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Earlier sources: Software

Software turns computational ideas into tools and services. This region follows open source projects, developer tools, programming languages, databases, operating systems, and web and cloud platforms.

SYMTRI organizes observations from public sources into a living map. Connections reflect shared subject matter; they do not establish causation or endorse a source.

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2063 classified signals in the fourteen-day window. Recent momentum: steady. These counts include signals awaiting readable evidence.

Earlier sources

Up to ten sources with readable evidence, ordered by their feed timestamp. These archive sources can be older than the live fourteen-day window. This list is a sample, not a measure of total activity. Dates distinguish paper publication, repository creation, model/dataset activity, Hacker News posts, and KEV catalog additions. “First archived” records when SYMTRI first stored the signal.

  1. arXiv · Published · First archived

    LintEval: Benchmarking LLMs on Linter-Guided File Refactoring ↗

    Linters are widely used in code maintenance and real-time IDE editing to surface lint alerts related to performance, style, error-prone, and other patterns in source files. However, existing code benchmarks do not explicitly evaluate linter-guided file refactoring, where models must reduce lint alerts in source files with correct initial functionality while satisfying functionality preservation. We introduce LintEval, a multilingual benchmark for linter-guided file refactoring across C++, Python, and Java, comprising 13,061 programs with correct initial functionality and 171,662 lint alerts ex…

  2. Hacker News · Posted on Hacker News · First archived

    Show HN: tsv has fast formatters and parsers for Svelte, TypeScript/JS, CSS ↗

    tsv is a set of performance-focused language tools for the Web. Today it ships formatters and parsers for TypeScript/JS, CSS, and Svelte, including a vscode/openvsx extension. JSON and HTML are planned, maybe linting after. The readme has a loose roadmap - https://github.com/fuzdev/tsv tsv's benchmarks show how the Web's newer native tools have some performance left on the table. Formatting TypeScript, tsv is more than twice as fast as oxfmt, and…

  3. Hacker News · Posted on Hacker News · First archived

    Show HN: Building an LLM from Scratch in TypeScript ↗

    I wanted to understand transformers at a level where nothing is magic, so I'm building a ChatGPT-style model from first principles in TypeScript. Why not Python? I've found that reimplementing concepts in a different language forces me to grasp the nuance of the implementation. Chapters cover dataloaders, embeddings, and the attention mechanism so far. Feedback welcome if anything's unclear.

  4. Hacker News · Posted on Hacker News · First archived

    Show HN: Graft – open-source source control for agent-scale monorepos ↗

    Hacker News discussion.

  5. Hacker News · Posted on Hacker News · First archived

    DX Garden, DX7 and other FM patches and browser audition ↗

    Hacker News discussion.

  6. Hacker News · Posted on Hacker News · First archived

    What agents mean for Rust (and vice versa) ↗

    Hacker News discussion.

  7. Hacker News · Posted on Hacker News · First archived

    Iosevka is an open-source, sans-serif and slab-serif monospace font ↗

    Hacker News discussion.

  8. Hacker News · Posted on Hacker News · First archived

    Show HN: Sonder, A free, open-source native Markdown editor for Mac ↗

    Hacker News discussion.

  9. Hacker News · Posted on Hacker News · First archived

    Ace-Step 1.5 Open-Source Music Generation Model ↗

    Hacker News discussion.

  10. Hacker News · Posted on Hacker News · First archived

    Show HN: DearSQL – A native database client in C++ with Dear ImGui ↗

    Hacker News discussion.

Live window recorded . This is the ingestion observation time, not the publication or discovery date of each source.

How to assess evidence about Software

Check each original source for its methods, release status, limitations, and supporting data. A repository announcement, a preprint, and a published study provide different kinds of evidence. SYMTRI’s subject classification helps discovery; it does not independently validate the source’s claims.

See the collection and counting methodology ↗ · Read the weekly synthesis ↗

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These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.