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Free AI Servers Are a Constraint, Not a Gift: A Reproducible Evaluation

Free AI Servers Are a Constraint, Not a Gift: A Reproducible Evaluation

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5 min read
Free Endpoints Are a Contract, Not a Gift: A Fit Test for Agent Workloads

Free Endpoints Are a Contract, Not a Gift: A Fit Test for Agent Workloads

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5 min read
Free Tokens, Paid Verification: A Cost-Per-Compile Gauntlet for MonkeyCode's Free Tier

Free Tokens, Paid Verification: A Cost-Per-Compile Gauntlet for MonkeyCode's Free Tier

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4 min read
Free AI Servers Are a Trap Until You Meter Them

Free AI Servers Are a Trap Until You Meter Them

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5 min read
Your Agent Isn't Losing Memory. It's Rotting.

Your Agent Isn't Losing Memory. It's Rotting.

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4 min read
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
Agent Memory Poisoning: Why Content Screening and Provenance Ranking Can't Stop Persistent False Information

Agent Memory Poisoning: Why Content Screening and Provenance Ranking Can't Stop Persistent False Information

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4 min read
DeepSeek Harness: When the Agent Runtime Becomes the Product

DeepSeek Harness: When the Agent Runtime Becomes the Product

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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
Steal This Exam. Here's How to Port It to Your Own Pipeline.

Steal This Exam. Here's How to Port It to Your Own Pipeline.

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5 min read
The filter missed. The schema held. Neither is where the guarantee lives.

The filter missed. The schema held. Neither is where the guarantee lives.

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5 min read
Why a Small Transformer Can't Copy a Word It Hasn't Seen

Why a Small Transformer Can't Copy a Word It Hasn't Seen

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10 min read
VIDRAFT's Open Discovery Challenge: Claude vs. GPT-4 on Malaria & TB Drug Candidates — Early Benchmark Data

VIDRAFT's Open Discovery Challenge: Claude vs. GPT-4 on Malaria & TB Drug Candidates — Early Benchmark Data

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4 min read
Free Model Access and Free Hosting: A Decision Guide for Agent Workloads

Free Model Access and Free Hosting: A Decision Guide for Agent Workloads

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3 min read
I Gave a Regex and an LLM the Same Exam. Fatal 3 vs Fatal 0.

I Gave a Regex and an LLM the Same Exam. Fatal 3 vs Fatal 0.

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4 min read
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