jfimbett

Sync the overleaf/ folder with the current content of paper/. Copies all LaTeX source, figures, tables, appendix, and bibliography. Puts the model section as overleaf/model.tex (top-level) for easy coauthor access. Run whenever paper/ changes and you want to push to Overleaf.

RA onboarding audit — explore all project folders and code, inspect data files directly, and produce a structured project-state document that enables a clean restart. Use at the start of a project hand-off or when picking up work from multiple prior contributors.

Full bibliography audit for an academic paper. Verifies every citation is (1) structurally correct in the .bib file, (2) actually cited in the paper, and (3) a real publication — author names, year, journal, and title verified via web search. Flags hallucinated or inaccurate references.

Design identification strategy by dispatching the causal-strategist agent (proposer) and identification-critic agent (critic). Produces strategy memo, pseudo-code, robustness plan, and falsification tests. Use when asked to "identify the effect", "design the strategy", or "write the strategy memo".

Show current context status and session health. Use to check how much context has been used, whether auto-compact is approaching, and what state will be preserved.

Show the current research pipeline status for the active project, or display the pipeline guide for a specific project type. Reads the research spec, research journal, and active plans to determine phase, scores, and next steps.

Validate replication package by dispatching the replication-verifier agent in submission mode (checks 1-10). Runs master script, cross-references tables and figures against paper, verifies README completeness for AEA Data Editor compliance. Use before data deposit or journal submission.

Generate academic presentations (Beamer .tex or Quarto RevealJS .qmd) by dispatching the storyteller agent (creator) and discussant agent (critic). Supports 4 formats — job market, seminar, short, lightning. Derives all content from paper/main.tex.

Value a public company's equity end-to-end (FCFE at CAPM cost of equity) with an IB deal team — multi-year EDGAR data, scenario forecasting, Monte-Carlo DCF, dual-source comps, a verification gate, and an investment-committee sign-off. Run `/valuation <cik|ticker>`.

Value a public company end-to-end from its CIK or ticker. Run `/valuation <cik|ticker>`. Orchestrates EDGAR fetch, three parallel valuation lanes (Monte-Carlo DCF, dual-source comparables, qualitative/risk), and reconciliation into a fair-value median + P10–P90, benchmarked against the real market price.

Generate a professional 2-page report on a publicly-traded company as a self-contained HTML website. Given a company name, orchestrates five subagents in order (Generalist, Data Retriever, Data Scientist, Financial Analyst, Report Writer) — pulling the latest 10-K from SEC EDGAR, cleaning the financials, analyzing them, and writing the report. Use when the user asks for a company report, equity write-up, or 10-K-based analysis. Triggers include "write a report on <company>", "company report for <X>", "/company-report".

One sentence on what this command does and when to invoke it. Usage /my-skill "<arg>"

Answer a question about the bundled NovaCorp filings, grounded and graded. Usage /ask "<question>"

Route a research question, gather grounded evidence, and write a cited brief. Usage /brief "<question>"

Run a finance text task through the general and finance-domain classifiers, score both against gold labels, and report which wins and why. Usage /compare

Score the bundled headlines, aggregate them into a daily signal, and write a grounded summary. Usage /sentiment [YYYY-MM-DD]

One-time onboarding interview that creates student-profile.md, proposal.md, and rewrites CLAUDE.md with the student's context.

Generates a populated LaTeX Beamer presentation for the thesis defense from thesis sections and student profile. Compiles to output/defense.pdf.

Generate an email-ready progress report addressed to the student's advisor, based on git history since a provided date and the current state of thesis sections

Compiles all thesis/*.md sections into output/thesis.pdf using Pandoc and XeLaTeX. Checks prerequisites before running.

Reads a dataset from data/clean/, describes its structure, suggests summary statistics, and flags data quality issues. Student must provide the file path in the same message.

Scans all thesis/*.md sections, reports substantive content vs. placeholders, and writes docs/thesis-health.md.

Checks whether the thesis project can be reproduced by someone else — folder structure, script order, data documentation, README completeness.

Helps a master's student transform a broad idea into a feasible thesis topic, research question, contribution, and empirical design.

Audit all theory restrictions in the paper for data coverage, variable documentation, and summary statistics inclusion. Produces a report with issues and fixes.

Audit estimation code against paper methodology. Verifies that the implementation matches what Sections 4-5 and the appendix describe — sample splits, models, metrics, restrictions, and computational details.

Optimize a script for speed: parallelize loops, vectorize, reduce allocations, exploit GPU/SIMD, cache computations. Reads the input file, produces an optimized copy. Supports Julia, Python, R.

Design identification strategy by dispatching the causal-strategist agent (proposer) and econometrics-critic agent (critic). Produces strategy memo, pseudo-code, robustness plan, and falsification tests. Use when asked to "identify the effect", "design the strategy", or "write the strategy memo".