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Qwen 3.8 27B: The Frontier LLM That Fits on Your Laptop — Architecture, Reasoning Control & Agentic Integration

Qwen 3.8 27B: The Frontier LLM That Fits on Your Laptop — Architecture, Reasoning Control & Agentic Integration

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18 min read
The LLM Knowledge-Reasoning Tradeoff: Why 2026's Best Models Are Deliberately Fact-Minimized — And Faster Than Ever

The LLM Knowledge-Reasoning Tradeoff: Why 2026's Best Models Are Deliberately Fact-Minimized — And Faster Than Ever

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18 min read
OpenSpec Quickstart: Install, Workflow, and Common Pitfalls

OpenSpec Quickstart: Install, Workflow, and Common Pitfalls

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10 min read
The Tests Passed. The Function Already Existed.

The Tests Passed. The Function Already Existed.

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6 min read
Ollama says my model does 13,826 tokens/sec. It does 43.

Ollama says my model does 13,826 tokens/sec. It does 43.

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5 min read
RAG Is Not a Vector Database Problem. It’s a Data Problem.

RAG Is Not a Vector Database Problem. It’s a Data Problem.

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8 min read
I run a 'radar' that finds free LLM endpoints and auto-adopts the good ones — behind a five-part gate so it can't adopt junk

I run a 'radar' that finds free LLM endpoints and auto-adopts the good ones — behind a five-part gate so it can't adopt junk

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4 min read
What Does a Local LLM Actually Cost per Month? I Read the Meters.

What Does a Local LLM Actually Cost per Month? I Read the Meters.

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5 min read
Two Years From Now, This Will Be the Only Skill That Matters in AI

Two Years From Now, This Will Be the Only Skill That Matters in AI

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4 min read
I gave my AI coding agents a local long-term memory layer — 8 things that broke

I gave my AI coding agents a local long-term memory layer — 8 things that broke

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4 min read
My context optimizer was what broke my prompt cache

My context optimizer was what broke my prompt cache

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3 min read
The Reasoning Heist: Stealing Encrypted LLM Thoughts from GPT-5, Claude & Gemini — Fix It Now

The Reasoning Heist: Stealing Encrypted LLM Thoughts from GPT-5, Claude & Gemini — Fix It Now

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18 min read
I'm not an engineer. I fine-tuned my own language model on a MacBook Air

I'm not an engineer. I fine-tuned my own language model on a MacBook Air

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4 min read
Speculative Decoding in 2026: From EAGLE to DFlash to XPress — The Complete Engineer's Playbook

Speculative Decoding in 2026: From EAGLE to DFlash to XPress — The Complete Engineer's Playbook

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20 min read
The MCP stdio launch boundary is the authorization decision everyone skips

The MCP stdio launch boundary is the authorization decision everyone skips

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3 min read
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