Dual-channel PDF reader. Extracts text AND renders page images from a PDF in one shot, so downstream work can read prose fast and still verify equations/figures visually. Use whenever a PDF is the input to a task — paper reading, report parsing, form extraction, anything where raw text alone would mangle formulas…
Walks a research paper's method stage by stage, in the paper's own logical order, with motivation + intuition + scenario + formula at every step and zero logical jumps between steps. Use when the user says "walk me through this method", "explain the algorithm step by step", "how does this actually work end to end"…
Enforces just-in-time term definition in technical writing — every name / file path / acronym / black-box term gets explained the moment it first appears (one line, parenthetical, inline), and re-explained whenever it reappears after a long gap. NEVER front-load a glossary at the top of a document; NEVER assume the…
Scans a paper for non-universal prerequisite concepts, builds a dependency tree, then uses AskUserQuestion to probe the user's knowledge from the top of the tree downward. Produces a knowledgemap file that controls explanation depth in downstream skills (paper-reader, pipeline-walk, contrib-extract). Use whenever a…
Recursively read every line of every file reachable from an entry script. Main Claude is the root coordinator. The root holds one queue of files-to-read. It dispatches workers in parallel batches (multiple Task calls in one message) to read those files. Every worker reads every single line of its assigned file and…
Recursive first-principles static dependency tracing for a single code entry point, producing a real-time stream-of-consciousness trace markdown that embodies the AI's reading process as a call-stack of TODOs. Given one entry script (e.g. train.py, minimalgenerateimagev3.py, main.py), the AI reads the code…
Guides AI through the end-to-end task submission workflow for the claude-config repo: (1) initializing a task workspace with newtask.sh, (2) committing and pushing to v2 and main branches, (3) deploying to the remote GPU server via ssh. Trigger when user says 'submit', 'push', 'deploy', 'version bump', 'push to main'…
Digest technical reports, system white papers, system cards, and long research briefs into a navigable markdown that separates what actually works from what is merely claimed, extracts the complete pitfall dossier, audits every ablation table for fairness and load-bearingness, and surfaces the concrete recipes a…
Reference card for a single-node SLURM GPU server. General template — fill in all {{PLACEHOLDER}} values in FILLIN.md before use. Use when the user invokes /this-cluster-general, or automatically before: running local commands on this box, submitting/cancelling SLURM jobs, writing sbatch scripts, choosing a Python…
Logic-level auditor that scans a derivation or argument for non-obvious leaps between adjacent steps and patches them by inserting intermediate steps until every transition is immediately obvious. Use as the inter-formula self-check inside paper-reader, math-explain, pipeline-walk, and contrib-extract. Also use…
★not rated 7 3mo agoA127 tokens
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