Research
by @samyakjhaveri · plugin · 18 skills
Research from SamyakJhaveri/loam.
Install the whole plugin (CLI)
npx skillmds add samyakjhaveri/eval-run
npx skillmds add samyakjhaveri/rebuttal
npx skillmds add samyakjhaveri/post-eval
npx skillmds add samyakjhaveri/cite-check
npx skillmds add samyakjhaveri/experiment
npx skillmds add samyakjhaveri/eval-grader
npx skillmds add samyakjhaveri/paper-write
npx skillmds add samyakjhaveri/augment-test
npx skillmds add samyakjhaveri/citation-audit
npx skillmds add samyakjhaveri/grill-research
npx skillmds add samyakjhaveri/overnight-eval
npx skillmds add samyakjhaveri/hypothesis-tree
npx skillmds add samyakjhaveri/paper-review-sim
npx skillmds add samyakjhaveri/hpc-code-reviewer
npx skillmds add samyakjhaveri/interpret-results
npx skillmds add samyakjhaveri/paper-claim-audit
npx skillmds add samyakjhaveri/cuda-omp-translator
npx skillmds add samyakjhaveri/auto-paper-improvement-loopSkills in this plugin
- ▌ eval-run · samyakjhaveriLaunches a model evaluation batch with parameter collection, pre-flight checks, execution, and post-run analysis for interactive or foreground runs.
- ▌ rebuttal · samyakjhaveriParses external reviews, enforces coverage and grounding, and drafts a text-only rebuttal under venue limits, managing follow-up rounds.
- ▌ post-eval · samyakjhaveriRuns a post-batch analysis pipeline after an eval completes: verifies results, executes analysis scripts, refreshes dashboards, and writes a summary report.
- ▌ cite-check · samyakjhaveriAudits a paper draft by tracing every numeric claim and assertion back to result files on disk, flagging untraced, mismatched, stale, uncited, and phantom references.
- ▌ experiment · samyakjhaveriOrchestrates structured experiments end-to-end: initialize, plan, run, and evolve with reproducibility tracking and hypothesis validation.
- ▌ eval-grader · samyakjhaveriGrades and classifies evaluation batch results, applying exclusions, diagnosing failure modes, computing pass rates, and generating summary tables for papers.
- ▌ paper-write · samyakjhaveri bundleDrafts a LaTeX paper section by section from an outline, with venue-specific templates and citation management.
- ▌ augment-test · samyakjhaveriRuns a data augmentation pipeline on a given input and reports pass/fail per transform, diagnosing failures against known issues.
- ▌ citation-audit · samyakjhaveriVerifies every bibliographic entry in a paper for existence, metadata accuracy, and contextual support using web/DBLP/arXiv lookups, flagging hallucinated authors, wrong years, fabricated venues, and misattributed citations.
- ▌ grill-research · samyakjhaveriInterrogates research plans before evals or published claims, forcing explicit null hypotheses, confound checks, and data verification across four review waves.
- ▌ overnight-eval · samyakjhaveriLaunches long-running evaluation batches in isolated tmux sessions with pre-flight verification, monitoring, and post-flight analysis for unattended runs.
- ▌ hypothesis-tree · samyakjhaveriManages a persistent hypothesis tree in markdown, tracking falsifiable claims with linked evidence, timestamps, and next experiments for multi-step research investigations.
- ▌ paper-review-sim · samyakjhaveriSimulates a NeurIPS/SC/ICSE-style peer review with five reviewer personas (HPC, ML, Stats, Reproducibility, Devil's Advocate) that verify every claim against actual result data before submission.
- ▌ hpc-code-reviewer · samyakjhaveriReviews CUDA, OpenMP, and OpenCL code for parallel correctness, covering data races, memory model violations, synchronization bugs, numerical precision issues, and API-specific pitfalls.
- ▌ interpret-results · samyakjhaveriAnalyzes evaluation results by requiring a stated hypothesis before examining data, then compares expectations to actual result files to prevent post-hoc rationalization.
- ▌ paper-claim-audit · samyakjhaveriVerifies that every number, comparison, and scope claim in a research paper matches raw result files, using a fresh cross-model reviewer with no prior context to prevent confirmation bias.
- ▌ cuda-omp-translator · samyakjhaveriReference guide for evaluating LLM-generated translations between CUDA and OpenMP, covering memory model mapping, kernel launch patterns, shared memory, atomics, and common failure modes.
- ▌ auto-paper-improvement-loop · samyakjhaveriIteratively improves a compiled LaTeX paper through two rounds of external LLM review, fix implementation, and recompilation.