cloco-llm

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".