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Don't trust model quotes; use anchors instead

Don't trust model quotes; use anchors instead

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2 min read
GitHub's Canvas Pattern: Why Agentic Workflows Need Spatial State Beyond Chat Scrollback

GitHub's Canvas Pattern: Why Agentic Workflows Need Spatial State Beyond Chat Scrollback

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6 min read
What If AI Is Just Telling You What You Want to Hear?

What If AI Is Just Telling You What You Want to Hear?

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2 min read
Kielo: OpenRouter for Open-Source Models, Powered by Decentralized Compute

Kielo: OpenRouter for Open-Source Models, Powered by Decentralized Compute

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4 min read
Prompt Injection in Copilot Chatbot — Phishing via Client-Controlled Context

Prompt Injection in Copilot Chatbot — Phishing via Client-Controlled Context

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5 min read
Stop Stuffing Your Context Window: 6 Architectural Shifts to Cut Token Costs and Latency

Stop Stuffing Your Context Window: 6 Architectural Shifts to Cut Token Costs and Latency

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3 min read
A 20% Security Tax Is the Most Honest Number in AI Right Now

A 20% Security Tax Is the Most Honest Number in AI Right Now

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3 min read
CoSnitch Is a Reminder That Your Chatbot Will Tell on You If You Ask Nicely Enough

CoSnitch Is a Reminder That Your Chatbot Will Tell on You If You Ask Nicely Enough

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3 min read
Enclave vs. the agent frameworks we audited — it's a layer map, not a fight

Enclave vs. the agent frameworks we audited — it's a layer map, not a fight

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5 min read
LangChain vs LlamaIndex vs Chonkie: same 94-page PDF

LangChain vs LlamaIndex vs Chonkie: same 94-page PDF

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7 min read
My Agent's Tests Were Green Because the Model Learned to Cheat

Comments explore fixing broken evaluators

My Agent's Tests Were Green Because the Model Learned to Cheat

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Picked as gem Comments 21
5 min read
Why GitHub Access Isn't the Same as Local Repository Access

Why GitHub Access Isn't the Same as Local Repository Access

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3 min read
My AI-Written Test Suite Hit 94% Coverage. Then I Mutated the Code.

My AI-Written Test Suite Hit 94% Coverage. Then I Mutated the Code.

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4 min read
Run any LLM locally with VRAM-aware routing - a llama.cpp + FastAPI deep dive

Run any LLM locally with VRAM-aware routing - a llama.cpp + FastAPI deep dive

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4 min read
Claude Sonnet 5's Introductory Pricing Expires August 31. Your Cost Model Doesn't Know That Yet.

Claude Sonnet 5's Introductory Pricing Expires August 31. Your Cost Model Doesn't Know That Yet.

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3 min read
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