# Repository instructions These instructions apply to the entire repository. ## Mission and safety boundary Build a reproducible research and simulation system for short-horizon market microstructure. The repository must never place live orders, authenticate to a trading account, or imply that a simulated result is executable profit. ## Research integrity - Never invent observations, performance, statistical significance, or a data source. Label synthetic, fixture, smoke-test, partial, and full-data results. - Keep predictive quality, execution assumptions, and strategy results separate. - Every generated result must include the configuration hash, input manifest hashes, UTC data interval, code version or explicit `UNBORN`, and dirty state. - Preserve raw observations. Put transformations in normalized or derived data and log exclusions; do not silently repair suspect events. - Treat a timestamp at decision time `t` as unavailable unless its event and receipt ordering prove it was observable at `t`. Features use information at or before `t`; labels begin strictly after `t`. - Do not tune against the final test period. Use time-ordered splits, purge overlapping label horizons, and embargo adjacent folds when configured. ## Engineering conventions - Target Python 3.12 and a local Apple Silicon machine with 16 GB RAM. - Keep core logic in `src/microstructure`; notebooks may call but not duplicate it. - Prefer Polars lazy/streaming scans and partitioned Parquet. DuckDB may query partitions without loading the full data set. - New data sources implement the adapter interfaces; exchange-specific fields do not leak into normalized research modules. - Store timestamps as UTC epoch nanoseconds and prices/quantities as decimal-safe integer ticks/lots where the adapter supplies metadata; floating research columns must document their units. - Randomized procedures require an explicit seed. - External raw data belongs under ignored `data/raw`; only small, documented test fixtures belong in Git. ## Verification Run focused tests after each meaningful phase and `make check` before handoff. Tests must cover sequence gaps and book invariants, temporal leakage, purged splits, deterministic simulations, partial fills, fees, and latency. A test may not call the public internet; mock adapters at the HTTP boundary. Primary commands: ```text make setup make download-sample make validate-data make smoke make test make reproduce-sample make report make dashboard ``` ## Documentation discipline Record material assumptions and reversals in `docs/DECISION_LOG.md`. Keep `STATUS.md` honest and current. Update `docs/PROJECT_PLAN.md` acceptance evidence when a milestone moves state. Do not manually paste model metrics into prose; reports must read machine-generated run artifacts.