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Modelo ou harness? O modelo define o teto, mas o harness decide o resultado

Modelo ou harness? O modelo define o teto, mas o harness decide o resultado

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12 min read
Poisoning the Well: Defending Agentic Vector Databases from Diagnostic Key Leaks

Poisoning the Well: Defending Agentic Vector Databases from Diagnostic Key Leaks

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4 min read
I built an AI dev harness that isn't allowed to trust itself

Machine-checked proof and human-gated actions

I built an AI dev harness that isn't allowed to trust itself

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Comments 82
4 min read
How to Fact-Check ChatGPT: The Copy-Paste Prompt I Use to Verify AI Output

How to Fact-Check ChatGPT: The Copy-Paste Prompt I Use to Verify AI Output

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6 min read
LLM pipelines fail silently by default

LLM pipelines fail silently by default

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7 min read
AI Agent Security Audit: From MCP Penetration Testing to LLM Vulnerability Assessment

AI Agent Security Audit: From MCP Penetration Testing to LLM Vulnerability Assessment

Comments 4
7 min read
I Built an MCP Server That Checks Whether Your Client's Business Shows Up in AI Search

I Built an MCP Server That Checks Whether Your Client's Business Shows Up in AI Search

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3 min read
从SGLang、vLLM的异同推演未来AI演化

从SGLang、vLLM的异同推演未来AI演化

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2 min read
The KV Cache Is a Market, Not a Cache

The KV Cache Is a Market, Not a Cache

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5 min read
Building a unified OpenAI-compatible gateway for 16 Chinese LLMs: architecture notes on routing, payments and ops

Building a unified OpenAI-compatible gateway for 16 Chinese LLMs: architecture notes on routing, payments and ops

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3 min read
How to Catch AI Hallucinations: A Copy-Paste Hallucination Checker Prompt (Tested)

How to Catch AI Hallucinations: A Copy-Paste Hallucination Checker Prompt (Tested)

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5 min read
Reader-driven revisions: four comments that bit back

Reader-driven revisions: four comments that bit back

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5 min read
Ollama 0.32.0の「ローカルAIエージェント」を本番機で試せなかった話 — 共有GPUインフラのバージョンを上げない判断と、リリースノートと現物のドリフト

Ollama 0.32.0の「ローカルAIエージェント」を本番機で試せなかった話 — 共有GPUインフラのバージョンを上げない判断と、リリースノートと現物のドリフト

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1 min read
Claude Opus 5 Is Better at Coding and Harder to Trust

Claude Opus 5 Is Better at Coding and Harder to Trust

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2 min read
Structured Outputs: How We Stopped Parsing LLM Responses by Hand

Structured Outputs: How We Stopped Parsing LLM Responses by Hand

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6 min read
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