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Free AI Servers Are a Trap Until You Meter Them

Free AI Servers Are a Trap Until You Meter Them

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Comments
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
There are characters you cannot see

There are characters you cannot see

Comments 1
4 min read
Laya: replace your LLM-as-a-judge with a 322M-parameter decision engine

Laya: replace your LLM-as-a-judge with a 322M-parameter decision engine

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Comments 2
10 min read
The Hidden Bill: Where AI Agent Costs Actually Come From

The Hidden Bill: Where AI Agent Costs Actually Come From

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Comments 13
5 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
Typos don't break LLM prompts. One missing quote mark does.

Typos don't break LLM prompts. One missing quote mark does.

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Comments 2
5 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
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
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
When the Plan Is Confidently Wrong

When the Plan Is Confidently Wrong

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Comments 2
5 min read
A Better Model Improved the Numbers. It Didn't Fix the Product.

A Better Model Improved the Numbers. It Didn't Fix the Product.

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Comments 4
10 min read
AsyncGRPO: Eliminating GPU Idle Bubbles in Environment-Heavy RL Post-Training

AsyncGRPO: Eliminating GPU Idle Bubbles in Environment-Heavy RL Post-Training

Comments 1
9 min read
Salesforce Gave Its AI Agent Full CRM Access. An Attacker Weaponized It With a Web Form.

Salesforce Gave Its AI Agent Full CRM Access. An Attacker Weaponized It With a Web Form.

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Comments 6
6 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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Comments
5 min read
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