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Public operating recordGTM AI systems

AI systems should leave evidence.

MoreProof is John Kipe’s public record of the systems, operating decisions, release gates, and lessons behind AI work that has to survive real people and real constraints.

Inspect MotionProof Enter the Lab
Operator
John Kipe
Practice
GTM AI Systems Builder
Evidence class
Public / visitor-safe
Evidence traceClaim → judgment → proof
MP-001 / Release systemPublic

Motion that earns promotion.

Claim
Separated proposal from authority: any model, agent, recipe, or human can propose a candidate, but only deterministic structure, quality, browser-render, motion, payload, and accessibility gates can promote it.
Receipt
The release gate passed 52 automated tests, strict validation for 27 of 27 production Lotties, Chromium rendering for 27 of 27, a clean consumer-package install, a certified five-artifact smoke bundle, and a three-tool MCP handshake.

SRC / https://github.com/HowdyDooToYou/lottie-animation-pipeline/blob/master/docs/public-release-audit.md

Open record
01

Proof register

Four records. Four different kinds of trust.

Claims stay attached to role, constraints, judgment, evidence class, and source. Open a record to inspect the full system story.

MP-001

MotionProof / Certified Motion Compiler

Record 01 / Public

Judgment

Separated proposal from authority: any model, agent, recipe, or human can propose a candidate, but only deterministic structure, quality, browser-render, motion, payload, and accessibility gates can promote it.

Receipt

The release gate passed 52 automated tests, strict validation for 27 of 27 production Lotties, Chromium rendering for 27 of 27, a clean consumer-package install, a certified five-artifact smoke bundle, and a three-tool MCP handshake.

MP-002

OpenClaw / Local Agent Operations

Record 02 / Sanitized depiction

Judgment

Kilo Gateway automatically reviews every new pull request, while tests, specialist review, evidence checks, and human approval remain distinct workflow boundaries.

Receipt

The checked-in architecture map is a sanitized, dated configuration snapshot, and the Command Center route is a scripted simulation rather than production telemetry.

MP-003

Transition Readiness Agent

Record 03 / Sanitized depiction

Judgment

Replaced a monolithic prompt with a state-managed, multi-step agent chain and explicit validation gates.

Receipt

The existing state-managed orchestration diagram depicts ingestion, contract extraction, synthesis, and a quality gate.

MP-004

CSM Assignment Engine

Record 04 / Sanitized depiction

Judgment

A constrained greedy heuristic favored practical execution over a resource-heavy exact solver, with dynamic capacity recalculation.

Receipt

The inline diagram depicts Pull -> Score -> Bouncer -> Assignment -> Balance, plus ARR anchoring and new-hire handling.

Flagship dossier / MP-001

MotionProof

The provider proposes. The verifier decides.

A provider-neutral prompt-to-Lottie compiler with an integrated deterministic studio, browser-render evidence, reduced-motion fallback, atomic bundles, and a release decision anyone can rerun.

Open the integrated studio Inspect source ↗
MotionProof evidence flow in desktop and mobile compositions.
02

Operating method

A system is more than the thing that runs.

The durable work sits around the model: context, judgment, controls, and a handoff another human can own.

  1. 01

    Context

    Start with the people, constraints, and operating environment—not the model.

  2. 02

    Judgment

    Make the tradeoffs and authority boundaries visible enough to challenge.

  3. 03

    Control

    Build deterministic gates around probabilistic attempts and sensitive actions.

  4. 04

    Handoff

    Leave an owner, a recovery path, and evidence another person can inspect.

03 / Lab

Run the operating model before trusting the claim.

The Command Center exposes scripted simulations of routing, review, and handoff behavior. It is labeled simulation because a designed model is useful evidence—but it is not production telemetry.

Enter the Lab
04 / Latest field note

The month we shipped nothing and every light stayed green

Verify at the artifact your users receive, not at the greenest checkmark you can find.

Read the note

05 / Operator

MoreProof is the record. John is accountable for it.

See the current role, working principles, professional history, and utility documents without turning the entire site into a job application.

About John