claude, OpenAI and Gemini caches differ, why yours quietly stops firing, and the cache-read number to watch every...

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link to The AI Label You Can See Won’t Pass December 2. The One That Will Is Invisible.

The AI Label You Can See Won’t Pass December 2. The One That Will Is Invisible.

A visible AI label meets half of Article 50. The machine-readable half, where C2PA, SynthID, and IPTC fail in opposite ways, is the part that decides whether you pass the December 2 deadline.

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