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Research2026-08-12 · source-backed
The design keeps the project persistent while individual agents stay finite-lived: each local world is situated by an accepted version and repo path, agents propose local changes, recursive delegation moves work across paths, and only accepted consequences advance version history (arXiv 2608.10450). From a repo with no compiler, using DeepSeek V4 Flash, it passed the complete c-testsuite plus most LLVM and Csmith tests. It also reimplemented 13 MESA modules, 100k+ lines of Fortran, as a ~90k-line Rust workspace with median speedups of 1.55–6.87x across six numerical workloads. Forty-four dollars.
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The Pragmatic Engineer published a deep read on August 25 of Inspect, the coding agent Ramp built instead of standardizing on Claude Code or Cursor. The numbers: Inspect authors 75% of Ramp's merged PRs, 90% of PRs in its own repository, passed 1 million total sessions in July...
Most coding agents run on JavaScript runtimes and eat 300MB of RAM just sitting idle. Zerostack is built in pure Rust, uses ~8MB on idle, ~12MB while working, and posts 0.0% idle CPU. It hit 1.0 on crates.io this week with 474 points and 252 comments on Hacker News. The archit...
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...
Piotr Wilam crossed Python and Rust with Qwen2.5-Coder-7B and DeepSeek-Coder-V1-6.7B, inventorying grammatical concepts (58 Python, 57 Rust) identically in all four cells. Which concepts earn dedicated circuitry is set by the task — the models agree at Spearman rho = 0.638 for...
Google's Workspace CLI, tw93/Kaku (a terminal built for AI coding), metalbear's mirrord, yvgude/lean-ctx, and GCWing/BitFun all ship as single-binary Rust. As agent tooling moves from convenience scripts to always-on daemons, startup time and memory footprint start to matter,...
Rust's ownership and borrowing rules trip LLMs into rule-violating or unsafe code, so AdaTrans (arXiv 2606.31706) maps specific compiler errors to targeted repairs via strategy-driven RAG and error-stratified transformation, cutting reliance on unsafe constructs. If you're doi...
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