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Hillock: A brain-inspired, CPU-bound memory gate for local LLMs

Hillock: A brain-inspired, CPU-bound memory gate for local LLMs

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2 min read
RAG for Beginners: Build a Document Q&A System with LangChain (Full Code)

RAG for Beginners: Build a Document Q&A System with LangChain (Full Code)

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4 min read
Does Quantization Break Tool-Calling? I Measured It on a 4GB Laptop GPU (BFCL, 3 Seeds, Bootstrap 95% CI)

Model family outperforms size as a predictor

Does Quantization Break Tool-Calling? I Measured It on a 4GB Laptop GPU (BFCL, 3 Seeds, Bootstrap 95% CI)

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4 min read
How I Built a Read-Only SQLite MCP Server in Python (and Why Read-Only Matters)

How I Built a Read-Only SQLite MCP Server in Python (and Why Read-Only Matters)

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4 min read
I tried 5 ways to build a Q&A system over my docs — here's what worked

I tried 5 ways to build a Q&A system over my docs — here's what worked

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5 min read
Pandas for Data Cleaning in Data Science Introduction

Pandas for Data Cleaning in Data Science Introduction

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4 min read
Vector Databases Are Not Magic, Here's What's Actually Happening Under the Hood

Vector Databases Are Not Magic, Here's What's Actually Happening Under the Hood

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9 min read
The billing state most APIs get wrong: "unknown" is not "no"

The billing state most APIs get wrong: "unknown" is not "no"

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3 min read
Why I ditched regex scrapers for an LLM parser (and when you shouldn't)

Why I ditched regex scrapers for an LLM parser (and when you shouldn't)

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4 min read
When Regex Fails: My Journey to AI-Powered Data Extraction

When Regex Fails: My Journey to AI-Powered Data Extraction

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4 min read
Extracting structured data from messy text: what worked for me

Extracting structured data from messy text: what worked for me

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3 min read
How to Use a SERP API with Python to Track Google Rankings

How to Use a SERP API with Python to Track Google Rankings

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8 min read
Project Log #17: My Agent Misreads Bank Balances. Here's How I'm Fixing It.

Project Log #17: My Agent Misreads Bank Balances. Here's How I'm Fixing It.

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3 min read
Book Library: A Local RAG That Answers From My Own PDFs

Book Library: A Local RAG That Answers From My Own PDFs

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5 min read
Building a Production-Grade MCP Memory Server: Lessons from MindCore

Building a Production-Grade MCP Memory Server: Lessons from MindCore

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4 min read
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