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Context Governance for Coding Agents

Context Governance for Coding Agents

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25 min read
I caught my LLM agent calling a random URL it had no business calling

I caught my LLM agent calling a random URL it had no business calling

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3 min read
Snapshot tests caught a regression in my agent that the unit tests missed

Snapshot tests caught a regression in my agent that the unit tests missed

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3 min read
Comparing Model Performance: Without MTP vs. With MTP vs. With MTP + QAT

Comparing Model Performance: Without MTP vs. With MTP vs. With MTP + QAT

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8 min read
I Tested Nex-N2-Pro — A Free Open-Source Model That's Matching GPT-5.5 on Coding Benchmarks

I Tested Nex-N2-Pro — A Free Open-Source Model That's Matching GPT-5.5 on Coding Benchmarks

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4 min read
Local LLMs in Production: Squeezing Qwen to Match Claude

Local LLMs in Production: Squeezing Qwen to Match Claude

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3 min read
Q8_0 isn't slow because of swap

Q8_0 isn't slow because of swap

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4 min read
Run Your Own AI Server for $0/month with Ollama

Run Your Own AI Server for $0/month with Ollama

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3 min read
Agentic RAG: What It Is, Why Teams Use It, and Where It Gets Complicated

Agentic RAG: What It Is, Why Teams Use It, and Where It Gets Complicated

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3 min read
Coding in the Age of AI Is Not What You Think

Coding in the Age of AI Is Not What You Think

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6 min read
I Built a Python Prompt Orchestrator for Structured LLM Pipelines

I Built a Python Prompt Orchestrator for Structured LLM Pipelines

Comments 1
2 min read
AI Hallucinations Are Not a Bug. They Are the Architecture. Here Is How I Deal With Them Now.

AI Hallucinations Are Not a Bug. They Are the Architecture. Here Is How I Deal With Them Now.

Comments 1
6 min read
Gemma 4 MTP, vibevoice.cpp for Multimodal AI, & Ollama Desktop Layer for Local Deployment

Gemma 4 MTP, vibevoice.cpp for Multimodal AI, & Ollama Desktop Layer for Local Deployment

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3 min read
What I learned tuning a Reddit DM agent through 8 versions in 24 hours

What I learned tuning a Reddit DM agent through 8 versions in 24 hours

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15 min read
PII Protection for AI Agents: Why Detection Isn't Enough and What Prevents Actual Exposure

PII Protection for AI Agents: Why Detection Isn't Enough and What Prevents Actual Exposure

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8 min read
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