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Compact LLM chat history without LangChain (zero dependencies)

Compact LLM chat history without LangChain (zero dependencies)

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2 min read
Run Amazon Bedrock locally, with real completions from Ollama

Run Amazon Bedrock locally, with real completions from Ollama

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2 min read
The Red Line Principle: objective stop signals outperform LLM self-judgment in verifiable tasks

The Red Line Principle: objective stop signals outperform LLM self-judgment in verifiable tasks

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13 min read
💰Don’t Waste Tokens on Data Entry: Tag Customer Reviews Overnight with ZeroGPU Batch API

💰Don’t Waste Tokens on Data Entry: Tag Customer Reviews Overnight with ZeroGPU Batch API

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2 min read
Fine-Tuning Large Language Models: A Practical Guide

Fine-Tuning Large Language Models: A Practical Guide

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6 min read
The hop-loss gap we shipped in 24 hours

The hop-loss gap we shipped in 24 hours

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8 min read
Stop getting surprise per-token LLM bills: a flat-rate, auto-routing API approach

Stop getting surprise per-token LLM bills: a flat-rate, auto-routing API approach

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4 min read
Your Agent Success Rate Counts Only the Survivors

Your Agent Success Rate Counts Only the Survivors

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11 min read
Open Weight Is Not the Same as Free

Open Weight Is Not the Same as Free

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3 min read
Building an AI Visibility Scanner: Hybrid AI Analysis Architecture

Building an AI Visibility Scanner: Hybrid AI Analysis Architecture

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7 min read
I built llm-queue: one local model, one queue

I built llm-queue: one local model, one queue

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5 min read
RLHF vs DPO vs IPO vs KTO: which alignment method should you use

RLHF vs DPO vs IPO vs KTO: which alignment method should you use

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8 min read
I Built a JSON Compressor Using Change Point Detection and It Outperforms Every Alternative

I Built a JSON Compressor Using Change Point Detection and It Outperforms Every Alternative

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4 min read
The Fit-for-Purpose AI Revolution: Domain-Specific Models Are Replacing General-Purpose LLMs

The Fit-for-Purpose AI Revolution: Domain-Specific Models Are Replacing General-Purpose LLMs

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3 min read
Google Releases Gemma 4 12B: Encoder-Free Multimodal Projection

Google Releases Gemma 4 12B: Encoder-Free Multimodal Projection

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6 min read
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