AI PROTOTYPE CONTINUATION

Understand the prototype before another AI-assisted build cycle

An AI-built prototype can look complete while its scope, architecture, active files, test state, deployment state, and documentation remain unclear.

PRACTICAL FRAMEWORK

Build a current-state record before continuing

Treat intended outcomes, observed behaviour, reported behaviour, technical context, and unknowns as separate inputs.

  1. Describe what the product is intended to do.

  2. Record what currently exists.

  3. Separate observed behaviour from reported behaviour.

  4. Identify the known technology stack and unknowns.

  5. List the current failures or confusion points.

  6. Review the available documentation and evidence.

  7. Record assumptions, conflicts, and missing access.

  8. Define the desired recovery or continuation outcome.

  9. Require repository inspection before implementation.

CURRENT FRAMEWORK

Current-state map

  1. Intended outcome

    What the product is meant to achieve

  2. Current prototype

    What can be observed or demonstrated

  3. Supplied records

    Documentation, reports, and environment summaries

  4. Uncertainty

    Conflicts, missing access, tests, and deployment state

  5. Required review

    Read-only repository and runtime inspection

A continuation decision connects the intended outcome to the visible prototype, supplied records, uncertainty, and the required review.
Read visual as text

Map the intended product outcome to what currently exists, the available documentation and evidence, conflicts and unknowns, and the developer repository review required before implementation.

DECISION CHECKLIST

Continuation-readiness questions

The next cycle should begin only after the supplied project state and the required developer verification are clearly separated.

  • What outcome is the prototype intended to support?

  • Which behaviour has been observed directly?

  • Which behaviour is only reported?

  • Which files, environments, and records are understood?

  • Where does documentation conflict with the visible state?

  • What is known about tests and deployment?

  • Which assumptions could change the continuation plan?

  • Is the goal continuation, recovery, repair, refactor, rebuild, or product redefinition?

  • What must be verified in the actual repository before changes begin?

Known, reported, and unknown matrix
Project areaKnown or observedReportedUnknown or unverified
Product behaviourBehaviour reviewed directlyOwner or user accountUnreproduced paths and edge cases
Technical contextAvailable records and visible stackDescribed local setupActive dependencies and configuration
DocumentationRecords reviewedClaims about current accuracyMismatches with implementation
Tests and deploymentAvailable results or summariesReported statusActual runnable and deployed state
Do not collapse supplied evidence, owner reports, and unanswered technical questions into one confidence level.
CURRENT FRAMEWORK

Continuation or recovery flow

  1. Pause
  2. Record state
  3. Separate certainty
  4. Inspect read-only
  5. Choose path
  6. Authorise work
Structure the supplied state first, then require repository review before choosing and authorising the next path.
Read visual as text

The flow is stop the next build cycle, record the intended and current state, separate known reported and unknown information, inspect the repository in read-only mode, choose a continuation or recovery path, and authorise bounded work.

COMMON MISTAKES & RISKS

Risks before another AI-assisted cycle

Fast continuation can deepen uncertainty when the latest prompt is treated as the complete project state.

  • Continuing from the latest prompt without restating the intended outcome.

  • Treating documentation as a verified description of the active code.

  • Treating reported behaviour as observed behaviour.

  • Changing dependencies before the actual environment is reviewed.

  • Assuming tests or deployment are healthy without evidence.

  • Choosing repair or rebuild before the project state is inspected.

  • Beginning implementation without a defined continuation or recovery goal.

CURRENT PRODUCT MAPPING

How this framework maps to Airchor today

Work on Existing Project organises supplied repository context, evidence, source-of-truth records, manual findings, recovery planning, and handoff drafts.

CURRENT LIMITATION

Supplied context is not automated repository inspection

Airchor does not currently scan or inspect the prototype or repository automatically. A developer or authorised repository-analysis tool must verify the actual code and runtime state.

  • No code or dependency analysis
  • No automated diagnosis or failure reproduction
  • No test execution
  • No repair or repository import

NEXT ACTION

Use the framework before the next software decision