00200200
- 18 skills
- 0 followers
- 4 hours ago last updated
- ▌ Mkl Debug Ml Training · 00200200Investigate training failures, NaNs, missing gradients, misleading losses, and non-reproducible runs in PyTorch, Lightning, or TensorFlow/Keras. Use for a concrete training bug or regression, not an open-ended architecture or hyperparameter search.
- ▌ Mkl Review Dependency · 00200200Review a dependency update against a repository's supported runtimes, lockfiles, release notes, and tests. Use before merging a dependency bump or automation PR; return compatibility risks and a bounded validation plan without changing files.
- ▌ Mkl Write Launch Post · 00200200Draft factual project announcements, GitHub launch posts, and development updates for a specified audience or platform. Use to explain shipped work clearly, with evidence and a useful invitation for feedback.
- ▌ Mkl Review Source Change · 00200200Review an upstream documentation change against the skills, agent instructions, or runbooks that cite it. Identify supported updates, unaffected instructions, and unresolved version or evidence gaps. Use with a supplied source diff or Skill Watch result.
- ▌ Mkl Write Maintainer Reply · 00200200Draft clear, respectful replies to issues, PR discussions, and technical support reports from available evidence. Use to explain status, request a minimal reproduction, or communicate a project decision without inventing commitments.
- ▌ Mkl Humanize · 00200200 bundleEdit stiff or AI-sounding prose into natural writing while preserving meaning, facts, citations, and the author's point of view. Use when asked to humanize, de-AI, or make an existing draft sound more human, in its original language.
- ▌ Mkl Review Pr · 00200200Review a pull request for concrete correctness regressions using its diff, surrounding code, and relevant tests. Use for a requested PR review; distinguish actionable defects from optional preferences.
- ▌ Mkl Verify Fix · 00200200Verify a proposed bug fix against an unchanged regression test and the relevant existing tests, reporting baseline and candidate outcomes separately. Use for fix verification, not a general claim that software is bug-free.
- ▌ Mkl Match Voice · 00200200Adapt a draft to a user's writing samples or explicit tone brief. Use for consistent personal or project voice across docs and posts; distinguish style evidence from factual content.
- ▌ Mkl Triage Issue · 00200200Turn a repository issue into an evidence-backed triage note: observed behavior, missing reproduction details, possible duplicates, and the next useful action. Use for issue triage, not implementation or bulk issue closure.
- ▌ Mkl Write Readme · 00200200Create or improve a repository README from actual project evidence, with a clear purpose, usable quickstart, and honest limitations. Use for project landing documentation and onboarding, rather than long tutorials or release notes.
- ▌ Mkl Reproduce Bug · 00200200Reduce a reported software bug to a runnable, minimal reproduction with the exact command, environment, and observed failure. Use when verifying a bug report; do not infer success from a failing setup command.
- ▌ Mkl Write UX Copy · 00200200Write or revise interface labels, errors, empty states, and confirmation text from actual product behavior. Use for UI microcopy with clear next actions, preserved localization tokens, and explicit length constraints.
- ▌ Mkl Localize Pl En · 00200200Translate and localize Polish and English technical documentation, UI text, and project updates. Use for natural PL/EN phrasing while preserving commands, placeholders, factual precision, and a project glossary.
- ▌ Mkl Write Tutorial · 00200200Build a step-by-step technical tutorial around a reproducible outcome, with prerequisites, checkpoints, and recovery steps. Use for hands-on guides when a README quickstart is too short.
- ▌ Mkl Prepare Release · 00200200Prepare release notes and migration guidance from a verified revision range and project release policy. Use for release preparation; never present open PRs or planned changes as shipped features.
- ▌ Mkl Write Regression · 00200200Write a focused regression test from an established bug reproduction and public behavior. Use when a fix needs a test that fails on the affected version; avoid mirroring the implementation or weakening assertions.
- ▌ Reproducibility · 00200200 bundleAudit or repair ML experiment reproducibility and review whether code changes preserve recorded outputs. Use for reproducibility blockers, before-and-after experiment checks, or preparing a reproducible experiment package.