DéjàDéjà
WHY_DEJA//senior-engineer proof

No magic. Just math.

Observability detects the fire. Déjà documents the chain of custody — and proves exactly how it was extinguished. Deterministic linkage, verified gates, audit-ready evidence.

> DEJA_LOGIC: deterministic_lookup_loop // EVIDENCE_LOG: immutable // CONFIDENCE: computed

DEJA_LOGIC vs STANDARD_LOGS

STANDARD_LOGSephemeral
  • Events rotate & drift
  • Context lives in heads
  • "Fix" is anecdotal
DEJA_LOGICpermanent_asset
  • Fingerprint → match → evidence
  • Verified gates prevent false links
  • Audit-ready chain of custody
ANATOMY OF A MATCH

Chain of Custody Pipeline

01 //
1

INGEST

Pull raw incident evidence from Sentry, Jira, logs — without rewriting your workflow.

> ATTR_EXTRACT: stack_trace, release, env
> SOURCE: sentry_uplink // status: ok
02 //
2

ANALYZE

Normalize noise so identical failures map to identical fingerprints.

> NORMALIZE: paths_and_line_numbers
> CANON: frames[] → stable_signature
03 //
3

FINGERPRINT

Compute deterministic IDs that survive refactors and team turnover.

> HASH: trace_hash + context_hash
> OUTPUT: fp://a1c3…9e
04 //
4

MATCH

Link recurrence to verified fixes — then show the evidence trail.

> LOOKUP: fp → proven_fix_pr
> RESULT: match://verified
VALIDATION GATES

Trust Engine

File Gate

Matches only if fix touched relevant files.

> GATE: file_gate // PASS: true

Rate Gate

Regression rate drops after fix window.

> GATE: rate_gate // PASS: true

Infra Gate

Rules out infra noise & deploy artifacts.

> GATE: infra_gate // PASS: true

Feature Flag Gate

Correlates fixes to rollout conditions.

> GATE: flag_gate // PASS: true

Duration Gate

Verifies fix stability over time.

> GATE: duration_gate // PASS: true
PRIVACY BY DESIGN

Hardened Perimeter

Privacy & Compliance HUD

> WE_DON'T_READ_YOUR_CODE

Correlation uses fingerprints and metadata, not source inspection.

> TOKENIZED_IDENTIFIERS

Stable IDs for incidents and fixes without sensitive payloads.

> AUDIT_READY_LOGS

Immutable evidence trail suitable for regulated environments.

Stop solving the same bug twice.

Turn incident history into a permanent asset — deterministic, verifiable, and ready for audit.

Initialize Your Vault> free_trial: active // no_card_required