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Automated Implementation Pipeline

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Overview

The Automated Implementation Pipeline builds working code from your specifications without human developers - when your project is straightforward enough. The system assesses your spec’s feasibility, generates code in under 30 minutes for simple projects, runs automated tests, and routes the deliverable through human verification before it reaches you. If automation can’t handle your project, the system routes it to expert developers automatically.

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Step-by-Step Guide

  1. Confirm Your Specification - After you finalize your specification in the Spec Review page, the system runs a feasibility assessment in under 10 seconds. You’ll see a feasibility score (0-100) that determines whether automated implementation can handle your project.
  2. Receive Auto-Build Notification - If your feasibility score is above 70, you’ll get a notification on your Dashboard that automated implementation has started, along with an estimated completion time. Projects scoring below 70 route to expert matchmaking instead.
  3. Wait for Code Generation - The system breaks down your specification into implementation tasks and generates working code, configuration files, documentation, and setup instructions. Simple projects with scores of 90-100 complete within 30 minutes.
  4. Automated Verification Runs - Generated code goes through automated testing for basic functionality and integration. After passing these tests, a human verifier reviews the code for correctness, security, performance, and alignment with your specification.
  5. Review Your Deliverable - When verification completes, you’ll receive a notification on your Dashboard. Navigate to the Client Review page to download code, review documentation, and test functionality.
  6. Accept or Request Changes - If the deliverable meets 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 developers.

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Common Questions

How does the system decide if my project can be auto-built?
The feasibility score calculation considers project complexity, scope, technology stack, and specification clarity. Scores above 70 trigger automated implementation. Scores below 70 mean your project needs expert developers and routes to matchmaking immediately. What happens if automated code generation fails?
The system retries code generation up to 2 times with corrections. If all attempts fail, your project automatically escalates to expert allocation. You’ll receive a notification explaining the transition and your expert matching process begins. Can I reject auto-generated code multiple times?
You can document deficiencies and request changes. After 2 rejections, the system automatically escalates to expert allocation to ensure you get working deliverables. The transition happens without additional action from you. How long does human verification take?
Human verifiers review code as soon as it’s generated. If no verifier is available immediately, your code queues for the next available reviewer. The system escalates if verification doesn’t complete within 4 hours. What if the code has security vulnerabilities?
The verification process automatically rejects code with security issues. The system attempts re-generation with security constraints. If issues persist after retries, your project escalates to expert developers who specialize in secure implementations.

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Troubleshooting

My project has been in auto-implementation for over 2 hours - The system terminates automated pipelines after 2 hours and automatically transitions to expert allocation. Check your Dashboard or Notification center for updates about the transition. Your specification remains intact and experts will receive full context. The auto-generated code works partially but some features failed - The system presents partial deliverables with clear documentation of completed versus incomplete features in the Client Review page. You can accept the partial implementation and request expert completion for remaining features, or reject the entire deliverable for full expert build. I received code but the verifier never reviewed it - Verification queues when all verifiers are busy. The system sets a 4-hour SLA and escalates automatically if this deadline passes. Check the Job Status section of your Dashboard for verification status and estimated review time. The feasibility score seems wrong for my project - Feasibility scoring improves over time by tracking success and failure patterns. If automated implementation fails during actual code generation, the system adjusts future feasibility calculations and routes similar projects to experts. Your project data helps train more accurate assessments. Expert Matchmaking - When automated implementation isn’t feasible or fails after retries, the system connects you with human developers who match your project requirements. Learn how expert allocation works and what to expect during the handoff process. Client Review and Acceptance - Whether code comes from automation or experts, the client review process lets you test deliverables, document issues, and accept or reject implementations. Understand how to evaluate deliverables and trigger escrow releases. Escrow Dashboard - Track how funds move through your project lifecycle. See when escrow holds, releases, or refunds occur based on deliverable acceptance and implementation outcomes.