hardmap
Reproducible evidence for the charge-atlas / proof-space program. This repository consolidates four research projects into one installable package whose CLI regenerates every statistic the accompanying preprint cites — either from committed, verified artifacts (fast tier, seconds–minutes) or from scratch (full tier, wall-clock documented per claim). The repo is the paper's evidence: the seal chain, the ledgers, and the numbers, checkable without trusting the author.
v1.0.0.
pip install hardmap && hardmap repro --allreproduces all eight paper-cited numbers, andhardmap verifypasses the internal-coherence sweep. The sealed verification pass is complete (H4-verification.md).
Provenance & the seal chain
The program's epistemic argument rests on sealed-before-measured: each
preregistration was sealed by the act of committing it, so the seal is the
commit that introduced it. This repo was extracted, history-preserving, from a
private predecessor monorepo with git filter-repo, which rewrites commit
hashes. Every sealed prereg therefore resolves end to end —
sealed at X (public: Y) — via:
docs/hash-map.txt— the full old→new commit map.docs/seal-chain.md— every sealed prereg, resolved.
The frozen charge atlas (eightfold/eightfold/results/atlas/atlas.jsonl) is
preserved byte-identical through the migration (enforced by a round-trip
test); its code_commit provenance field resolves through the hash-map like any
other seal.
Layout
hardmap/ # the thin consolidation CLI (repro / verify / atlas)
eightfold/ # the atlas: frozen atlas.jsonl, schema, validator, Crucible, Factors
foundry/ # the oracle line: lattice / prism / ferry, netting, preregs
proof-census/ # samplers, verifier, the C1–C3 census harness
desert-map/ # banked/killed; retained for fixtures + the verifier census reuses
docs/ # hash-map, seal-chain, and (aggregated) findings / prereg / specs
repro/ # manifest.yaml: claim-id -> entrypoint -> expected value -> tolerance -> tier (H3)
Internal dependencies: foundry imports eightfold; proof-census imports
desertmap. Publishing all four in one distribution keeps those edges resolved.
Install
pip install -e . # fast tier: numpy<2, scipy, pyyaml, py>=3.10
pip install -e ".[full]" # + torch, for full-tier resampling (desert-map / census C3)
Reproducing
hardmap repro --all # recompute every fast-tier number, diff vs expected within tolerance
hardmap repro --claim canon.gradient.v # a single claim
hardmap repro --full # full tier: regenerate from scratch where available (wall-clock per claim)
hardmap repro --list # list every claim id
hardmap verify # coherence sweep: estimates in CIs, V in [0,1], netted <= raw, no plurality
hardmap atlas # dump the frozen atlas (jsonl byte-identical, or --format csv)
repro --all recomputes the eightfold statistics from the frozen atlas and the
census aggregate from the committed proof checkpoint, and reads the verified
oracle matrices; it exits nonzero on any mismatch. The per-number map (entrypoint,
expected value, tolerance, tier) is repro/manifest.yaml.
License
Dual-licensed. Source code under Apache-2.0 (LICENSE); research
data and prose (the atlas datasets, results, preregistrations, findings, and
specs) under CC-BY-4.0 with citation of the preprint as the attribution
condition. See NOTICE for the exact split and
CITATION.cff to cite.
Metadata
Release files for hardmap 1.0.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| hardmap-1.0.0.tar.gz | 1.2 MB | With provenance | Details for hardmap-1.0.0.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| hardmap-1.0.0-py3-none-any.whl | Python 3 | none | any | Details for hardmap-1.0.0-py3-none-any.whl |
Total release size: 2.4 MB
Release files / hardmap-1.0.0.tar.gz
| Download URL | hardmap-1.0.0.tar.gz |
|---|---|
| Size | 1.2 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
6452011909ebd7aea407428a55d6b92d8be905d957803bc98d60adf35ce4da2d
|
|
BLAKE2b-256 checksum How to use checksums |
e737bb0fd5aa915932528ed71f1ad1d492c0650d3b5d77050de87b4d6dcfc22f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 24, 2026.
Transparency logRelease files / hardmap-1.0.0-py3-none-any.whl
| Download URL | hardmap-1.0.0-py3-none-any.whl |
|---|---|
| Size | 1.3 MB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
e78821f076141844e7b0da5f8469480a6b5e465309f690da252fb4ff3bb92cc5
|
|
BLAKE2b-256 checksum How to use checksums |
3bc921fb8344b1cf988cb50ce2a5725daf25d266003773f9fd4fbe165a62b8c4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 24, 2026.
Transparency logSecurity for hardmap 1.0.0
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 2 files in this release have been uploaded with provenance metadata.
Attestation for hardmap-1.0.0.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 24, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.