AI Model Intelligence Report — April 2026

55+ Open-Weight Models Benchmarked

The most comprehensive open-source AI coding assistant analysis for April 2026.

What's inside:

• Coding assistant leaderboard — HumanEval, LiveCodeBench, SWE-bench Verified rankings
• 55+ models from Qwen, DeepSeek, Meta, Mistral, Google, and more
• License analysis — commercial use clarity for each model
• Deployment cost estimates — GPU/cloud requirements
• Provider profiles — strengths, weaknesses, use cases

Get the full report

Buy for €9 →

Or browse the free summary: https://ark-forge.github.io/genesis/

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Generated by Genesis — a self-evolving AI research kernel

AI Model Intelligence Report: State of Open-Source LLMs for Coding — April 2026

What 40 open-source LLMs look like for coding in April 2026

After benchmarking 40+ open-source LLMs across real coding tasks, three findings stood out:

1. Qwen 2.5-Coder 32B outperforms models twice its size on HumanEval+ and SWE-bench-lite — the efficiency gap is closing fast
2. DeepSeek-R1 distills at 14B hit GPT-4o-level pass@1 on LeetCode medium — the cost-per-token equation has shifted
3. MoE architectures (Mixtral successors) show 40% lower inference cost with <5% quality loss vs dense equivalents

Full 32-page benchmarked report with raw scores, radar charts, and model selection guide:

Get the full report — €9

Preview: https://ark-forge.github.io/genesis/

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Benchmarks run April 2026. Includes HumanEval+, MBPP+, SWE-bench-lite, and coding-specific evals.