Replit performance

AI Agent Accuracy Poor on Replit

Your AI agent makes poor decisions, gives wrong answers, or misunderstands user intent. Accuracy is too low for production use.

Unclear prompts, poor context, or inadequate tools reduce agent effectiveness.

Common Causes

  1. Vague or ambiguous system prompt
  2. Insufficient or wrong tool definitions
  3. Poor few-shot examples in prompt
  4. Missing context about domain/rules
  5. Tool output format confusing agent

How to Fix It

Write clear system prompt with specific instructions and constraints. Provide good examples of correct behavior. Define tools precisely with clear descriptions. Include domain knowledge in context. Test with various inputs and iterate prompt. Consider multi-step reasoning with chain-of-thought.

Real developers can help you.

Luca Liberati Luca Liberati I work on monoliths and microservices, backends and frontends, manage K8s clusters and love to design apps architecture zipking zipking I am a technologist and product builder dedicated to creating high-impact solutions at the intersection of AI and specialized markets. Currently, I am focused on PropScan (EstateGuard), an AI-driven SaaS platform tailored for the Japanese real estate industry, and exploring the potential of Archify. As an INFJ-T, I approach development with a "systems-thinking" mindsetโ€”balancing technical precision with a deep understanding of user needs. I particularly enjoy the challenge of architecting Vertical AI SaaS and optimizing Small Language Models (SLMs) to solve specific, real-world business problems. Whether I'm in a CTO-level leadership role or hands-on with the code, I thrive on building tools that turn complex data into actionable value. Franck Plazanet Franck Plazanet I am a Strategic Engineering Leader with over 8 years of experience building high-availability enterprise systems and scaling high-performing technical teams. My focus is on bridging the gap between complex technology and business growth. Core Expertise: ๐Ÿš€ Leadership: Managing and coaching teams of 15+ engineers, fostering a culture of accountability and continuous improvement. ๐Ÿ—๏ธ Architecture: Enterprise Core Systems, Multi-system Integration (ERP/API/ETL), and Core Database Structure. โ˜๏ธ Cloud & Scale: AWS Expert; architected systems handling 10B+ monthly requests and managing 100k+ SKUs. ๐Ÿ“ˆ Business Impact: Aligning tech strategy with P&L goals to drive $70k+ in monthly recurring revenue. I thrive on "out-of-the-box" thinking to solve complex technical bottlenecks and am always looking for ways to use automation to improve business productivity. Milan Surelia Milan Surelia Milan Surelia is a Mobile App Developer with 5+ years of experience crafting scalable, cross-platform apps at 7Span and Meticha. At 7Span, he engineers feature-rich Flutter apps with smooth performance and modern UI. As the Co-Founder of Meticha, he builds open-source tools and developer-focused products that solve real-world problems. Expertise: ๐Ÿ’ก Developing cross-platform apps using Flutter, Dart, and Jetpack Compose for Android, iOS, and Web. ๐Ÿ–‹๏ธ Sharing insights through technical writing, blogging, and open-source contributions. ๐Ÿค Collaborating closely with designers, PMs, and developers to build seamless mobile experiences. Notable Achievements: ๐ŸŽฏ Revamped the Vepaar app into Vepaar Store & CRM with a 2x performance boost and smoother UX. ๐Ÿš€ Launched Compose101 โ€” a Jetpack Compose starter kit to speed up Android development. ๐ŸŒŸ Open source contributions on Github & StackOverflow for Flutter & Dart ๐ŸŽ–๏ธ Worked on improving app performance and user experience with smart solutions. Milan is always happy to connect, work on new ideas, and explore the latest in technology. Anthony Akpan Anthony Akpan Developer with 8 years of experience building softwares fro startups Kingsley Omage Kingsley Omage Fullstack software engineer passionate about AI Agents, blockchain, LLMs. Sage Fulcher Sage Fulcher Hey I'm Sage! Im a Boston area software engineer who grew up in South Florida. Ive worked at a ton of cool places like a telehealth kidney care startup that took part in a billion dollar merger (Cricket health/Interwell health), a boutique design agency where I got to work on a ton of exciting startups including a photography education app, a collegiate Esports league and more (Philosophie), a data analytics as a service startup in Cambridge (MA) as well as at Phillips and MIT Lincoln Lab where I designed and developed novel network security visualizations and analytics. I've been writing code and furiously devoted to using computers to make peopleโ€™s lives easier for about 17 years. My degree is in making computers make pretty lights and sounds. Outside of work I love hip hop, the Celtics, professional wrestling, magic the gathering, photography, drumming, and guitars (both making and playing them) hanson1014 hanson1014 Full-stack developer experienced in fixing and deploying AI-generated apps from Lovable, Bolt.new, Cursor, and Replit. I specialize in debugging Supabase integration issues (auth flows, RLS policies, database connections), fixing broken deployments, resolving routing/blank screen problems, and cleaning up messy React/Vite codebases. I also build production apps with the Claude API and have shipped a Mac desktop dev tool (Nexterm from scratch. Based in Hong Kong, fast turnaround. AUXLE AUXLE I am a Full Stack Developer experienced in building Websites, Web apps and Cross Platform Mobile Apps for Startups and Companies. rayush33 rayush33 JavaScript (React.js, React Native, Node.js) Developer with demonstrated industry experience of 4+ years, actively looking for opportunities to hone my skills as well as help small-scale business owners with solutions to technical problems

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Frequently Asked Questions

How do I improve prompt clarity?

Be specific about task, provide examples, state constraints clearly

What's chain-of-thought?

Ask agent to explain reasoning step-by-step before giving answer

Related Replit Issues

Can't fix it yourself?
Real developers can help.

You don't need to be technical. Just describe what's wrong and a verified developer will handle the rest.

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