LineageGuard
Demo environment

Evidence provenance

Deterministic fixture · no live DataHub connection

Metadata
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Mutations
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Proof
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Lineage read receipt

What may this read safely prove?

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The hosted fixture demonstrates the same fail-closed envelope emitted with live MCP reports. Unknown freshness never becomes proof of current presence or absence.

Source
Completeness
Cache state
Receipt

Why stronger claims are blocked: Loading

Active incident · Loading

Selective containment in progress

Field-aware decisions hold uncertain work, isolate confirmed financial exposure, and continue only branches proven independent.

Analyzing
Affected branches
Review required
Safe branches
Maximum risk/100

DataHub context graph

Downstream blast radius

Quarantine Review Continue

Proof-carrying recovery

Counterfactual recovery lab

Release proof ready

A green quality check is insufficient. Every candidate must reproduce the failure, repair the target, preserve rows and non-target data, retain trusted business totals, and carry exact provenance.

Observed realityBilling branch quarantined1 invalid row · total 150.00
Verified candidateTrusted value restored0 invalid rows · total 300.00
Machine-verifiable evidence

Recovery certificate

Certificate
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Transition
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Integrity
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Chronos · causal immunity

The platform remembers across time

Incident immunized

Containment maps the damage. Recovery proves the cure. Chronos compiles both into an Incident Genome, replays the historical failure against future changes, and expires proof when DataHub context drifts.

Incident GenomeLoading
Prevention controls
Learned invariants
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Immunity coverage

in-toto Statement v1

Change passport

Safe changes become eligible for approval—not automatic deployment.

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ProofGuard · ProofGraph + Evidence Gap Radar

Ask why. Change the evidence. Watch the decision move.

Proof Bundle verified

The explanation and decision come from one deterministic derivation graph. The Causal Cut is the smallest decisive evidence set; the Radar ranks the metadata that would unlock safer automation.

Evidence nodes
Derivations
Causal cuts
Bundle integrity

Counterfactual Trust Lens

Remove decisive evidence

Select a decision to inspect its fail-closed alternative.

Evidence unchanged

Evidence Gap Radar

Highest-value context acquisition

The demo bundle is content-verifiable but unsigned. Integrity is not identity, authorization, or deployment approval.

DataHub immune memory

Knowledge survives the agent

Agent A leaves a hash-verified incident genome in DataHub. A fresh Agent B inherits it, blocks recurrence, and links its prevention outcome back to the exact memory.

Agent A record
Agent B decision
Linked outcome
Evidence Chain

Choose a change and run the inherited-memory evaluation.

Evidence trail

Incident timeline

    PR-ready output

    Remediation artifacts