jwalin-shah

Review board — verify the analyst's answer before final submission

Python computation formulas for Treasury data analysis. Use for percent change, CAGR, stdev, kurtosis, VaR, regression, Theil index, and other statistical calculations.

CPI-U annual averages (1929-2024) for inflation adjustment. Use when question mentions inflation, CPI, constant dollars, or real dollars.

How to read Treasury Bulletin data files in /app/resources/. Use when exploring resources or when JSON parsing fails.

U.S. fiscal year boundaries and calendar year conversions. Use when question mentions fiscal year, FY, or when you need to determine which months belong to a fiscal year.

How to accurately extract values from Treasury Bulletin tables. Use when reading tables with many columns, similar row labels, or when you need to verify you have the right cell.

Step-by-step approach and verification checklist for Treasury Bulletin questions

Python one-liner recipes for common Treasury Bulletin calculations — stdev, regression, pct change, CAGR, etc.

Understand and modify this machine's cross-harness tool policy (rtk redirects, bash allow/deny, native Read blocking). Use when editing tool-policy.json, debugging hook failures, verifying policy across Claude/OpenCode/Cursor/Codex, or asking how tool-guard…

Use Inference.net (Catalyst) to route LLM calls through the Gateway, capture OpenInference-shaped traces, run evals/rubrics, build datasets from traffic, and fine-tune/deploy models. Trigger this when the user asks about `inf` CLI, the Catalyst…

Interact with the Pioneer API to manage datasets, training jobs, evaluations, and run inference. Use when the user wants to call the Pioneer API, manage ML models, start training runs, run inference, or integrate Pioneer into their workflow.

Daily 8am digest of overnight inbox + GitHub activity

Sunday evening review of the week's Claude sessions + GitHub activity

Backend-focused worker for services, server, client, and infrastructure changes

Fullstack worker for features touching both server API and TUI