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Open Source AI

(65 articles)

AGI Ranker Audit: Every LLM Score Dropped 6-15 Points

A self-audit of the AGI Ranker leaderboard exposed scoring bias that inflated every model by 6-15 points. Here's what the correction actually revealed.

July 31, 20265 min

Apple SpeechAnalyzer vs Whisper: Benchmark Verdict

Apple's new SpeechAnalyzer API landed in iOS 26 with big claims. Benchmark data from Inscribe puts it head-to-head with Whisper and the old SFSpeechRecognizer....

July 18, 20267 min

Train a Kick Drum AI Model on 6GB VRAM: Full Linux Guide

A dusty GTX 1660 and a weekend are all you need. This tutorial walks through training a working kick drum diffusion model on 6GB of VRAM, from dataset prep to...

July 17, 20268 min

Qwen 3.7 Plus vs 3.6 Plus: 7 Real Upgrades in 2026

A no-fluff breakdown of what actually changed between Qwen 3.7 Plus and Qwen 3.6 Plus, from reasoning gains to pricing shifts and coding wins.

July 14, 20268 min

DeepSeek V4 Pro vs V3: 7 Upgrades That Matter

DeepSeek V4 Pro replaces V3 with 1M-token context, a 1.6T-parameter MoE, and native reasoning modes. Here's which upgrades matter — and where V3 still wins on...

July 11, 20269 min

Talos-XII: Hand-Written Rust Autograd Hits 10k Sims/Sec

A solo-built Rust autograd stack with custom SIMD dispatch models gacha probabilities at 10k+ sims per second. Here's what the benchmarks reveal about...

July 10, 20267 min

7 Open-Source Claude Desktop Alternatives Worth Trying

Rowboat, LibreChat, Open WebUI, Jan, and more: seven serious open-source Claude Desktop alternatives ranked for 2026, with honest takes on each.

July 8, 20268 min

DeepSeek V4-Flash vs V3.2: 7 Real Differences That Matter

A hands-on look at DeepSeek V4-Flash vs V3.2. What actually changed in speed, coding, context, and pricing, and whether the upgrade is worth it for your...

July 6, 20268 min

ScarfBench: IBM's Brutal Test for Java Migration AI

IBM Research's ScarfBench puts AI coding agents through real enterprise Java framework migrations. The results show a big gap between demo-day hype and...

July 3, 20267 min

Senior SWE-Bench: The Benchmark That Humbles AI Agents

Snorkel AI's new Senior SWE-Bench flips the script on coding agents by testing them as senior engineers. Top models land in the 40-55% range on basic solves...

July 2, 20268 min

FFASR Leaderboard: ASR Benchmarked on Real-World Audio

Treble Technologies and Hugging Face just dropped the FFASR Leaderboard, a far-field ASR benchmark that exposes how badly clean-audio scores have been lying to...

June 27, 20268 min

DeepSWE Benchmark: 91 Repos, 5 Languages, Zero Leaks

DeepSWE is a fresh contamination-free coding benchmark spanning 91 repos and 5 languages. Here's what the numbers say about frontier coding agents.

June 25, 20268 min
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