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A permissive open-source software license allowing free reuse, modification, and commercial use of code, requiring only preservation of the copyright notice.
Xiaomi's $850,000 and $2.62 million cover 30 reinforcement-learning steps apiece on models it had already pretrained. Xiaomi published the environments and the RL code but not the 7,000-plus task datasets behind them.
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7 publishersReality
Artificial Analysis measured the score itself, and the weights are on Hugging Face under MIT, but MiMo-V2.6-Pro holds 1.02 trillion parameters, so most teams will reach it through an API at $0.43 per million input tokens.
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Nous Research raised $90 million at a $1.5 billion valuation to sell its open-source Hermes agent to corporate IT departments. The money pays for single sign-on and audit controls, so the price depends on companies paying for features around code anyone may copy.
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8 publishersReality
Genex released a free, MIT-licensed desktop app that points existing coding agents at Three.js browser games. Each game stays an ordinary codebase on the developer's machine, so dropping the harness later still leaves a working project.
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DeepSeek released its open-source Harness agent runtime as a Windows and macOS desktop app on September 30, so users no longer need a command line to run it. The agent edits local files and runs commands, so what each user exposes to it decides what it can touch and which provider sees it.
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3 publishersReality
Harness v0.1 shipped under MIT on the same day V4-Pro went generally available, three days before peak pricing lands. The lock-in it targets is the runtime, not the weights.
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4 publishersReality
A new paper reports that a model predicting executable atom-level edits outperforms state-of-the-art baselines at generating synthesizable analogues with high structural fidelity, and that open-weight backends perform comparably to proprietary ones.
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Flash's off-peak input price is under a quarter of what V4-Pro cost, and on DeepSeek's own table it beats the old Pro checkpoint on Terminal-Bench, but it scores 36.8 on Humanity's Last Exam and no V4.1-Pro has a date.
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Artificial Analysis scores the new Xiaomi model first among open weights and twelve points behind Claude Opus 5.5, and the cheaper Flash tier is the one an operator should put in front of a real queue.
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The measured half is a word count over 24 runs on three everyday questions. One eval arm's result shifted between two patch releases of Claude Code, and the transcript layer rides on hooks the CLI does not document.
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Miraiclip takes edits only as dispatched commands, keeps a microsecond-precision timeline and a full history, and emits every change as an RFC-6902 JSON patch. Everything a user touches, you write yourself.
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GLM-5.3-Flash leads agentic terminal work, DeepSeek V4 Flash is billed as the cheapest per token, and a 2.52B MiniCPM5-2B runs locally under Apache 2.0. The comparison flags most of those numbers as vendor-reported.
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repowiki is an MIT-licensed CLI on PyPI that plans, claims, validates and packages the pages of a repository wiki. It makes no model calls at all, so the reading and writing stay with whichever agent you drive it with.
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Z.ai's 320-billion-parameter model activates 18 billion per token and ships under MIT, so a buyer can download it and measure for themselves. Every capability figure published so far comes from Z.ai's own launch materials.
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In one agent telemetry report, core process metrics were attributed to model epochs inside threads while the completion proxy was computed once per eligible main thread, so the same model label carried two different sample sizes.
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The desktop app creates a real git worktree for every task and launches a CLI agent inside it. The isolation is the same git command you already have. The product is the review loop built around it.
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In this self-hosted pipeline, secret scans and a three-day minimum age on new npm packages run with no model call, and a branch reaches GitHub only after a human clicks approve in the dashboard. The author calls it a developer preview.
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Code Review Bench reconstructs the timeline of 16,017 open source pull requests and publishes precision and recall beside every F1. The top five tools sit within five points of each other, on samples of very different size.
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The MIT-licensed TypeScript framework at v0.16 exposes seven named run phases with hooks on each side, and its case for harness over model rests on one incident-triage run that a 4B local model and Claude both finished.
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Cua's pitch is an OS-level driver that delivers clicks and keystrokes in the background on macOS, Windows and Linux. The post hedges it with "where supported by the platform". A team has to test that clause before designing around it.
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Build · September 19, 2026 · One report1 publisher
Build · August 31, 2026 · Confirmed2 publishers
Build · August 26, 2026 · Confirmed2 publishers