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Deep dives into AI agents, coding tools, and building with LLMs.
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FreeLLMAPI stacks 34 free LLM tiers behind one OpenAI-compatible endpoint and points Claude Code and Codex at it. What it is, the two commands that matter, and the limits its own docs admit.
Anthropic donated the Agent Skills standard to the Agentic AI Foundation on October 22, 2026. What moves, what stays the same, and what to check in your own SKILL.md files on Monday.
A Reddit user says Claude Code found XMRig eating about 12 cores on their Mac while building a temperature app. What was reported, what is unverified, and the read-only checks to run on your own machine.
Anthropic opened a research preview of Claude Duet, a proactive agent that briefs you each morning and works in the background. What is confirmed, what is not, and what a Claude Code user should make of it.
Claude Models on Google Cloud (Anthropic managed) is the full Claude API behind Google Cloud IAM and billing. Setup, the 2 services, IAM roles and SDK code.
OpenAI and Google Cloud put GPT-6 Astra, GPT-6.1 Sol and GPT-6 Luna into Model Garden in private preview, with Codex pointed at Gemini inference. What is live, what is "coming soon", and what to do before general availability.
Claude API version 2026-10-21 removes temperature, top_p and top_k, and new major SDKs (TypeScript 1.0, Python 2.0) send it by default. What breaks and how to migrate.
DeepSeek open-sourced DeepInfer, the inference engine behind its API. It is offline-only, V4.1-Flash-only and Blackwell-or-Ascend-only. What it is, what is missing, and who benefits.
LiteLLM 1.107.0 on PyPI shipped a credential stealer and a backdoor for under two hours on October 21. How to check if you ran it, what to clean first, and what to rotate.
The October SlopCodeBench run found xhigh reasoning effort costs 2x to 4x more than medium without reliably passing more checkpoints. What the numbers say and what to change.
Claude Code Review now has three review levels. How Quick, Standard and Deep trade depth for cost, how to set them per repo, and how to budget before rollout.
Claude Inference hooks left beta for Enterprise on Oct 20. How the prompt and tool call frames work, how to verify signatures, and a TypeScript verdict server.
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