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VIDRAFT's Darwin Factory: Model-Merging AI Foundry That Ships Custom LLMs in One Day

VIDRAFT's Darwin Factory: Model-Merging AI Foundry That Ships Custom LLMs in One Day

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4 min read
The Small Language Model Revolution: Why Fit Beats Force

The Small Language Model Revolution: Why Fit Beats Force

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8 min read
What Does a 1 Million Token Context Window Actually Look Like

What Does a 1 Million Token Context Window Actually Look Like

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4 min read
Building a Deal Intelligence Agent with Persistent Multi-Deal Memory

Building a Deal Intelligence Agent with Persistent Multi-Deal Memory

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4 min read
Amazon Nova 2: A Developer's Guide to Lite, Pro, and Omni

Amazon Nova 2: A Developer's Guide to Lite, Pro, and Omni

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7 min read
4,768 LLM Runs, Zero Lost Sweeps: Hardening a Field-Test Runner for Timeouts, Hangs, and Cost

Python 3.14 concurrency edge cases and token caps

4,768 LLM Runs, Zero Lost Sweeps: Hardening a Field-Test Runner for Timeouts, Hangs, and Cost

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6 min read
I Benchmarked Two Local LLMs on Real Dev Work — Qwopus 27B vs Muse Glimmer 30B

I Benchmarked Two Local LLMs on Real Dev Work — Qwopus 27B vs Muse Glimmer 30B

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5 min read
Where LLM Apps Actually Spend Money

Where LLM Apps Actually Spend Money

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8 min read
Selection pressure turns benchmarks into fingerprints

Selection pressure turns benchmarks into fingerprints

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4 min read
Quantization Shrinks Large AI Models Without Breaking Them

Quantization Shrinks Large AI Models Without Breaking Them

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1 min read
Part 2: Pinning the Use Case and Writing Tool Contracts Like Specs

Part 2: Pinning the Use Case and Writing Tool Contracts Like Specs

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4 min read
Deep Dive into Mixture of Experts: From 1991 to Mixtral and DeepSeek-V3

Deep Dive into Mixture of Experts: From 1991 to Mixtral and DeepSeek-V3

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11 min read
Cheap LLM code review is fine until it hits an authorization bug

Cheap LLM code review is fine until it hits an authorization bug

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2 min read
I scanned my own 30 days of Claude Code logs. Here's what I found (and the tool I built to do it)

I scanned my own 30 days of Claude Code logs. Here's what I found (and the tool I built to do it)

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3 min read
Your model benchmark measures everything except the bill

Your model benchmark measures everything except the bill

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4 min read
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