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Neutral observability standard

Diffing makes change legible without enforcing it.

A local-first, read-only standard for observing drift and decision lineage across AI systems without surveillance, scoring, or control.

Local-first

No outbound calls by default.

Read-only

Observes change without enforcement.

Deterministic

Explainable drift, no scoring.

The problem

Systems change quietly. Output formats shift, decisions drift, and KPI meaning evolves while pipelines keep passing. Most tools show activity, not divergence.

What Diffing makes observable

Evaluation

Record one execution with input and output fingerprints.

Expectation

Derive baseline intent from observed history.

Variation

Detect deterministic divergence from baseline.

Lineage

Reconstruct a neutral timeline on demand.

Proofs and surfaces

DiffGen 1.1 — AI Output Drift

The canonical proof: evaluation capture, deterministic variation, and lineage reconstruction.

Enterprise artifact

AI Change Provenance Record

A neutral disclosure format for audit and governance.

View the artifact

Install in 15 minutes

pnpm install
pnpm dev -- init
pnpm dev -- hello
pnpm dev -- lineage <thread_id>

The Hello World demo produces an evaluation, a deterministic variation, and a lineage narrative. No integrations required.

See the install guide

Trust and governance

Diffing is neutral by constraint. It observes and explains without enforcement.

Ready to see drift?

Run the local proof or review the standard.