Use when strengthening the reproducibility of an ACM RecSys paper or preparing a RecSys Reproducibility Track submission — pinning dataset…
Stands up the post-launch loop for a shipped AI product — ship behind sign-off → observe tweak-time (how much the customer edits before…
Automate Refiner tasks via Rube MCP (Composio).
Manually refresh wallet balances shown in a compatible CLI status line.
Track and analyze regression statistics, trends, hotspots, and health indicators across test suites
Run regression analysis (OLS or logistic) on uploaded CSV/Excel data, generating coefficients, R², p-values, VIF, and plain-language…
Detect performance regressions by comparing benchmarks across versions with latency, throughput, and statistical significance analysis
For Regulatory Feed-Watcher: stratifies standard, burden of proof and counter-argument; result: test product with risk and next step.
Analyzes rehabilitation training data to track recovery trends, identify pain patterns, and evaluate functional improvement goals.
When to activate: reinforcement learning, RL, Gymnasium, Stable-Baselines3, PPO, DQN, SAC, reward shaping, agent training
Values a company relative to comparable firms using price multiples (PE, PBV, EV/EBITDA, EV/Sales).
Produce a human-facing visual report — a chart, dashboard, scorecard, or styled summary — that renders as a live page in the screenpipe…
Use when a developer wants to iterate on ONE specific Agent Observability / LLM Obs trace whose output they didn't like — re-running that…
Replicate an existing cohort study's methodology on a different database.
Use when assembling the mandatory JAE Data Archive deposit for an accepted Journal of Applied Econometrics paper — plain-ASCII/CSV data…
Use when assembling the reproducible data-and-code supplement for a Journal of Business & Economic Statistics (JBES) paper under the…
Use when preparing the data-availability statement and code/data archive for a Journal of Corporate Finance (JCF) submission under…
Use when preparing Journal of Economic Growth (JEG) data availability statements, replication code, calibration files, digitized…
Use when preparing the replication package for a Journal of International Economics (JIE) manuscript — JIE requires that all materials…
Use when assembling the data and code deposit for an accepted Journal of Labor Economics (JOLE) paper — the JOLE Dataverse Repository, the…
Use to assemble a Quantitative Economics (QE) replication package that passes the Econometric Society Data Editor's pre-acceptance…