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The MiniMax H3 Hype Arrived Before the Numbers. A Small Team Built a Gate Instead.

The MiniMax H3 Hype Arrived Before the Numbers. A Small Team Built a Gate Instead.

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5 min read
Catching "invoice.pdf.exe" before you open it: a tool that identifies a file's real type from its first bytes

Catching "invoice.pdf.exe" before you open it: a tool that identifies a file's real type from its first bytes

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21 min read
I Tried to Verify an AI Agent Benchmark. Here's the Bundle I Wish Everyone Shipped

I Tried to Verify an AI Agent Benchmark. Here's the Bundle I Wish Everyone Shipped

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6 min read
Visual Search on pgvector + Gemini: Detect, Crop, Embed, Rank (and the Averaging Bug That Broke Exact Match)

Visual Search on pgvector + Gemini: Detect, Crop, Embed, Rank (and the Averaging Bug That Broke Exact Match)

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8 min read
How I Built ActiveVPN: A Terminal Tool That Proves (or Exposes) Your VPN

How I Built ActiveVPN: A Terminal Tool That Proves (or Exposes) Your VPN

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2 min read
Backend Development in 2026 - Technologies, Costs, UK Hiring

Backend Development in 2026 - Technologies, Costs, UK Hiring

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7 min read
Building an Incremental Financial Data Pipeline on a Free Tier (ÂĄ0 Infrastructure)

Building an Incremental Financial Data Pipeline on a Free Tier (ÂĄ0 Infrastructure)

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5 min read
Build a PAN & Aadhaar Redaction Tool in 63 Lines of Python

Build a PAN & Aadhaar Redaction Tool in 63 Lines of Python

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5 min read
mm-gateway: One Provider-Neutral API for Image, Video, and Music Generation

mm-gateway: One Provider-Neutral API for Image, Video, and Music Generation

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1 min read
trelix v3.2.2 to v3.2.5: The Source Tree Was Fine. The Published Package Wasn't.

trelix v3.2.2 to v3.2.5: The Source Tree Was Fine. The Published Package Wasn't.

Comments 1
11 min read
Gate the Patch, Not the Model: A Three-Check Loop for Untrusted Code Outputs

Gate the Patch, Not the Model: A Three-Check Loop for Untrusted Code Outputs

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5 min read
Why AI Coding Agents Silently Break Full-Stack Apps (And How We Solved It in 0.75ms)

Why AI Coding Agents Silently Break Full-Stack Apps (And How We Solved It in 0.75ms)

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2 min read
From Bug Log to Free Server Regression Gate: 142 Bugs, 51 Tests

From Bug Log to Free Server Regression Gate: 142 Bugs, 51 Tests

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5 min read
Reproducible Evaluation Harness for New Model Releases: MiniMax H3

Reproducible Evaluation Harness for New Model Releases: MiniMax H3

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5 min read
A Free Model's Review Had No Evidence. The Maintainer Added a Claim Ledger.

A Free Model's Review Had No Evidence. The Maintainer Added a Claim Ledger.

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4 min read
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