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Debugging a Flaky LLM Pipeline: Timeouts, Truncation, and a 40-Line Probe

Debugging a Flaky LLM Pipeline: Timeouts, Truncation, and a 40-Line Probe

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5 min read
What our coverage number did not protect

What our coverage number did not protect

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7 min read
The Retry Loop That Turned a 429 Into an Outage

The Retry Loop That Turned a 429 Into an Outage

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4 min read
I Built an Open-Source Toolkit for AI Watermark & Provenance Forensics

I Built an Open-Source Toolkit for AI Watermark & Provenance Forensics

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3 min read
Building a WebSocket Market News Consumer in Python: From First Event to Threshold-Gated Signals

Building a WebSocket Market News Consumer in Python: From First Event to Threshold-Gated Signals

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5 min read
Routing Around Rate Limits: A Free-Tier Model Proxy in 100 Lines

Routing Around Rate Limits: A Free-Tier Model Proxy in 100 Lines

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4 min read
The 88% Agent Production Death Rate: Why Multi-Step Loops Cost 5x–40x More

The 88% Agent Production Death Rate: Why Multi-Step Loops Cost 5x–40x More

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4 min read
The 3-File Local MCP Server That Tames Your Agent's Tool Sprawl

The 3-File Local MCP Server That Tames Your Agent's Tool Sprawl

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6 min read
One Project Ate the Shared Free Tier: A Per-Project Quota Pattern for LLM Gateways

One Project Ate the Shared Free Tier: A Per-Project Quota Pattern for LLM Gateways

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4 min read
The Issue Digest Bot: A MonkeyCode Free-Tier Case Study

The Issue Digest Bot: A MonkeyCode Free-Tier Case Study

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5 min read
My local AI agent's web UI just grew up

My local AI agent's web UI just grew up

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2 min read
I gave a small business a CFO that doesn't wait to be asked

I gave a small business a CFO that doesn't wait to be asked

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11 min read
I built an open cross-reference dataset for 217 global steel grades so engineers stop guessing "is that equivalent?"

I built an open cross-reference dataset for 217 global steel grades so engineers stop guessing "is that equivalent?"

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3 min read
Token Forensics: A Self-Hosted Observatory for Every Model Call

Token Forensics: A Self-Hosted Observatory for Every Model Call

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5 min read
Can Two Local AI Agents Build an App Without Me? I Gave Them 6 Rounds to Find Out

Can Two Local AI Agents Build an App Without Me? I Gave Them 6 Rounds to Find Out

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8 min read
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