SID sheaf-based distributed learning

Experimental contract

What this family tests

frozen-foundry replay studies

• Thirty-seed compatibility replay
• Typed prediction replay
• Promotion-gate replay
• Reference-label and abstention audit

Book-to-code crosswalk

The highlighted Experiment cards covered here

1. Experiment: SID frozen-foundry replays18.8 Four foundry proofs of concept · reported result or audit · direct chapter family

Implementation map

From entry point to source surface

Start here

These concrete files are selected from the complete registered source surface to orient the reader.

• runner · public-pinned — lincs-sid:scripts/run_smoke.sh ↗Open the pinned public source file.
• runner · public-pinned — lincs-sid:scripts/run_full.sh ↗Open the pinned public source file.
• runner · public-pinned — lincs-sid:experiments/openrouter_foundry/run_rolling_holdout.py ↗Open the pinned public source file.
• runner · public-pinned — lincs-sid:experiments/openrouter_foundry/run_smoke.py ↗Open the pinned public source file.

Author-declared entry points

• scripts/run_smoke.sh
• scripts/run_full.sh

Resolved code

Evidence record

Artifacts and frozen runs

Result artifacts

• reconstructed full-suite reports

Run records

No run-level packet is registered. The family retains code-level provenance, but public run reproduction still requires curation.