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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-loop
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Skills in this plugin

  1. eval-run · samyakjhaveri
    Launches a model evaluation batch with parameter collection, pre-flight checks, execution, and post-run analysis for interactive or foreground runs.
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  2. rebuttal · samyakjhaveri
    Parses external reviews, enforces coverage and grounding, and drafts a text-only rebuttal under venue limits, managing follow-up rounds.
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  3. post-eval · samyakjhaveri
    Runs a post-batch analysis pipeline after an eval completes: verifies results, executes analysis scripts, refreshes dashboards, and writes a summary report.
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  4. cite-check · samyakjhaveri
    Audits a paper draft by tracing every numeric claim and assertion back to result files on disk, flagging untraced, mismatched, stale, uncited, and phantom references.
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  5. experiment · samyakjhaveri
    Orchestrates structured experiments end-to-end: initialize, plan, run, and evolve with reproducibility tracking and hypothesis validation.
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  6. eval-grader · samyakjhaveri
    Grades and classifies evaluation batch results, applying exclusions, diagnosing failure modes, computing pass rates, and generating summary tables for papers.
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  7. paper-write · samyakjhaveri bundle
    Drafts a LaTeX paper section by section from an outline, with venue-specific templates and citation management.
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  8. augment-test · samyakjhaveri
    Runs a data augmentation pipeline on a given input and reports pass/fail per transform, diagnosing failures against known issues.
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  9. citation-audit · samyakjhaveri
    Verifies 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.
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  10. grill-research · samyakjhaveri
    Interrogates research plans before evals or published claims, forcing explicit null hypotheses, confound checks, and data verification across four review waves.
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  11. overnight-eval · samyakjhaveri
    Launches long-running evaluation batches in isolated tmux sessions with pre-flight verification, monitoring, and post-flight analysis for unattended runs.
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  12. hypothesis-tree · samyakjhaveri
    Manages a persistent hypothesis tree in markdown, tracking falsifiable claims with linked evidence, timestamps, and next experiments for multi-step research investigations.
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  13. paper-review-sim · samyakjhaveri
    Simulates 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.
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  14. hpc-code-reviewer · samyakjhaveri
    Reviews CUDA, OpenMP, and OpenCL code for parallel correctness, covering data races, memory model violations, synchronization bugs, numerical precision issues, and API-specific pitfalls.
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  15. interpret-results · samyakjhaveri
    Analyzes evaluation results by requiring a stated hypothesis before examining data, then compares expectations to actual result files to prevent post-hoc rationalization.
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  16. paper-claim-audit · samyakjhaveri
    Verifies 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.
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  17. cuda-omp-translator · samyakjhaveri
    Reference guide for evaluating LLM-generated translations between CUDA and OpenMP, covering memory model mapping, kernel launch patterns, shared memory, atomics, and common failure modes.
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  18. auto-paper-improvement-loop · samyakjhaveri
    Iteratively improves a compiled LaTeX paper through two rounds of external LLM review, fix implementation, and recompilation.
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