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EngineeringHow to Handle Disputed Prediction Market OutcomesSooner or later a market resolves and someone contests it. Here is how to design a dispute process for prediction markets that settles fairly and keeps trust.EngineeringHow to Connect AI Agents to Your ToolsConnecting AI agents to your tools is where most automation stalls. Here is how to wire agents into your stack with scoped access, real connectors, and control.EngineeringHow to Move an Existing App Onto Your Shared FoundationBuilding a shared foundation is easy on new apps. Retrofitting an old one is the hard part. Here is how to migrate a live app onto the foundation without a rewrite.EngineeringScraping Real Estate Listings for Market AnalysisReal estate listing scraping is only useful if you handle duplicates, stale listings, and price changes. Here is how to scrape listings into real market analysis.EngineeringThe Technical Debt Hiding in Bolted-On AIBolting AI onto old software creates technical debt that compounds fast. Where the debt hides, why it grows, and what it costs when you finally have to rebuild.EngineeringWrite Characterization Tests Before You Let AI RefactorCharacterization tests before an AI refactor pin down current behavior so you can tell a clean change from a regression. Here is how and why to write them.EngineeringHow to Evaluate a Web Scraping ProviderA checklist for evaluating a web scraping provider: real success rates, target coverage, cost at scale, control, and what happens when a target fights back.EngineeringHow to Migrate a jQuery Frontend With AIMigrating a jQuery frontend to a modern framework with AI is doable if you go component by component. Here is the safe path from spaghetti to a real app.EngineeringLive Location Tracking: Throttle the Server, Interpolate the ClientReal-time location tracking and delivery ETAs work by throttling location updates server-side and interpolating on the client. Learn why smooth beats frequent.EngineeringHow to Run Background Workers on a VPSYou do not need a managed worker service to process jobs. Here is how to run background workers on a VPS reliably with systemd or Compose and clean scaling.EngineeringSMTP vs API for Sending Transactional EmailShould you send transactional email over SMTP or an HTTP API? Here is the honest comparison, when each one wins, and why I reach for the API in most new products.EngineeringHow to Build Guardrails Into an AI ProductEngineering guardrails as a first-class layer: input validation, output checks, refusal behavior, and audit trails that block damage instead of embarrassment.
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