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Research2026-07-29 · source-backed
DECODE captured 53,600+ in-IDE modifications to AI-generated code from 1,000+ developers across Python, TypeScript, and JavaScript. Most edits land within 15 minutes of accepting a completion, and roughly 31% of editing sequences end with the completion removed. Acceptance-rate telemetry substantially overstates real value, which anyone who has watched their own accept-then-delete pattern already suspected. Fine-tuning a 3B open model on DECODE beat much larger frontier models at predicting these edits.
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arXiv 2608.24857 ran 424 security-sensitive Python tasks through GPT-4o and LLaMA 3.1-8B under five progressively security-focused prompt variants, scanned with Bandit and CodeQL. Structured prompting mainly fixed compliance, with GPT-4o invalid outputs falling from 338 of 424...
Danish Foundation Models trained it from scratch on 161 datasets. Across 20 benchmarks spanning English, math and code, and Danish, it beats the original HRM-Text 1B, sets a new Danish state of the art, and competes with Qwen 3.5 4B and Gemma 4 E2B. Weights are on Hugging Face...
$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...
Released July 11, it adds static-analysis queries that flag prompt-injection vulnerabilities in JavaScript and TypeScript, plus Kotlin 2.4.0 support (GitHub). Treating untrusted-input-into-LLM flows as a first-class security defect class is the right call. If you're wiring LLM...
Docker's formal entry into agent infrastructure isn't just another tool launch — it's a platform-level event that could reshape how agents are packaged and deployed. Docker Engineering released docker-agent, an official AI Agent Builder and Runtime written in Go, reaching 2,46...
Cursor just admitted that code editing isn't the main event anymore. Cursor 3 abandons its VS Code fork entirely. Not an extension. Not a theme. Gone. Rewritten from scratch in Rust and TypeScript as what Anysphere is calling an "agent orchestration platform." The default view...
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