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
- Vague or ambiguous system prompt
- Insufficient or wrong tool definitions
- Poor few-shot examples in prompt
- Missing context about domain/rules
- 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.
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 people’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)
PawelPloszaj
I'm fronted developer with 10+ years of experience with big projects. I have small backend background too
Jared Hasson
Full time lead founding dev at a cyber security saas startup, with 10 yoe and a bachelor's in CS. Building & debugging software products is what I've spent my time on for forever
Jaime Orts-Caroff
I'm a Senior Android developer, open to work in various fields
Taufan
I’m a product-focused engineer and tech leader who builds scalable systems and turns ideas into production-ready platforms.
Over the past years, I’ve worked across startups and fast-moving teams, leading backend architecture, improving system reliability, and shipping products used by thousands of users. My strength is not just writing code — but connecting product vision, technical execution, and business impact.
Mehdi Ben Haddou
- Founder of Chessigma (1M+ users) & many small projects
- ex Founding Engineer @Uplane (YC F25)
- ex Software Engineer @Amazon and @Booking.com
Luca Liberati
I work on monoliths and microservices, backends and frontends, manage K8s clusters and love to design apps architecture
Prakash Prajapati
I’m a Senior Python Developer specializing in building secure, scalable, and highly available systems. I work primarily with Python, Django, FastAPI, Docker, PostgreSQL, and modern AI tooling such as PydanticAI, focusing on clean architecture, strong design principles, and reliable DevOps practices. I enjoy solving complex engineering problems and designing systems that are maintainable, resilient, and built to scale.
Victor Denisov
Developer
MFox
Full-stack professional senior engineer (15+years). Extensive experience in software development, qa, and IP networking.
You don't need to be technical. Just describe what's wrong and a verified developer will handle the rest.
Get HelpFrequently 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