Skip to main content

​
Automated Implementation Pipeline

​
Overview

The Automated Implementation Pipeline turns your approved specification into working code without manual expert allocation. When your spec scores high on feasibility, the system builds, tests, and delivers your code automatically - cutting delivery time from weeks to hours. You stay in control with human verification before final delivery, but the heavy lifting happens while you focus on your venture.

​
Step-by-Step Guide

  1. Confirm your specification - After reviewing your brief on the Spec Review page (/specreview), confirm it meets your requirements. The system immediately calculates a feasibility score (0-100) within 10 seconds.
  2. Review the feasibility assessment - If your specification scores above 70, you’ll see a notification that automated implementation has started, along with an estimated completion time. Projects with scores 90-100 typically complete within 30 minutes. Scores below 70 automatically route to expert matchmaking instead.
  3. Wait for automated generation - The pipeline breaks down your specification into tasks, generates working code, configuration files, documentation, and setup instructions. Automated tests run to verify basic functionality. If generation fails, the system retries up to 2 times before falling back to expert allocation.
  4. Human verification begins - Once code generation completes, a HITL (Human-in-the-Loop) debugger reviews the output for correctness, security, performance, and alignment with your specification. You’ll receive a notification when this verification step starts.
  5. Receive your deliverable - When the verifier approves the code, you get a notification to review your deliverable on the Client Review page (/review/clientreview). Download the code, review documentation, and test functionality in your own environment.
  6. Accept or request changes - If the deliverable meets all your requirements, accept it to trigger escrow release and mark the job complete. If you find deficiencies, document specific issues. The system determines whether to regenerate automatically or escalate to expert allocation. After 2 rejections, automatic escalation to experts occurs.

​
Common Questions

What makes a specification score above 70 for automated implementation?
The feasibility score considers project complexity, scope clarity, technology stack familiarity, and specification completeness. Well-defined projects with clear requirements, standard technology stacks, and limited integrations score higher. Vague requirements or highly custom implementations score lower and route to experts. What happens if automated code generation times out?
If code generation exceeds 2 hours, the pipeline terminates automatically. The system falls back to expert allocation and notifies you of the transition. Your project continues without delay - it just shifts to human implementation. Can I see the code before the human verifier approves it?
No. The system prevents unverified auto-generated code from reaching you. This protection ensures you only receive code that passes security, quality, and specification alignment checks. The HITL verifier acts as your quality gate. What if the verifier finds issues with the generated code?
The verifier can reject the code and request re-generation with specific correction guidance. They can also escalate directly to expert allocation if they determine automated generation cannot succeed for your project. You’ll be notified of any escalation. How long does human verification take?
Verification typically completes within 4 hours. If no verifier is available, your code queues for the next available reviewer. The system escalates automatically if verification doesn’t begin within the SLA timeout.

​
Troubleshooting

My specification appeared feasible but implementation failed repeatedly
The system tracks these failure patterns and adjusts future feasibility scoring. Your project has been routed to expert allocation. The expert will have access to all previous attempts and can build on any partial progress. No work is lost - experts often complete these projects faster because the automated attempts revealed hidden complexity. I received a partial implementation with some features working and others incomplete
Review the documentation that clearly marks completed versus incomplete features. You can accept the partial deliverable and request expert completion of remaining features, or reject entirely for full expert implementation. Partial deliverables still demonstrate progress and reduce overall delivery time. I rejected the deliverable once - what happens now?
The system reviews your specific issues to determine if re-generation can address them. If your concerns are fixable through automated correction, re-generation begins. If issues suggest fundamental problems, the system escalates to expert allocation immediately. You’ll receive a notification of the chosen path within minutes. Security vulnerabilities were detected in my auto-generated code
The verification system automatically rejects code with security issues. Re-generation runs with additional security constraints. If vulnerabilities persist after retry, the system escalates to expert allocation. Your code never reaches you with known security problems - the HITL verifier protects you from this risk. Expert Matchmaking - When your specification scores below 70 or automated implementation fails, Expert Matchmaking finds the right specialist for your project. This feature ensures every project gets the best implementation path - automated or human - based on actual complexity. Client Review (/review/clientreview) - After automated implementation completes, use Client Review to examine deliverables, test functionality, and provide acceptance or detailed feedback. This is your control point for quality assurance before escrow release. Escrow Dashboard (/escrowdashboard) - Track your project funds through the implementation pipeline. See when escrow holds during automated implementation and when release triggers after your acceptance. Automated projects follow the same financial protection as expert-delivered work.