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I Fixed LLM Markdown Errors with Jinja2 and AST Parsing

I Fixed LLM Markdown Errors with Jinja2 and AST Parsing

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3 min read
I Stopped Fighting Prompts: Locking Down Markdown with Jinja2

I Stopped Fighting Prompts: Locking Down Markdown with Jinja2

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2 min read
Surfacing claude p Timeouts as RuntimeError (and Why It Took Three Tries)

Surfacing claude p Timeouts as RuntimeError (and Why It Took Three Tries)

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2 min read
Data Types, Typecasting, eval(), Boolean Logic, Input/Output, String Formatting

Data Types, Typecasting, eval(), Boolean Logic, Input/Output, String Formatting

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4 min read
We logged every rejected tool call for a month. A third were our validation being wrong, not the model.

We logged every rejected tool call for a month. A third were our validation being wrong, not the model.

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2 min read
My morning BTC checklist uses three agents — here's what it actually said the day BTC bottomed

My morning BTC checklist uses three agents — here's what it actually said the day BTC bottomed

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4 min read
My Blog Had 20 Unanswered Comments Across 35 Posts. Nothing Ever Told Me.

My Blog Had 20 Unanswered Comments Across 35 Posts. Nothing Ever Told Me.

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4 min read
Porting a 128-expert MoE (Gemma-4 26B-A4B) to AWS Inferentia2 — where every rank weighted the wrong experts

Porting a 128-expert MoE (Gemma-4 26B-A4B) to AWS Inferentia2 — where every rank weighted the wrong experts

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6 min read
My Inferentia port matched its reference token-for-token — and still output garbage

My Inferentia port matched its reference token-for-token — and still output garbage

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8 min read
#07 – Pythonic Code & Standard Library

#07 – Pythonic Code & Standard Library

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6 min read
Blast Radius of an AI Agent's API Key: Score It in 40 Lines

Blast Radius of an AI Agent's API Key: Score It in 40 Lines

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11 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
Build a Private Voice Assistant with Whisper, Ollama, and Kokoro TTS

Build a Private Voice Assistant with Whisper, Ollama, and Kokoro TTS

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2 min read
FastAPI Async Context Vars for Multi-Tenant Request Isolation: Why asyncio.create_task() Breaks Your Tenant Context and How to Fix It

FastAPI Async Context Vars for Multi-Tenant Request Isolation: Why asyncio.create_task() Breaks Your Tenant Context and How to Fix It

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4 min read
AI Pair Programming in Your Terminal with Aider and Ollama

AI Pair Programming in Your Terminal with Aider and Ollama

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2 min read
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