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Research2026-09-14 · source-backed
This corpus pairs human functions with implementations generated from their docstrings by GPT, DeepSeek-Coder and Qwen2.5-Coder across Python, Java and C. AI code is structurally compressed and templated at roughly half the size and branching. Security cuts both ways: more and more severe findings in Python and Java, but fewer high-severity memory-safety findings than humans in C. Once you control for size, complexity metrics carry almost no signal while naturalness still separates authors. CQBench ships with 27,346 issue-prone tasks.
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$3,054 against $38,370. Same benchmark, better score. Praxist (arXiv 2608.25955, submitted August 26) replaces per-attempt agent memory with a typed evidence graph of findings, plus lane-structured frontiers and agendas, so later attempts inherit validated mechanisms rather th...
Everyone spent yesterday arguing about benchmark numbers. Tencent quietly published data suggesting the numbers belong to your infrastructure, not the model. The WorkBuddy Bench leaderboard reports every model under two different agent harnesses — CodeBuddy Code and Claude Cod...
An automated framework evaluated GPT, Gemini, Claude and Grok on 85 algorithmic C# tasks derived from HumanEval, producing 340 solutions scored on three independent axes: functional correctness via unit tests, static quality via Roslyn AST analysis, and runtime efficiency via...
JetBrains expanded Koog with a fluent Java builder API alongside the Kotlin DSL, targeting the enterprise Java ecosystem that Python-first agent frameworks have ignored. Includes Spring Boot integration, multi-provider support (OpenAI/Anthropic/Google/DeepSeek/Ollama), fault-t...
The leaderboard says first place. The methodology says you should check your own bill. Qwen3.8 Max now ranks first on Artificial Analysis' agentic index, scoring 86.1 on OSWorld-Verified ahead of GPT-5.6 Sol Max at 83.2 and Fable 5 at 85.0, priced at $2.00/M input and $6.00/M...
Netlify published an AXIS-framework evaluation on August 14 that I've been thinking about all day. Same task, 11 models, three runs each, scored on functional correctness rather than aesthetics. The task was deliberately boring: a static one-page coffee shop site with hours, a...
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