How to use Claude to prototype subway predictions
Claude Code drafted image collection, labeling and PyTorch prediction tools for a subway-status app, but the author needed substantial manual fixes.
AddedBuilding, testing, debugging and maintaining software or infrastructure, with code review and checks before changes reach users.
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Claude Code drafted image collection, labeling and PyTorch prediction tools for a subway-status app, but the author needed substantial manual fixes.
AddedClaude Code coordinates implementation lanes, review and CI before a lander merges and deploys; the author handles decisions and periodically checks the product.
AddedClaude Code helped restore a PRQL PostgreSQL extension using upstream source inspection and existing tests; the maintainer then manually refactored it.
AddedOssature’s author used specification audits and scoped build-plan tasks to build a CHIP-8 emulator, saving prompts and responses rather than relying on chat history.
Added OssatureCodex extracted and analyzed pi sessions to shape an outer guidance prompt; the author reported mixed results and reduced check-in time on a game.
AddedMillrace runs a governed loop that ports Python releases to Rust, checks parity and publishes validated versions; the underlying agent is unnamed.
Added MillraceAn agent-swarm contributor used AI to generate TLA+ specifications and explain them, then turned counterexamples into failing tests and fixes.
Added Unspecified AI agentA solo developer used separate Cursor architect and programmer windows, with written instructions preceding implementation, and reported less architectural drift.
AddedPloy corrected evaluation assumptions, reran homepage redesign comparisons, and examined tool-call failures before adopting GPT-5.6 Sol for its website agent.
Added Ploy agentA founder developed Linkeme.ai from LinkedIn automation into a multi-platform publishing product, then migrated its workflows to AWS using Cline.
Added ClineSafronov reported an instant tax-file download at the library. Engye grew to support sending and collecting files, clipboard sharing and a virtual drive.
AddedLin reported a peak of approximately 2,000 concurrent agents. FastRender displayed GitHub, Wikipedia and CNN pages, but JavaScript remained disabled and the project was a research experiment.
AddedSharma reports 8.99x over PyTorch eager and 87.9% of theoretical peak memory bandwidth on a 6GB GPU after adding verification gates; the excerpt does not independently verify those figures.
Added KARMA LLM agentsClaude, Codex and Gemini helped build GWZ, a multi-repository workspace tool with familiar Git-style commands, recoverable state and an embeddable Rust core.
AddedThe author reports an increase from 12 MB/s scalar throughput to about 48 MB/s, followed by just over 100 MB/s after six hours of further optimisation. Full benchmark methodology is not supplied.
AddedSkyvern added planning and goal validation to browser automation, then reported 85.85% accuracy in a cloud-based WebVoyager evaluation with documented dataset changes.
Added SkyvernThe author reports App Store approval exactly 60 days after starting an empty repository, with a global PM2.5 map, charts and sensor integration. He says native iOS and Android apps were live.
Added Unspecified coding agentAn author generated a Rust desktop Indian-stock viewer in three days using Claude Code and OpenCode, with NSE report downloads and SQLite storage.
AddedA builder directed a Claude-based OpenClaw agent through a Solana music-token platform build, reporting mainnet deployment in roughly seventy-two hours.
AddedA freelancer scopes parallel Claude Code sessions around selected rules, plan approval, code and UI review, tests and documentation updates.
AddedThe author and Claude Code built sixel.email for owner-only agent email and validated replies, then used inbox polling as a heartbeat to detect when the agent goes offline.
AddedA nontechnical founder manually mapped startups, moved a directory from Lovable to Claude Code, learned its data tools and supplied the simpler solution to a logo-loading performance problem.
AddedAn experienced developer used Claude Code to translate phonetics research into a Klatt-style synthesis runtime, retaining ownership of specifications, architecture and corrections to domain errors.
AddedThe author expanded Neuberg from 30 to 516 panels with Claude Code and reviewed and integrated the code. Most newly added panels use seeded or simulated data; the core 30 use real data.
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