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Building HELPIT, a memory layer for robotic dental surgery on Qwen Cloud — and the bugs that taught me more than the features did.

Building HELPIT, a memory layer for robotic dental surgery on Qwen Cloud — and the bugs that taught me more than the features did.

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8 min read
I Built a Distributed Tracing System from Scratch in Python

I Built a Distributed Tracing System from Scratch in Python

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6 min read
Deploy FastAPI to AWS in 60 Seconds

Deploy FastAPI to AWS in 60 Seconds

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9 min read
The .txt File as the Soul of a Personal AI — FileRAG Memory Architecture

The .txt File as the Soul of a Personal AI — FileRAG Memory Architecture

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4 min read
Create fully complete .gitignore files from the cli

Create fully complete .gitignore files from the cli

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2 min read
Frequency Map Pattern — LeetCode #242: Valid Anagram

Frequency Map Pattern — LeetCode #242: Valid Anagram

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7 min read
Beyond Rule-Based Gateways: Implementing a Layer 5 Homeostatic Radar for Fintech Ingestion via Python

Beyond Rule-Based Gateways: Implementing a Layer 5 Homeostatic Radar for Fintech Ingestion via Python

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2 min read
The hard part of attacking an AI isn't breaking it. It's telling real harm from fake.

The hard part of attacking an AI isn't breaking it. It's telling real harm from fake.

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7 min read
corporation s own your AI memories. I built a local Vault to take them back.

corporation s own your AI memories. I built a local Vault to take them back.

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2 min read
From Zero to Daily Content: My AI Automation Journey

From Zero to Daily Content: My AI Automation Journey

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4 min read
Why pandas_market_calendars Fails for Indian Markets (and what to use instead)

Why pandas_market_calendars Fails for Indian Markets (and what to use instead)

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2 min read
Semantic Observability: Engineering Reliability for Production RAG

Quiet failures hidden by HTTP 200 status

Semantic Observability: Engineering Reliability for Production RAG

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6 min read
I Tested 7 Crypto Trading Strategies Against 24 Months of Real Data. None of Them Worked.

I Tested 7 Crypto Trading Strategies Against 24 Months of Real Data. None of Them Worked.

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10 min read
The great AI enshittification

The great AI enshittification

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2 min read
Pydantic AI vs LangChain vs instructor: structured LLM outputs compared

Pydantic AI vs LangChain vs instructor: structured LLM outputs compared

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5 min read
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