For engineering

Point the agents at the gap.

What should the agents build next, and what did the last run cost?

Start with ai adoption
The briefWork goes to Claude or Cursor with the goal’s why attached.
The traceEach pull request traced to its goal. A guess is marked as one.
The AI columnWhat each run cost, on the row it paid for.
The work tree

The work under one goal, as Jira and GitHub file it.

Kestrel Bankdemo data
Initiative · takes 3 days of the gapdemo

Income verified through open banking, not payslips

AI spend $56.25 on 3 pull requests · $2.30 matched by push

Work in progress

MORT-530Open-banking income, phase twojira

Self-employed applicants are the third of the manual income queue that phase one left behind.

Rahul Shahconfirmed
In Progress
  1. Story
    MORT-531Detect self-employed income from twelve months of transactions
    Rahul Shah
    In Progress
    1. Pull request
      mortgage-origination #648Self-employed income from transactionsGitHub
      agent: ClaudeAI $38.40
      In review
    2. Pull request
      mortgage-origination #651Count regular transfers from a business account as incomeGitHub
      agent: Cursorsuggested, not confirmedAI $11.75
      Open
  2. Story
    MORT-532Show the applicant which transactions we counted as income
    To Do
  3. Bug
    MORT-533Consent screen times out on slow bank redirects
    Joe Barnes
    Done
    1. Pull request
      mortgage-origination #646Longer timeout on the bank consent redirectGitHub
      Joe BarnesAI $6.10, $2.30 matched by push
      Merged

Kestrel Bank is fictional. The arithmetic is the product’s own.

Set the goal.
Let the loop run.

Read my companyThe primitives

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