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How Symbiote Annotated a Python Repository Overnight — Without Breaking Anything

How Symbiote Annotated a Python Repository Overnight — Without Breaking Anything

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3 min read
Polymarket rate limits are per 10 seconds, not per second (and 429 traps)

Polymarket rate limits are per 10 seconds, not per second (and 429 traps)

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2 min read
Quick Tip: Cut Your AI API Bill by 90% in Under 10 Minutes

Quick Tip: Cut Your AI API Bill by 90% in Under 10 Minutes

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8 min read
The $14.75 Gap: Why I'm Saving 60 on AI by Switching to Chinese Models (And How You Can Too)

The $14.75 Gap: Why I'm Saving 60 on AI by Switching to Chinese Models (And How You Can Too)

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6 min read
I Used Lyapunov Stability Theory to Monitor LLM Agents — Here's What Actually Worked and What Didn't

I Used Lyapunov Stability Theory to Monitor LLM Agents — Here's What Actually Worked and What Didn't

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5 min read
Moving Conversation Memory from RAM to Redis: Boosting Long-Term Accuracy from 63% to 98%

Moving Conversation Memory from RAM to Redis: Boosting Long-Term Accuracy from 63% to 98%

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5 min read
BadHost Was Inevitable. The Substrate Made It So.

BadHost Was Inevitable. The Substrate Made It So.

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7 min read
Desmistificando a Função range() no Python: Análise de um Problema Prático

Desmistificando a Função range() no Python: Análise de um Problema Prático

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2 min read
An immutable audit trail for AI agent actions (FastAPI + async SQLAlchemy)

An immutable audit trail for AI agent actions (FastAPI + async SQLAlchemy)

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4 min read
I got tired of re-explaining my codebase to every AI tool - so I built Checkpoint

I got tired of re-explaining my codebase to every AI tool - so I built Checkpoint

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2 min read
Why vdu_controls launched three times on KDE (a Qt single-instance guard)

Why vdu_controls launched three times on KDE (a Qt single-instance guard)

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11 min read
My Support Bot Kept Making Stuff Up — Here's How I Fixed It

My Support Bot Kept Making Stuff Up — Here's How I Fixed It

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5 min read
How to scrape Recruitee jobs data (with salary) in Python — no API key

How to scrape Recruitee jobs data (with salary) in Python — no API key

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3 min read
Fix Polymarket order_version_mismatch and not-enough-balance (2026-04 SDK upgrade)

Fix Polymarket order_version_mismatch and not-enough-balance (2026-04 SDK upgrade)

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2 min read
I shipped 7 production MCP server Actors in two weeks — here's what the docs don't tell you

I shipped 7 production MCP server Actors in two weeks — here's what the docs don't tell you

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8 min read
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