Research Note

AI Build Brief Record

An AI build brief is a compact agreement about the change to attempt, the evidence that will count as success, and the boundaries the agent must respect. It is not a wish

Aug 4, 20263 min readBy Dalton Anderson
In this article

AI Build Brief Record

Purpose

An AI build brief is a compact agreement about the change to attempt, the evidence that will count as success, and the boundaries the agent must respect. It is not a wish, a marketing description, or permission to make unrestricted changes.

Replit's current Agent guidance recommends being specific, planning the work, adding context, reviewing and testing, and using checkpoints. These are vendor workflow recommendations, not a complete secure-development standard.

https://docs.replit.com/learn/build-with-agent

Required fields

FieldMinimum answer
User and jobWho needs to do what, in what situation, and why
Observable successWhat a person can see or measure when the job works
Starting stateRepository, branch, environment, current behavior, and known failures
In scopeThe smallest behavior this build may add or change
Out of scopeFeatures, files, systems, and decisions intentionally excluded
Interface statesEmpty, loading, success, validation error, system error, unauthorized, and recovery
DataSource, schema, sensitivity, retention, deletion, test data, and prohibited data
RulesValidation, calculations, permissions, ordering, limits, and conflict handling
Acceptance evidenceTests with inputs, actions, expected results, and failure conditions
QualityAccessibility target, device or browser support, performance, and language
SecurityTrust boundaries, authentication, authorization, input handling, secrets, abuse, and logging
Delivery boundaryLocal demo, private preview, controlled pilot, or approved release
Change boundaryFiles, dependencies, infrastructure, data, and interfaces the agent may not alter
HandoffChange summary, test results, unresolved issues, rollback point, and accountable reviewer

Acceptance language

An acceptance statement must be observable. "Make the form intuitive" is not testable by itself. "When a user submits a blank email field, keep the entered name, place an error message beside the email field, move focus to the error summary, and make no network request" defines behavior that can be exercised.

Happy-path acceptance is insufficient. The brief should include invalid input, duplicate action, refresh, timeout, denied access, missing dependency, external-service failure, and recovery when those states are relevant.

Authority boundary

The brief must state whether the agent can install dependencies, execute commands, access a network, read or write local files, change infrastructure, alter a database, use secrets, contact external services, or deploy.

Silence is not authorization. If a required action falls outside the named boundary, the agent should stop, explain the need, and request a decision.

Security and accessibility

NIST's SSDF supports tracking security requirements, risks, design decisions, provenance, and secure-development evidence throughout the lifecycle.

https://csrc.nist.gov/projects/ssdf

W3C's WCAG 2.2 materials provide the current accessibility-standard route for web interfaces.

https://www.w3.org/WAI/WCAG22/quickref/

A short brief can reference a fuller threat model, privacy assessment, accessibility plan, or domain requirement. It cannot erase those needs by omitting them.

Stop condition

The first useful output may be a plan, a question, or a risk record rather than code. The brief is ready for implementation only when the builder can explain what correct means and what must remain unchanged.

Sources

Follow the evidence.

  1. owasp.org: www project top 10 for large language model applicationsowasp.org
  2. daltonanderson.ghost.io: grok 3 the future of ai building apps in minutesdaltonanderson.ghost.io
  3. docs.replit.com: build with agentdocs.replit.com
  4. owasp.org: www project application security verification standardowasp.org
  5. docs.replit.com: checkpoints and rollbacksdocs.replit.com
  6. docs.github.com: dependency reviewdocs.github.com
  7. daltonanderson.net: grok 3 the future of ai building apps in minutesdaltonanderson.net
  8. w3.org: quickrefw3.org
  9. docs.x.ai: modelsdocs.x.ai
  10. x.ai: grok 3x.ai
  11. open.spotify.com: 53JmUX69G4M4FPAzU84vf5open.spotify.com
  12. docs.x.aidocs.x.ai
  13. docs.replit.com: overviewdocs.replit.com
  14. docs.replit.com: checkpoints and rollbacksdocs.replit.com
  15. docs.replit.com: security checklistdocs.replit.com
  16. youtu.be: dbmX o3Ax gyoutu.be
  17. docs.replit.com: secretsdocs.replit.com
  18. csrc.nist.gov: ssdfcsrc.nist.gov
  19. x.ai: colossusx.ai
  20. pages.nist.gov: introductionpages.nist.gov

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AI Build Brief Record