Ship production-ready system workflows at vibe speed

The workflow governance system for AI-native development teams.

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CODING AGENT GOVERNANCE

Move fast with AI without losing control

With tests as guardrails, development teams can tune performance, refactor code, and build new features—enabling AI agents to iterate autonomously while the system keeps pace with the business.

FROM POC TO PRODUCTION

From frontend prototype interfaces, generate stable backends that pass thousands of tests.

Turn AI-built frontend prototypes into stable backends with system-analyzed data architecture, API endpoints, and comprehensive test coverage.

DESIGN BEFORE BUILD

Connect system data and APIs from the very start of prototyping

AI-assisted system analysis helps product teams clarify user journeys, activity flows, data, and APIs before prototyping—preventing integration failures after development.

STEP 1

Main journey

Course booking, waitlist, and check-in journey
Start
Can the course or waitlist accept this booking?Decision
Seat available — confirmCourse full — join waitlistWaitlist full — end
End

STEP 2

System design

API

No item selected.

CLARIFY IN CONTEXT

AI proactively asks questions to clarify specifications and key constraints

Review product intent directly beside the frontend that created the ambiguity.

TRACEABLE TEST PLANS

Turn every product decision into a testable route

SpecFormula maps valid branch combinations across a user journey, then attaches concrete preconditions, requests, and expected responses to every API step—before code is generated.

STEP 3

Test plan

Course booking
5APIs11routes90test cases
Booking capacityWaitlist transitionCheck-in
Branch combinationSeat availableWaitlist openPromotedWithin window
Waitlisted → Promoted → Checked in3 API steps
  1. Create bookingPOST/courses/{courseId}/bookings
  2. Check in bookingPOST/bookings/{bookingId}/check-in
  3. Read booking historyGET/members/{memberId}/bookings

API evidence for Check in booking

Given

bookings #9012

Originally WAITLISTED · promoted to CONFIRMED before class

System time

2026-03-02 09:50 · within the check-in window

Request

POST/bookings/9012/check-in
Authorization

Bearer counter · Lin Xiao-Rou (Xinyi branch)

Response

200OK
{ "id": 9012, "status": "ATTENDED" }
Waitlisted → Promoted → Checked in3 API steps
  1. Create bookingPOST/courses/{courseId}/bookings
  2. Check in bookingPOST/bookings/{bookingId}/check-in
  3. Read booking historyGET/members/{memberId}/bookings

API evidence for Check in booking

Given

bookings #9012

Originally WAITLISTED · promoted to CONFIRMED before class

System time

2026-03-02 09:50 · within the check-in window

Request

POST/bookings/9012/check-in
Authorization

Bearer counter · Lin Xiao-Rou (Xinyi branch)

Response

200OK
{ "id": 9012, "status": "ATTENDED" }

SPEC-DRIVEN TESTS

Specification-aligned tests keep bugs out of production

Translate specifications into regression tests and block deployment when AI-generated changes fail, preventing production incidents and losses.

SMALL-SCALE IMPLEMENTATION

Start with one real workflow

Talk with the SpecFormula team to define the implementation scope and acceptance criteria, implement an AI-native software development workflow, and solve your development challenges.

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