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Patent Claim 064 All Patents →

Court-Grade Tamper-Evident Ledger of Autonomous Machine Decisions

Hash-Chained, Append-Only Capture of Diagnosis, Authorization, Confidence, Action, and Verified Outcome for Every Autonomous Remediation

Patent Claim JIL Sovereign July 2026 Claim 64 of 157

Executive Summary

Every mechanism described elsewhere in AEGIS - the graduation gate in Claim 54, the blast-radius constitution in Claim 55, the subsidiarity router in Claim 57, the registry-clamped cortex layer in Claim 58 - ultimately produces a decision: act or don't act, and if act, do what. This claim describes the ledger that captures that decision permanently, in a form built to withstand later scrutiny.

For every autonomous control decision, the system generates one ledger entry binding together five elements: the diagnosis of the detected fault, the constitutional authorization verdict that governed the decision, the confidence score as it stood at the exact moment of the decision, the remediation action actually taken, and the subsequently verified outcome. Each entry is cryptographically chained to the one before it and appended to an append-only ledger, so any later alteration of a past entry is detectable through hash-chain verification.

Core Innovation: A single ledger entry binds together everything a reviewer would need to evaluate an autonomous decision after the fact - what was diagnosed, what authorized the action, how confident the system was at that moment, what it did, and what actually happened - cryptographically chained so the record itself cannot be quietly rewritten.

Problem Statement

As autonomous remediation systems take on more decisions without a human in the loop, the evidentiary record of those decisions becomes correspondingly more important - and correspondingly easier to leave incomplete. A log line that records only "restarted service X" tells a reviewer nothing about why the system believed that was safe, how confident it was, or what authority permitted it to act without a human, which is exactly the information needed to evaluate whether an autonomous decision was reasonable after something goes wrong.

70%
of outages Uptime Institute's annual survey attributes at least partly to human error or process failure
$9,000
widely-cited (Ponemon Institute) estimate of average cost per minute of unplanned downtime
5
data elements bound into every hash-chained autonomous-decision ledger entry

Why Existing Solutions Are Insufficient

  • Standard application logs: Typically capture what happened, not the authorization basis or confidence state that justified letting it happen autonomously, and are usually mutable at the storage layer.
  • Centralized SIEM/log-aggregation platforms: Provide search and retention, but the underlying log entries they ingest are only as complete as whatever the source system chose to emit, and platform-level access controls are not the same guarantee as cryptographic tamper-evidence.
  • Immutable object storage (e.g., write-once-read-many buckets): Prevents deletion or modification at the storage layer, but does not by itself define what evidentiary content belongs in each record, nor cryptographically chain records together for sequence-integrity verification.
  • Post-incident manual timeline reconstruction: Relies on humans piecing together scattered logs, metrics, and memory after the fact, with no guarantee the full decision context was ever captured at all.

Technical Architecture

Entry Composition

ElementSourcePurpose
DiagnosisFault detection / InvestigatorWhat was detected
Constitutional verdictBlast-radius authorization engine (Claim 55)What authority permitted the action
Confidence-at-decision-timeGraduation confidence model (Claim 54)How trusted the remedy was at that exact moment
Action takenExecuting layer (reflex/autonomic/cortex, Claim 57)What was actually done
Verified outcomePost-action verificationWhat actually happened as a result

Cryptographic Chaining

Each entry includes a hash derived from the preceding entry, forming a hash chain across the full sequence of autonomous decisions. This chaining is the same structural mechanism refined by the segmented-chain gap-attestation method described in Claim 63.

Append-Only Enforcement

The chained entry is appended to an append-only ledger. Any subsequent alteration of a prior entry breaks the hash-chain verification for every entry after it, making tampering with historical decisions structurally detectable rather than merely policy-prohibited.

Ledger Entry Schema & Anchoring

Entry trigger
Every autonomous control decision
Bound elements
5 - diagnosis, verdict, confidence, action, outcome
Chaining
Hash-derived from preceding entry
Gap handling
See Claim 63

Because the confidence score is captured at decision time rather than reconstructed after the fact, the ledger preserves an accurate historical record even as the same fault-remedy pairing's confidence continues to evolve under Claim 54's ongoing graduation and demotion model - a reviewer can see exactly what the system believed at the moment it acted, not what it believes now.

Prior Art Differentiation

SystemCaptures Authorization Basis?Captures Decision-Time Confidence?Cryptographically Chained?
Standard application logsNoNoNo
SIEM / log aggregationOnly if source emits itOnly if source emits itNo
Immutable object storage (WORM)Not defined by storage layerNot defined by storage layerNo (storage-level immutability only)
JIL Sovereign AEGISYes, every entryYes, every entryYes, hash-chained

Patent Claim

Independent Claim 64: A computer-implemented method for producing a tamper-evident record of autonomous machine decisions, comprising: for each autonomous remediation decision, generating a ledger entry comprising a diagnosis of a detected fault, a constitutional authorization verdict governing the decision, a confidence score computed at the time of the decision, the remediation action taken, and a subsequently verified outcome of the action; cryptographically chaining the ledger entry to a preceding ledger entry via an included hash; and appending the chained ledger entry to an append-only ledger such that any subsequent alteration of a prior entry is detectable by hash-chain verification.