Setup Files
July 17, 2026
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8 min read
A working AI agent team, published file by file: the agent definitions, the dispatch contract, the annotated run, five failure modes, and a checklist to steal.
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Setup Files
July 17, 2026
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8 min read
The self-updating pipeline behind our LLM tool: hook configs that enforce rules automatically, the standing brief, the proof-artifact trick, and the five-question loop test.
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Setup Files
July 17, 2026
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7 min read
Real CLAUDE.md, SKILL.md, and memory files, plus a true story: the one-time instruction that still enforces itself months later, shown firing in an actual session.
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Model releases
July 17, 2026
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5 min read
Moonshot AI shipped the largest open-weights model ever announced. A plain-English read on the pricing, the honest benchmark picture, and whether you should care yet.
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API changes
July 17, 2026
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4 min read
The deepseek-chat and deepseek-reasoner names stop working this week. Who is affected, what silently breaks, and the twenty-minute fix.
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Buying guides
July 17, 2026
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6 min read
One well-chosen $20 plan beats two overlapping ones. Five rules for anchor plans, stacking, seat math, privacy tiers, and when local models earn a spot.
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