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Building a Persistent Knowledge Base RAG System with FastAPI, llama.cpp, Chroma, and Open WebUI

Building a Persistent Knowledge Base RAG System with FastAPI, llama.cpp, Chroma, and Open WebUI

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7 min read
The database is where AI agents in production get weird

The database is where AI agents in production get weird

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2 min read
99% of Requests Failed and My Dashboard Showed Green

99% of Requests Failed and My Dashboard Showed Green

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7 min read
On Character Formation and Identity

On Character Formation and Identity

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5 min read
Qwen 3.5 SAEs & 3.6 Q6_K Multimodal, DeepSeek's Visual Primitives Framework

Qwen 3.5 SAEs & 3.6 Q6_K Multimodal, DeepSeek's Visual Primitives Framework

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3 min read
Your AI Conversations Are Not Yours. Yet…

Your AI Conversations Are Not Yours. Yet…

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8 min read
Madness Driven Design: Don Quixote, Sancho Panza, and Your AI Copilot

Madness Driven Design: Don Quixote, Sancho Panza, and Your AI Copilot

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8 min read
RustyClaw: I'm rewriting an AI agent in Rust (because the meme demands it)

RustyClaw: I'm rewriting an AI agent in Rust (because the meme demands it)

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7 min read
My AI Read a JSON File from Disk 900 Times in a Loop (And Why No Linter Can Save You)

My AI Read a JSON File from Disk 900 Times in a Loop (And Why No Linter Can Save You)

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6 min read
Why 99% of What You Send to Claude Is Already Cached

Why 99% of What You Send to Claude Is Already Cached

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7 min read
I'm paying $15 per million tokens to write 'fix: typo'

I'm paying $15 per million tokens to write 'fix: typo'

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7 min read
Why My CLI Output Isn't XML (And How I Ended Up Reinventing TOON Without Knowing It)

Why My CLI Output Isn't XML (And How I Ended Up Reinventing TOON Without Knowing It)

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6 min read
Your Mac Has a Free LLM and You're Not Using It

Your Mac Has a Free LLM and You're Not Using It

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5 min read
BitForge: Run LLMs on Microcontrollers

BitForge: Run LLMs on Microcontrollers

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1 min read
150 Lines of Apologies Removed

150 Lines of Apologies Removed

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6 min read
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