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Where to cut a prompt so the cache actually hits

Where to cut a prompt so the cache actually hits

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4 min read
My agent guardrail denied a Python docstring as an attempted transaction

My agent guardrail denied a Python docstring as an attempted transaction

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4 min read
Beyond the Demo: Why AI Infrastructure Is the Real Competitive Advantage

Beyond the Demo: Why AI Infrastructure Is the Real Competitive Advantage

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2 min read
From Lab to Platform: How CKS Learned to Manage Knowledge Autonomously

From Lab to Platform: How CKS Learned to Manage Knowledge Autonomously

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4 min read
Designing a Node/Express OTP State Machine for SMS 2FA Delivery Failures

Designing a Node/Express OTP State Machine for SMS 2FA Delivery Failures

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7 min read
Classifying mud crab sex with YOLOv11 — when 200 images and messy real-world labels fight back

Classifying mud crab sex with YOLOv11 — when 200 images and messy real-world labels fight back

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3 min read
My Trading Bot's Silent Killer: How Forgetting to Load `.env` Across Scripts Silenced Discord Notifications

My Trading Bot's Silent Killer: How Forgetting to Load `.env` Across Scripts Silenced Discord Notifications

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4 min read
Score Coding Models With a 60-Line Harness Before You Spend a Cent

Score Coding Models With a 60-Line Harness Before You Spend a Cent

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5 min read
Python Concurrency: GIL, Threading, Multiprocessing and Asyncio

Python Concurrency: GIL, Threading, Multiprocessing and Asyncio

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11 min read
A perfect transcript can still be a wrong call: evaluating voice agents

A perfect transcript can still be a wrong call: evaluating voice agents

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4 min read
Multi-hop questions break vector search. Here is a graph layer for Qdrant that fixes them.

Multi-hop questions break vector search. Here is a graph layer for Qdrant that fixes them.

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3 min read
Every key failed in exactly the same way

Every key failed in exactly the same way

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5 min read
One-Key Image Generation API Contracts for Multiple AI Models: A Storage Checklist

One-Key Image Generation API Contracts for Multiple AI Models: A Storage Checklist

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6 min read
learning_rate and n_estimators Are One Parameter, Not Two — Here's the Number That Proves It

learning_rate and n_estimators Are One Parameter, Not Two — Here's the Number That Proves It

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5 min read
How I Built a REST API Combining Satellite Imagery with LLM Vision (Gemini)

How I Built a REST API Combining Satellite Imagery with LLM Vision (Gemini)

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1 min read
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