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The agent-memory scores went up this year and got harder to reproduce. Mem0's headline 94.4% comes off its managed platform with 'proprietary optimizations not in the open-source SDK.' The one benchmark that finally tests the beyond-window regime says accuracy falls off a cliff. Here's the 2026 update to reading these numbers.
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As of August 7, a Managed Agents session that mounts a GitHub repository auto-discovers any skills in its root .claude/skills directory — no upload, no skills array, no re-deploy to ship a change. Here's the exact layout it scans, the one-mount-per-session catch, and why the repo is now part of your agent's trust boundary.
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Article 50 of the EU AI Act applies August 2, 2026. If your bot talks to EU users, it must tell them it's a bot. Here's the minimal correct fix, in an afternoon.
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Google's free crash course on building AI agents from scratch, turned into six decisions a team of one can ship this week.
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You wrote a perfect Skill and Claude ignores it. The body is almost never the problem — the description is. Here's how to write one that gets picked from a hundred.
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You don't need a vector database server. Three embedded stores run inside your app — and the right one depends on one number: how many vectors you'll actually have.
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The stateless spec got the headlines, but the same release ships MCP Apps — a standard way for a server to hand the host an interactive HTML interface. Here's how to wire one up.
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Your agent needs to drive a browser. One option skips rendering entirely to run 11× faster, one renders everything for maximum fidelity, one just hands you managed Chrome. The choice is a tradeoff, not a winner.
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The same SKILL.md that works in Claude Code can quietly break on the API — no network, no package install, and it isn't even uploaded there. Here's what changes per surface before you ship.
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PyTorch 2.13 brought the fused FlexAttention kernel to the Metal (MPS) backend. Here's the working code for the three masks you'll actually reach for — causal, sliding-window, and document-packed — on the Mac you already own.
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Alibaba's Model Studio Coding Plan puts Qwen, GLM, Kimi and MiniMax behind an Anthropic-compatible endpoint for a flat monthly fee, so Claude Code drives them without touching your Anthropic bill. Here's the setup, the pricing, and the one ToS clause that will get your key revoked.
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needsApproval is deprecated. HumanInterruptConfig got renamed. DeferredToolCalls is gone. The human-in-the-loop tutorial you copied last year now teaches APIs three of the five major frameworks have already moved off. Here are the current names, with runnable code.
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