AI Daily Digest — August 1, 2026: ARC-AGI-3 Harness Discovery, EU AI Gigafactories, Devin SWE-1.7
🤖💻 AI Daily Digest — August 1, 2026 OpenAI Shows How Two Harness Settings Tripled ARC-AGI-3 Scores OpenAI published a rare technical deep-dive on July…
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OpenRouter vs Vercel vs LLMGateway Performance
Every AI gateway adds a hop between your app and the model. The question that matters is what that hop costs at the moment your user is staring at a b…
The Same RTX 5090, but the GPU Sat Idle — a CPU-Bound Go Solver and the Case for L2 Cache
This is the second in a short series that benchmarks a single RTX 5090 by re-running published Go solvers — programs that don't just play Go but prove…
Model Showdown Round 9: Qwen 3.6 27B vs Qwen 3.6 35B-A3B vs Qwythos-9B vs GLM-4.7-Flash vs Nemotron-3-Nano
Round 7 ended on a cliffhanger I couldn't stop thinking about. Qwen 3.6 35B-A3B built the entire feature — read the codebase, wrote the files, got a c…
AdvancedMathBench: A New Benchmark for LLM Advanced Mathematical Reasoning
What Changed Large language models (LLMs) have demonstrated proficiency in high-school and olympiad-style mathematics. However, their performance in a…
AI Coding Tools Benchmark 2026: Cursor vs Copilot vs Windsurf vs Claude Code
I spent two weeks testing Cursor, GitHub Copilot, Windsurf, and Claude Code on the same set of tasks. Not vibes. Not feature lists. Actual work: build…
Too cheap to be good? Think again.
For years, I ran my WordPress sites on OpenLiteSpeed. Fast server, LSCache is genuinely impressive, and the OLS/WordPress combo is hard to beat on raw…
A UMAP With Arrows Is Not a Benchmark. This Is
How I built a three-task evaluation framework for RNA velocity trajectory inference -- measuring global ordering, pairwise rank preservation, and robu…
Engineering CellFateBench: A Reproducible Python Benchmark for Single-Cell Genomics Reasoning
CellFateBench is a scientific software and benchmark-engineering project for evaluating reasoning over single-cell genomics workflows. The project was…
Поиск черной кошки в 2000-мерной темной комнате. Турнир алгоритмов машинного обучения
Добро пожаловать на мой маленький тестовый полигон. В этой статье я расскажу, как столкнул лбами двадцать один алгоритм машинного обучения - от старой…
How fast is LlamaStash? Overhead, throughput, and a fair comparison with Ollama and LM Studio
Originally published at deepu.tech . In my release post for LlamaStash I made a claim I need to back up. The wrapper adds zero overhead vs running lla…
I Benchmarked 17 ESLint Security Plugins. Only One Found Every Vulnerability.
Skip to: Full Results | Category Breakdown | The Leaderboard | Methodology TL;DR I built a benchmark suite with 40 vulnerable code patterns across 14 …
Multi-Shot vs Zero-Shot: When Adding Examples Actually Hurts Accuracy
Book: Prompt Engineering Pocket Guide: Techniques for Getting the Most from LLMs Also by me: Thinking in Go (2-book series) — Complete Guide to Go Pro…
LMR-BENCH: Can LLM Agents Reproduce NLP Research Code? (EMNLP 2025)
A research team from the University of Texas at Dallas published LMR-BENCH at EMNLP 2025, asking a specific question: can LLM agents reproduce the cor…
AI-агент действительно ловит баги? Пусть докажет на бенчмарке
Привет! Это снова Михаил Федоров. В первой статье — архитектура QA Assist: 11 AI-агентов от декомпозиции требований до готовых автотестов. Во второй —…
How do you benchmark an MCP server you built?
I built a code-intelligence MCP server. Then I built a benchmark for code-intelligence MCP servers. Then my tool placed first on every scenario. I did…
Model Showdown Round 4: Opus vs Qwen — Writers, Not Coders
Two models. Same prompt. Same five fodder files. Same 27 published posts to check for redundancy. Same writing style guide. One chose the Dev.to syndi…
Model Showdown Round 3: Ditching Ollama in Favor of llama.cpp
In Round 1 , we ran five local models and two cloud models through a single coding task. The local models held their own. In Round 2 , we added Gemma …
Optimize benchmark in Next.js 15 vs Astro 4: What You Need to Know
Next.js 15 vs Astro 4: Benchmark Optimization Guide Choosing between Next.js 15 and Astro 4 for performance-critical projects requires a deep dive int…