AI圈报教程 / 实战普通
Everything You Need To Know About Hacktoberfest 2026: AI Belongs to Everyone 🎃
内容摘要
It's October 1st, which means Hacktoberfest 2026 is officially live! 🎉 This year looks a little...
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I Gave 5 AI Models Bugs That Don't Crash Your Code. Here's Who Actually Fixed Them.
Somewhere in every codebase there is a bug that's been there for months. It doesn't crash the...
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“Upgrade the authentication library safely” sounds like a task. For an agent, it is a bundle of...
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I Built an Evidence Pipeline for MCP Failures with Sanity
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The Physics of Socratic Prompting: Somatic Recoil, Chess Alpha-Beta, & The NLP Meta-Model
Why scalar RLHF fails at credit assignment, why barking direct code fixes turns you into an exhausted human compiler, and how Socratic questioning plus topological scars prune doomed search trees at depth d=1.
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教程 / 实战普通
Can AI Write a Sports Recap Without Making Up Stats? Mostly.
TL;DR: Full Court Press is a zine for every WNBA game, live on AWS at fullcourtpress.lol. Code...
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Irreversible by Design: Building Safer Crypto Transfer Flows
On December 20, 2025, a trader withdrew USDT from Binance and did everything the security guides...
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教程 / 实战普通
ELI5: Why can hiding one sentence inside a web page make an AI ignore its own owner and obey a total stranger?
Imagine you hire a very smart, very obedient assistant. You tell them: "Read this web page and tell...
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教程 / 实战普通
Action Scaling at the Harness Boundary Beats Trajectory Re-Runs
Why terminal agents fail from corrupted shell state rather than bad reasoning, and how sampling candidate bash actions before execution cuts test-time compute by 5.8x.
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How to add Live Web Search to an AI Agent
If your agent cannot search the live web, inspect real sources, and cite where its answer came from,...
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Your AI Agent's Rules File Is a "Gentleman's Agreement." Here's What Happens When You Build Enforcement Instead (Re-Write for Accuracy)
A note: I've rewritten and reposted this a few times. Soma's codebase has been evolving as I dogfood...
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