AI圈报教程 / 实战普通
A Confidence Score Is Not a Probability: Act, Ask, or Abstain
内容摘要
An agent emits confidence: 0.91. It is tempting to read that as “a 91% chance of being correct” and...
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Vibe coding with GPT-6 Astra: what 35 unattended hours produced
Vibe coding at the limit: Armin Ronacher let GPT-6 Astra run alone for 35 hours. It cost about $1,200 and wrote 75,000 lines of nothing of value.
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Claude Code: organize agentes em paralelo com Git Worktrees
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It knows you changed jobs. It still writes to your old manager.
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked Assistants...
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I Spun a Wheel of Fortune at 13 AI Models. Here's Who Took the Bait.
This is a submission for the Kaggle Benchmarking Challenge How this was made: this benchmark and...
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Durable Task in the Real World: What Problems Does It Actually Solve?
Five practical examples of when durable execution makes sense, when it doesn't, and what it means for AI agents.
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Count It or Compute It: When a Tool Returns Rows, the Models That Count Them Right Spend the Tokens
A Kaggle benchmark of the step agents rarely test: counting what a tool returns. Ten models, 68 questions, one tool that returns the count and one that returns the rows. With the count, every model is right at a flat cost. With the rows, m…
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教程 / 实战普通
bpy-compass: Blender Python answers that run on the version you actually have
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content. ...
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教程 / 实战普通
Adobe Commerce Added an MCP Layer: Your Catalog Is Now an Agent's Tool
On Thursday, April 9, 2026, an AI shopping agent could call search_shop_catalog on any Shopify...
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Claude Can't Say "Done" Until the Code Is Safe: A Security Verification Loop for Claude Code
I asked Claude Code to add an AI chat feature. It worked. It also: hardcoded my API key, rendered...
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Your shopping agent reads the reviews. Attackers write the reviews. Guess who wins.
F-Secure built an AI shopping agent and got it to hand a user's name, birth date, and SSN to a phishing site — not with a hacky command, but by hiding an instruction inside product content that looked like a normal step toward buying. The …
信息来源：DEV Community