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Showing 28 of 28 collected skills.
(Also known as pwc-reply-issue.) Handle unread GitHub notifications for "Verify evals on Papers with Code" issues end-to-end. Apply author feedback to the catalog database, verify changes live, reply to authors, mark handled notifications read, and summarize…
Thoroughly audit the health of every Papers With Code production CRON job shown on the admin dashboard, including scheduler execution, logs, locks, durable data freshness, backlog completeness, semantic correctness, and bounded comparisons with upstream…
Resolve one trending Hugging Face model repository, or one release-radar signal, to a canonical paper or reject it as non-novel repackaging.
Safely curate one Papers With Code paper from a remote Hugging Face Job without direct database access.
Add or update benchmark datasets/leaderboards in the paperswithcode repo database. Use this whenever the user asks to add a benchmark, add a leaderboard, set default/featured benchmarks for a task, link benchmarks to tasks, add Accuracy or other metrics for a…
Add evaluation results to the paperswithcode database from any source — Hugging Face model cards, arXiv/HF/PapersWithCode paper text, or GitHub repository READMEs — restricted to benchmarks that already exist with a task association and the exact leaderboard…
Add or update AI/ML method taxonomy rows in the paperswithcode repo database. Use this whenever the user asks to add a method, technique, architecture, attention mechanism, training method, model-family method, or source/visual metadata for a method; says…
Process the user's X (Twitter) bookmarks into Papers with Code: find every bookmarked post that announces a paper, index missing arXiv papers, add non-arXiv releases as external papers, enrich each paper (code, project page, HF artifacts, tags, thumbnail),…
Papers with Code brand guidelines (colors, fonts, logo, layout, chart style, voice) taken from the paperswithcode.co website, plus the Pillow helpers that apply them. Use this whenever you create or restyle any Papers with Code visual or branded copy —…
Add non-ArXiv external papers/resources to the paperswithcode repo database. Use this whenever the user asks to add, index, submit, or populate a paper/resource/release that does not have an arXiv paper, including Hugging Face model cards, GitHub…
Create, replace, audit, and publish Papers With Code paper thumbnails for one paper or every paper on a benchmark page. Use this whenever a user asks to add a thumbnail, fix an "Untitled resource" card, use artwork from a source/project/GitHub README,…
Enrich an existing paperswithcode paper with its official GitHub repository, project page, Hugging Face artifacts, existing-taxonomy task/method tags, and a recognizable thumbnail through `create-thumbnail`. Use whenever the user asks to enrich a paper,…
Safely inspect, deploy, roll back, clean, or change nginx for the Papers With Code production and staging environments through the installed immutable-release interfaces. Use this whenever a request mentions PwC deployment, release status, staging promotion,…
Add or update conference rows in the paperswithcode repo database. Use this whenever the user asks to add a conference, create a conference page, import accepted papers for a venue (CVPR, ICLR, NeurIPS, ICML, ICRA, etc.), set conference…
Break a plan, spec, or the current conversation into a set of tracer-bullet tickets, each declaring its blocking edges, published to the configured tracker — edges as text in one file per ticket locally, or native blocking links on a real tracker.
Add or update AI/ML task taxonomy rows in the paperswithcode repo database. Use this whenever the user asks to add a task, create a new benchmark category, add a subtask under an existing task, set task description/keywords/area/image, or expand task…
Complete the benchmark, paper, and evaluation data for a single Papers With Code task page end-to-end, using the legacy PwC dump as the source of truth for what the major benchmarks and papers are. Use this whenever the user wants to "complete", "fill out",…
Audit and verify evaluation rows on a paperswithcode benchmark leaderboard for apples-to-apples comparability. Use this whenever the user asks to verify, audit, check, validate, or clean up evals on a benchmark page — e.g. "verify all evals on ScanNet", "are…
Holistically complete a Papers With Code task page. Map the field from the live task page, local DB, legacy PwC dump, Semantic Scholar, trending papers, Hugging Face artifacts, popular GitHub repos, and major-paper comparison tables; reconcile the top 100…
Semantic Scholar CLI (`s2`) for on-demand citation graph lookup: papers a work cites, papers that cite a work, and graph search across 200M+ papers. Use whenever the user asks for Semantic Scholar, S2, cited papers, references, bibliography, citing papers,…
Semantic Scholar CLI (`s2`) for on-demand citation graph lookup: papers a work cites, papers that cite a work, and graph search across 200M+ papers. Use whenever the user asks for Semantic Scholar, S2, cited papers, references, bibliography, citing papers,…
Papers With Code CLI (`pwc`) for searching and reading AI/ML papers, discovering recent and trending research, finding related work and paper lineage, browsing tasks, methods, conferences, organizations, frameworks, and benchmark leaderboards through the…
Complete or audit a Papers With Code task using Hugging Face model popularity as the discovery signal. Use this whenever a user asks to scan the most downloaded or trending Hugging Face models for a pipeline/task, resolve their canonical technical reports,…
Curate Papers With Code papers from a Hugging Face daily-paper import: enrich official URLs and existing task/method tags, remove false-positive tags, add paper-native evaluation results only for existing benchmark/task/metric leaderboards, verify ranks and…
Research, write, and optionally publish exactly three field-direction bullets for a Papers With Code task page's `research_trends`, synthesizing recurring themes from recent major papers, current trending work, and widely reported benchmarks. Use this…
Hugging Face Hub CLI (`hf`) for downloading, uploading, and managing models, datasets, spaces, buckets, repos, papers, jobs, and more on the Hugging Face Hub. Use when: handling authentication; managing local cache; managing Hugging Face Buckets; running or…
Find and remove code that makes a codebase larger or harder to maintain without adding value. Use this skill whenever the user asks to clean up code, make code leaner or more concise, reduce bloat, remove unused or obsolete code, simplify overbuilt…
Compact the current conversation into a handoff document for another agent to pick up.
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