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OK, DEGRADED, ABSTAINED, FAILED: Designing a Typed Outcome Model for LLM Calls

OK, DEGRADED, ABSTAINED, FAILED: Designing a Typed Outcome Model for LLM Calls

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9 min read
3 Open-Source Repos That Each Kill a Different AI Bill(token, infra, creative)

3 Open-Source Repos That Each Kill a Different AI Bill(token, infra, creative)

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4 min read
The Feynman Technique Prompt: How to Make AI Explain Anything in 4 Layers of Depth

The Feynman Technique Prompt: How to Make AI Explain Anything in 4 Layers of Depth

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13 min read
Qwen3 vs DeepSeek R1: Which Open-Source Reasoning Model Should You Use in 2026?

Qwen3 vs DeepSeek R1: Which Open-Source Reasoning Model Should You Use in 2026?

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8 min read
I built an RL-native memory engine for LLM agents (every memory decision becomes a training signal)

I built an RL-native memory engine for LLM agents (every memory decision becomes a training signal)

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2 min read
Your Multi-Agent Pipeline Isn't Slow Because of the Model

Your Multi-Agent Pipeline Isn't Slow Because of the Model

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3 min read
The AI judge that called a half-finished audit 'exhaustive'

The AI judge that called a half-finished audit 'exhaustive'

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6 min read
MLOps for LLM: A Case Study on Dresscode

MLOps for LLM: A Case Study on Dresscode

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21 min read
LLMs Can't Reliably Do Date Math — And Now There's Data

LLMs Can't Reliably Do Date Math — And Now There's Data

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6 min read
Why KV Cache Matters — How MQA, GQA, and MLA Make LLM Inference Faster

Why KV Cache Matters — How MQA, GQA, and MLA Make LLM Inference Faster

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5 min read
Write returned success. The file was never there.

Write returned success. The file was never there.

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2 min read
The 50% Context Tax: Why Your AI Agent's Million-Token Window Is Burning Money

The 50% Context Tax: Why Your AI Agent's Million-Token Window Is Burning Money

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4 min read
smolagents replays its whole memory every step: the O(n ) token bill nobody mentions

smolagents replays its whole memory every step: the O(n ) token bill nobody mentions

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6 min read
A local model opened 41 of our pull requests in five weeks. The model is the least interesting part.

A local model opened 41 of our pull requests in five weeks. The model is the least interesting part.

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10 min read
Your First LLM API on Kubernetes: From Model to Curl Request

Your First LLM API on Kubernetes: From Model to Curl Request

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10 min read
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