Evidence infrastructure for financial AI research and AI-generated outputs.

We build a governance suite that makes research easier to audit and harder to overstate.

• ashare-data-immunity for data quality and snapshots
• pit-adjuster for point-in-time price meaning
• lookahead-free for timing checks
• factor-qc for backtest quality
• falsification-ledger for claims and evidence trails
• lesson-book for surfaced past mistakes
• holdout-governance for AI-assisted research receipts

The backbone is one flow:

data -> adjust -> timing -> backtest -> falsify -> review -> publish

holdout-governance sits across that flow as the release gate. It checks what was used, what passed, what is missing, and whether a human approved the result.

The pinned repositories on this profile follow this order: release gate first, then the data pipeline in flow order — read the org alphabetically and you miss the chain; read it as pinned and the pipeline reads top-down.

A holdout set is the data you don't touch until the very end — it keeps your story honest. A holdout juror is the one who refuses to go along until the evidence is in. Every research claim deserves both.

• We do not place orders.
• We do not change trading rules.
• We do not give investment advice.
• We do not treat one passing check as proof of profit.

If you are doing AI-assisted financial research, start with holdout-governance. It records the evidence cutoff, checks that passed, the AI identity, and the human review state in one manifest.

• Three data incidents in one night — a production watchdog caught a ×100 scale corruption, then the same investigation surfaced a missing corporate-action event and a mixed-source unit defect. No single check caught all three — the layers did. Both failure signatures are reproducible offline in pit-adjuster's examples.

GitHub lists an org's repositories alphabetically and offers no custom ordering, so the profile pins carry the design order. Keep the pinned repositories in flow order (max 6):

1. holdout-governance — entry / release gate
2. ashare-data-immunity — data
3. pit-adjuster — adjust
4. lookahead-free — timing
5. factor-qc — backtest
6. falsification-ledger — falsify

To pin: https://github.com/orgs/holdout-labs/repositories → pin each repo in that order (the pinned section shows them top-down in pin order). lesson-book (learn / loop-back) and .github are intentionally not pinned; their role is documented in the flow table above. When a new family member arrives, decide its flow stage first, then update the table and the pins together — the alphabetical list below is not the message.