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What Advisory Rules Actually Do in an Agent Loop

What Advisory Rules Actually Do in an Agent Loop

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7 min read
AI agent security: a threat model for autonomous agents

AI agent security: a threat model for autonomous agents

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2 min read
The Channel Gap: Why Your LLM Judge is Blind in One Eye

The Channel Gap: Why Your LLM Judge is Blind in One Eye

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13 min read
ResKV: Recovering Evicted Token Contributions via Residual KV Cache — LongBench 32/32

ResKV: Recovering Evicted Token Contributions via Residual KV Cache — LongBench 32/32

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6 min read
Kimi K3 is the largest open-weight model ever released — and you probably still can't run it

Kimi K3 is the largest open-weight model ever released — and you probably still can't run it

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2 min read
From ReAct to StateGraph: Building a Production-Ready Research Agent with LangGraph and Firecrawl

From ReAct to StateGraph: Building a Production-Ready Research Agent with LangGraph and Firecrawl

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8 min read
Can image tokens cost less than text tokens - Explaining Gemini API Image Token Economics

Can image tokens cost less than text tokens - Explaining Gemini API Image Token Economics

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7 min read
Your text-to-SQL accuracy is measured on schemas your users will never build

Your text-to-SQL accuracy is measured on schemas your users will never build

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3 min read
Batch Moderation for Existing Posts and Comments: Bulk LLM Classification Jobs

Batch Moderation for Existing Posts and Comments: Bulk LLM Classification Jobs

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6 min read
I rewrote the same detector three times in one day. Each fix introduced a new way of being wrong.

I rewrote the same detector three times in one day. Each fix introduced a new way of being wrong.

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5 min read
MCP Tool Bloat Hits Local Models Harder: A Constraint Worth Talking About

MCP Tool Bloat Hits Local Models Harder: A Constraint Worth Talking About

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3 min read
Who Owns the Production Prompt?

Who Owns the Production Prompt?

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5 min read
How AI Crawlers Read Your Website: Preparing Content for LLMs

How AI Crawlers Read Your Website: Preparing Content for LLMs

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2 min read
Stop Paying for the Same Tokens Twice: A Practical Guide to Prompt Caching

Stop Paying for the Same Tokens Twice: A Practical Guide to Prompt Caching

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7 min read
How OpenAI's Models Escaped a Sandbox and Breached Hugging Face

How OpenAI's Models Escaped a Sandbox and Breached Hugging Face

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10 min read
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