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asexec - AsExecuted

Pre-registered trials for AI executions. A local-first, pseudonymous, offline-verifiable cryptographic primitive: a practitioner commits to running a test before the results are known, then publishes tamper-evident, independently-verifiable receipts of what actually happened, so that silence after public commitment becomes visible evidence of non-disclosure.

It is the "as executed" counterpart to pre-registration ("as predicted"), borrowing the commit-then-reveal mechanism from clinical-trial pre-registration and applying it to the selective-disclosure problem in AI safety.

asexec is a primitive, not a platform. It offers a signing/verification library and a thin CLI. There is no hosted service, no CA, no leaderboard, etc, in the core product. Publish the files wherever you like according to how you wish to disclose.


What does asexec prove?

What a particular execution cycle's manifest proves is up to the practitioner (who can choose what to disclose) and the verifier (who can choose what to check). Proof comes in the form of asexec verify providing a code regarding the checks applied.

asexec can prove:

  • A manifest (pre-registration or post-registration) was not altered after signing.
  • A post-registration references a specific prior pre-registration, and the post-registrations of a commitment form a single linear prev_hash chain (one root, no gaps, no forks). A post-registration counts toward fulfilling a pre-registration only if it is validly signed by that pre-registration's key. Dropping the last post-registration(s) of a chain is not detectable yet; close-out manifests (final) arrive in 0.4.0.
  • The state of each commitment, rendered as an explicit fulfilled/open/elapsed-no-receipt/ invalid-due/notarization-only. The declared disclosure deadline (due) is displayed and used to tell open from elapsed-no-receipt, but asexec does not check that a post-registration was created before due; that check (timely) arrives in 0.4.0.
  • A manifest was created no earlier than a public moment (floor "freshness" check, offered by drand).
  • A manifest was created no later than time T (ceiling "witness" check, offered by Roughtime; a signature-witness, not proof-of-work).

asexec does not prove:

  • Provenance. Content hashes prove a transcript wasn't altered; they do not prove it is the output of the named harness+model (asserted by the signer, not re-executed).
  • Completeness. It renders only the manifests you give it; it cannot prove a lab pre-registered every eval it should have (selective pre-registration). However, just like practitioners are not forced to asexec prereg all their testing, verifiers are not forced to trust results that were telegraphed less than they could have been. It is a signal of good faith to pre-register as much as you can!
  • Qualities of the science of evals, including eval quality, elicitation rigor, sandbagging, etc. asexec aims to make the process of AI testing auditable, but does not make claims about the science itself.
  • Anti-forgery of verify codes. The code is a summary of a computation, not a certificate. It is meaningful to verifiers only when produced from the registration files. In other words, don't blindly trust a verify code handed to you; see if you can reproduce it!

Install

pip install asexec # ed25519 (PyNaCl) + BLS verification for drand (py_ecc)

Quickstart (the full commit-then-reveal cycle)

# 1. Practitioner, one-time: generate a pseudonymous keypair (no CA, no registration)
asexec keygen --out lab.key   # refuses to overwrite an existing key unless --force

# 2. Practitioner, BEFORE the run: pre-register the target
asexec prereg --key lab.key \
    --subject ./harness \
    --target "claude-opus-4-8 via the anthropic API" \
    --due 2026-08-30T00:00:00Z \
    --declaration "all runs of this harness against this model, in full" \
    --out preregistration.json

# 3. Practitioner, AFTER each run: post-register a receipt of the inputs
asexec postreg --key lab.key --fulfills preregistration.json \
    --subject ./transcript.txt ./harness \
    --out postregistration.json

# 4. Any verifier, anytime: verify the cycle and render the commitment state.
#    --tests names exactly which checks to run; 'BDR' (sig + keyid) is required.
asexec verify preregistration.json postregistration.json \
    --tests BDR,content,chain,keyconsist --artifacts .

--due must carry an explicit UTC offset or Z (2026-08-30T00:00:00Z); a timezone-less deadline is rejected. --fulfills and --prev take an existing manifest file or a literal sha-256:<64 hex> ref; anything else is an error.

For a detailed look at parameters and options, see: asexec --help.

The verify code (what step 4 produces)

verify runs the tests you name and prints one canonical code, e.g.:

asexec-verify/1 BDR=PASS chain=PASS content=PASS keyconsist=PASS

Grammar (asexec-verify/1 versions the code format): the literal prefix, then one name=RESULT token per requested test (RESULT ∈ {PASS, FAIL}), sorted alphabetically, single-space delimited. The same result set is byte-identical everywhere.

  • You declare your appetite. --tests is required and must include BDR (bedrock - the mandatory minimum: signature + keyid). Everything else is opt-in: content (subject digests vs. --artifacts), chain (prev_hash integrity), keyconsist (postregs share the prereg's key), floor (drand freshness), ceiling (Roughtime witness).
  • Named, not scored, so it's forward-compatible. Because the code names which tests ran, adding a test in a later version can never change the meaning of an older code. A code means exactly one thing, permanently.
  • A requested test that applies nowhere is FAIL, never a silent omission (e.g. --tests BDR,ceiling on manifests with no ceiling -> ceiling=FAIL).
  • Each test's exact pass criteria are in the verification catalog.
  • The code is not a certificate. Real verification comes from the verifier running the tool against the files and get the code.

Identity (optional domain control check, no CA)

# A domain owner asserts which keys speak for it:
asexec identity emit --key lab.key --domain lab.example --out asexec.json
#   -> publish at https://lab.example/.well-known/asexec.json

# Anyone checks the binding for a match (point-in-time; a domain can rotate keys):
asexec identity match --domain lab.example --key lab.key
#   -> GET https://lab.example/.well-known/asexec.json
#   -> returns bound==True iff specified key exists there.

Network requirements

Most asexec functionality is fully offline, which serves to drastically reduce the trust surface. This includes all asexec verify operations, which are 100% offline by design; everything needed to perform a verification is baked-in to the prereg/postreg manifests.

There are a few opt-in registration paths that use a network connection:

  • prereg/postreg --floor: Fetches a distributed randomness beacon round from api.drand.sh (or a fallback) at sign-time.
  • prereg/postreg --ceiling: Makes a UDP socket call (with server-list fallbacks) to a Roughtime server at sign-time.

If a requested --floor/--ceiling fetch fails, signing fails and nothing is written. Pass --best-effort to warn and sign without the anchor instead.

The asexec identity check loop is also network-dependent, as it is explicitly a domain- ownership check. It exists outside registration verification as an opt-in helper.

Manifest at a glance

Bespoke signed JSON, signed over a DSSE-style PAE input (borrows in-toto field names, not the tooling). The bedrock (mandatory) set is deliberately small - the fields whose absence would break verifiability of commitment -> fulfillment/gap:

  • semantic: target (what was committed to - plain text or structured JSON). This is the only mandatory claim.
  • structural: the format frame - schema_version, predicateType, phase (prereg | postreg).

Everything else is individually optional: due (the disclosure deadline — a commitment without one simply stays open), declaration (plain-language or structured commitment text), subject + hash_alg (conditionally paired - hash_alg is required iff a subject is present; a pre-registration may commit to a target before any harness exists to hash), anchor.floor (drand, opt-in via --floor), identity, provenance + repro_recipe, free-form notes. Specificity is a trust gradient the reader prices.

The ceiling witness (Roughtime) lives at the envelope level, beside payload and signature - not inside the signed body, because its nonce is the body's own hash (ref(payload)), which can't be embedded in the thing it hashes. It is self-authenticated by the witness signature and binds to the manifest via nonce == ref(payload). This is a purposeful asymmetry between floor and ceiling, because the proof of floor requires a piece of information to be embedded in the manifest, while the ceiling proof requires the payload to be referenced by an external witness.

AsPredicted/OSF pre-registration, ClinicalTrials.gov + the FDAAA TrialsTracker, OpenTimestamps, in-toto/DSSE, drand/League of Entropy.

Development and Releases

Local setup, checks, CI, and the tag-triggered release pipeline (TestPyPI, then PyPI after manual approval) are documented in docs/DEVELOPMENT.md.

Quick start:

scripts/dev-setup.sh   # one-time setup
scripts/check.sh       # lint + format check + tests

Author

Designed by Luke Whitestone. Check out my other projects at: lukewhitest.one.

Status

Currently: 0.3.x - alpha. Realigns the vocabulary and hardens the types (breaking, no back-compat): prereg/postreg commands + phases, a free-form target (the only mandatory claim), an optional due deadline + declaration, opt-in drand --floor, the BDR bedrock code token, and Pydantic-typed manifest construction. Builds on 0.2.0's schema rebalance + typed anchor.floor (drand) / external-witness ceiling (Roughtime) + canonical asexec-verify/1 code. See ROADMAP.md for the version-keyed backlog — including later items (per-key public index, re-execution/determinism mode) and what is explicitly not scheduled (hosted transparency log, identity binding/CA).

Ceiling — status: the Roughtime verification protocol (delegation chain, Merkle path, validity window) is fully implemented and offline-verifiable. Long-term keys for four public IETF-Roughtime servers are pinned from the official ecosystem list, and the wire format is reconciled against a live int08h-Roughtime capture baked as an offline fixture. The other three servers weren't reachable during capture (UDP egress, not a known format mismatch), so end-to-end interop is proven for int08h and expected-but-unproven for the rest. --ceiling fetch fails safe if a server's variant differs.

No backward-compatibility guarantee before 1.0.0. This is pre-1.0 alpha: any release may change the manifest schema, the signed-byte format, the verifier output, or the CLI without a migration path — manifests signed by an older build may stop verifying against a newer one. (0.2.0 rebalanced the schema in a breaking way by design.) Stability begins at 1.0.0, which is neither defined nor planned yet.

Known issues (0.3.x alpha)

Fixed in 0.3.15: see ROADMAP.md for the full list. The following remain (format-level fixes arrive in 0.4.0). Until then, treat asexec verify output with these caveats:

Commitment state and chain

  • Dropping the last receipt(s) of a chain is undetectable, and timeliness is not checked: a post-registration created after due still renders fulfilled.
  • A manifest whose due has no timezone (only possible from manifests signed before 0.3.15) is read as UTC and flagged in the report.

Input handling

  • BDR checks the signature only; any signed JSON object passes, whether or not it is a well-formed asexec manifest.
  • Directory hashing (v1) is ambiguous on POSIX: a filename containing a newline can make two different trees hash identically. Symlinks are skipped silently.

License

Apache-2.0.

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