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Stories from the gateway

Models

GDPval Explained: Benchmarking Real Professional Work

GDPval scores models on deliverables from real occupations, graded by experts. What that measures, why it is not a coding benchmark, and how to read it.

· 9 min read
Guides

Generating API Clients With an LLM Without Silent Drift

Where a model beats openapi-generator, where it quietly loses, and how to build a generate-compile-test loop that catches the hallucinated field before you ship it.

· 9 min read
Guides

Generating Regular Expressions With an LLM, Carefully

· 9 min read
Guides

GitHub Actions LLM Setup: A Workflow That Reviews PRs

· 9 min read
Guides

GitLab CI LLM Setup: Masked Variables and MR-Only Jobs

· 9 min read
Models

GLM-5.2 vs DeepSeek V4 Flash: Ten Times the Price

· 9 min read
Models

GLM-5.2 vs MiniMax M3: Long-Horizon Code or Cheap Multimodal

· 9 min read
Models

GLM-5.2 vs Qwen 3.6: Sparse and Huge, or Dense and Small

· 8 min read
Guides

Goose Setup Guide: Providers, Extensions and Safe Defaults

· 8 min read
Fundamentals

GPU Memory for Inference: What Actually Fills the Card

· 9 min read
Cost & Pricing

GPU Rental Cost Math: Utilisation Decides Everything

· 8 min read
Fundamentals

Grouped-Query Attention: Why Long Context Got Affordable

· 9 min read
Guides

Handling SSE Disconnects Without Losing the Response

· 9 min read
Models

How to Read a Model Card Without Being Misled

· 9 min read

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