The latest articles on DEV Community by Jay keshavinfo (@jay_keshavinfo_1e97377fb9). https://dev.to/jay_keshavinfo_1e97377fb9 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4184738%2Ffb93304d-9762-4719-af95-120a6499698d.png https://dev.to/jay_keshavinfo_1e97377fb9 en Jay keshavinfo Wed, 14 Oct 2026 12:51:43 +0000 https://dev.to/jay_keshavinfo_1e97377fb9/7-things-to-prepare-before-handing-an-ai-built-app-to-a-developer-3g1c https://dev.to/jay_keshavinfo_1e97377fb9/7-things-to-prepare-before-handing-an-ai-built-app-to-a-developer-3g1c <p>AI-assisted tools such as Lovable and Replit can take a project surprisingly far.</p> <p>A founder can move from an idea to a working interface, authentication flow, database connection or even a payment integration without following a traditional development process.</p> <p>The difficult part often starts later.</p> <p>Something stops working after deployment. A payment succeeds but the account is not updated. Authentication behaves differently in production. An integration works in a preview environment but fails on the live site.</p> <p>At that point, another developer may need to take over or investigate the project.</p> <p>The handoff becomes much easier when a few basic things are prepared first.</p> <h2> 1. Describe what should happen </h2> <p>Start with the expected behaviour.</p> <p>For example:</p> <p>“After a customer successfully completes payment, their account should be upgraded to the Pro plan.”</p> <p>That is much more useful than simply saying:</p> <p>“The payment feature is broken.”</p> <p>A developer first needs to understand the intended behaviour before investigating why the current behaviour is different.</p> <h2> 2. Record what actually happens </h2> <p>Describe the result you currently see.</p> <p>Include:</p> <ul> <li>Visible error messages</li> <li>Unexpected screens or redirects</li> <li>Whether the issue happens every time</li> <li>Whether it happens only after deployment</li> <li>Whether it affects every user or only some users</li> </ul> <p>Screenshots or screen recordings can also help when they do not contain private customer information.</p> <h2> 3. Write reproducible steps </h2> <p>A reproducible issue is much easier to investigate.</p> <p>For example:</p> <ol> <li>Open the pricing page.</li> <li>Select the Pro plan.</li> <li>Complete the payment.</li> <li>Return to the application.</li> <li>The account still displays the Free plan.</li> </ol> <p>These steps give the developer a clear starting point.</p> <p>If you cannot reproduce the problem consistently, say that too. Intermittent behaviour is useful information.</p> <h2> 4. List the services connected to the project </h2> <p>AI-built applications often involve several services outside the original builder.</p> <p>Your list might include:</p> <ul> <li>Lovable or Replit</li> <li>Supabase or Firebase</li> <li>GitHub</li> <li>Stripe</li> <li>Vercel or another hosting provider</li> <li>Authentication providers</li> <li>Email services</li> <li>External APIs</li> </ul> <p>This does not need to be a detailed architecture document.</p> <p>The goal is simply to show which systems may be involved.</p> <h2> 5. Share access safely </h2> <p>Eventually, a developer may need access to the repository, deployment logs, database configuration or another service.</p> <p>Do not paste passwords, API secrets or production credentials into public discussions or ordinary project documents.</p> <p>Instead, determine which access is actually required and share it through an appropriate private method.</p> <p>It is also useful to remove access again when the engagement ends.</p> <h2> 6. Separate facts from assumptions </h2> <p>This can save a surprising amount of debugging time.</p> <p>For example:</p> <p>Fact:<br> “The payment appears as successful in Stripe.”</p> <p>Assumption:<br> “Supabase must be causing the problem.”</p> <p>The assumption may eventually be correct, but it should not become the starting conclusion without evidence.</p> <p>Write down what you actually observed and keep theories separate.</p> <h2> 7. Define the outcome you want </h2> <p>A developer needs to know whether the goal is to:</p> <ul> <li>Repair one specific bug</li> <li>Finish an incomplete MVP</li> <li>Make an existing feature production-ready</li> <li>Prepare the application for launch</li> <li>Add an integration</li> <li>Move the project to another hosting environment</li> <li>Take over ongoing development</li> </ul> <p>Those are very different assignments.</p> <p>Defining the desired outcome helps determine what investigation is needed before development begins.</p> <h2> A good handoff does not need to be complicated </h2> <p>You do not need a perfect technical specification before asking a developer for help.</p> <p>For many projects, a useful starting handoff contains:</p> <ul> <li>Expected behaviour</li> <li>Current behaviour</li> <li>Reproduction steps</li> <li>Relevant platforms and services</li> <li>Screenshots or logs where appropriate</li> <li>A clear desired outcome</li> <li>Safe access when it becomes necessary</li> </ul> <p>AI-assisted development changes how projects are started, but many of the fundamentals of debugging and software handoff remain the same.</p> <p>The clearer the evidence and expected outcome, the easier it is for another developer to understand what should happen next.</p> <p>I work with Fix My AI Build, a specialist service delivered by Keshav Infotech that helps repair, finish and launch existing AI-built web applications and SaaS projects.</p> <p><a href="https://fixmyaibuild.com/services/fix-and-finish" rel="noopener noreferrer">https://fixmyaibuild.com/services/fix-and-finish</a></p> <h1> webdev </h1> <h1> ai </h1> <h1> programming </h1> <h1> saas </h1> ai softwaredevelopment startup