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A Cost-Aware Shadow Test for Trending Model Claims

A Cost-Aware Shadow Test for Trending Model Claims

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4 min read
Score Your Model Access Decision Before You Argue

Score Your Model Access Decision Before You Argue

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4 min read
The Prompt Wasn't the Whole Cache Key

The Prompt Wasn't the Whole Cache Key

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2 min read
When the Token Well Runs Dry: A Degradation State Machine for LLM Services

When the Token Well Runs Dry: A Degradation State Machine for LLM Services

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4 min read
Build for the 429: An Architecture for Unreliable Free LLM Tiers

Build for the 429: An Architecture for Unreliable Free LLM Tiers

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4 min read
Glosarios para traductores con IA: cola asíncrona, map-reduce y un agente que se autocritica

Glosarios para traductores con IA: cola asíncrona, map-reduce y un agente que se autocritica

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3 min read
Agent自我进化能力全景综述:从一次学会到持续成长(2023-2025)

Agent自我进化能力全景综述:从一次学会到持续成长(2023-2025)

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3 min read
Run Qwen3-Coder-Next Locally on a Cost-Effective AI Home PC with llama.cpp

Run Qwen3-Coder-Next Locally on a Cost-Effective AI Home PC with llama.cpp

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8 min read
How to count tokens across every major LLM provider in JavaScript

How to count tokens across every major LLM provider in JavaScript

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4 min read
The Compiler as Validator: When a Free Model's Wrong C++ Is Still Cheap

The Compiler as Validator: When a Free Model's Wrong C++ Is Still Cheap

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4 min read
Agent 治理框架选型指南:先定边界,再谈框架

Agent 治理框架选型指南:先定边界,再谈框架

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1 min read
Ollama API: A Practical Guide with Examples

Ollama API: A Practical Guide with Examples

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4 min read
Our Claude Code agent's median run used 79.8M tokens, 97% of them cache reads. How many does one run of yours use?

Our Claude Code agent's median run used 79.8M tokens, 97% of them cache reads. How many does one run of yours use?

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3 min read
It Ran Every Morning and Still Broke: Failure Modes of a Free-Tier AI Job

It Ran Every Morning and Still Broke: Failure Modes of a Free-Tier AI Job

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4 min read
Semantic Caching Cuts Token Costs for Repeat LLM Prompts

Semantic Caching Cuts Token Costs for Repeat LLM Prompts

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5 min read
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