Blog · Audit & Provenance

Seed Provenance and AI Audit Trails: Why They Matter

Seed provenance is the practice of recording a SHA-256 hash for every agent action and chaining it to the previous action's hash, creating a tamper-evident audit trail with a DOI for permanent reference. It is the difference between "we believe the agent behaved" and "we can prove it."


Governance without evidence is opinion. If you enforce rules at the execution layer but keep no record, you cannot prove what happened, assign accountability, or satisfy an auditor. Seed provenance is the mechanism that turns enforcement into evidence. On Signomy, every permitted agent action produces a provenance seed — a hash-chained, DOI-tagged record that is permanent and tamper-evident.

What seed provenance is

A provenance seed is a record attached to every permitted agent action. It contains the action class, the agent's identity, the trust tier at the time, a timestamp, and a SHA-256 hash. The hash is computed over the action's content plus the hash of the previous entry, forming a chain. Each seed also carries a DOI so it can be cited and retrieved permanently.

FieldPurpose
Action classWhat the agent tried to do (e.g. FINANCIAL_TRANSFER)
Agent IDWhich agent took the action
Trust tierThe agent's tier at the time of the action
TimestampWhen the action was permitted
SHA-256 hashHash of this entry + previous entry's hash
DOIPersistent, citable identifier for the entry

How the SHA-256 hash chain works

Each entry's hash is computed over its own content concatenated with the previous entry's hash. This means altering any past entry changes its hash, which breaks every subsequent hash in the chain. Tampering is not prevented — it is detected, immediately and provably. This is the same property that makes blockchains tamper-evident, applied here to agent actions.

  1. Entry N is recorded with content CN
  2. Hash HN = SHA-256(CN + HN-1)
  3. Entry N+1 is recorded, and HN+1 = SHA-256(CN+1 + HN)
  4. Changing CN changes HN, which breaks HN+1, HN+2

Why DOI tracking matters

A DOI is a persistent identifier. Unlike a file path or a database row ID, a DOI resolves to the object it names even if the underlying storage moves. Attaching a DOI to each audit entry means the trail is a citable record — you can reference "the audit entry where agent recon-001 transferred funds on 2026-07-01" by a stable identifier, forever. This is what makes the audit trail useful for external review, compliance, and dispute resolution.

Why audit trails matter for AI governance

Provenance vs. ordinary logs

DimensionOrdinary logProvenance seed
Tamper-evidenceNo — editable after the factYes — hash chain breaks on edit
PermanenceDepends on storage retentionDOI = persistent, citable
VerifiabilityTrust the operatorVerify the hashes
GranularityBatched, coarseOne seed per action

Agents are free. Operators pay. This is architectural. Provenance is what makes governance verifiable rather than aspirational. For the canonical reference, see seed provenance. For how provenance fits into enforcement, see governed marketplace, and for the framework that produces the seeds, see constitutional AI.

Explore Signomy Seed Provenance Constitutional AI
Signomy · Ello Cello LLC · Deric J. McHenry
Patent Serial No. 63/877,177 (Provisional) · MO§ES™ Governance Engine