Is there still a widespread belief that LLMs and coding agents are good for greenfield development but don't help for maintaining large existing codebases? I don't think that idea holds up any more
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AI Self-Correction Behavior During Response Generation Issues
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I've noticed there's some stochasticity around this too. I think this self-correcting behavior in the middle of a response is among my least favorite. It should resolve this kind of issue with internal reasoning.
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Replit Agent Now Suggests Follow-Up Tasks for Creative Flow
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Replit Agent got even better at keeping you in your creative flow!
— Replit ⠕ (@Replit) 17 avril 2026
It now suggests follow-up tasks using full context of your project to build on your ideas:
• new features to build
• performance improvements
• user experience enhancements
Review the plan, accept what you… pic.twitter.com/lhb50827DFReplit Agent got even better at keeping you in your creative flow! It now suggests follow-up tasks using full context of your project to build on your ideas: • new features to build
• performance improvements
• user experience enhancements Review the plan, accept what you -
Replit Parallel Agents Enable Concurrent Project Development
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This feature is powered by Replit’s parallel agents, introduced in Agent 4. Replit can spin up separate copies of your project, work on them in parallel, and then combine the results at the end- handling any conflicts for you. To learn more about building in parallel, read:
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9-Step Framework: Building Functional AI Agents From Scratch
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How to build AI agents from scratch (9 steps): 1. Purpose & scope 2. I/O schemas 3. System instructions 4. Reasoning + tools 5. Multi-agent orchestration 6. Memory & context 7. Multimodal 8. Structured outputs 9. UI / API Ship agents that do work, not just talk.
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Grok Training and Agent Setup Guide Now Available
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The fun thing is they offer training too. And Grok can teach you how to set it up and get your first agent running anyway.
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Connecting Two Codebases: Architecture and Integration Strategy
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7/ Connect Two Separate Codebases "I have project A and project B. Load both. Show me how they should connect, which endpoints need to be built, what data structures they would share, how the migration should work, and what breaks the moment they are joined."
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AI-Powered Full Codebase Audit and Code Review
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1/ Full Codebase Audit "Load my entire project folder: [upload files]. Go through it and tell me which architectural decisions need revisiting, what technical debt to tackle first, where the security gaps are, what is slowing performance, and which dependencies are past their
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7 Daily Claude Prompts to Stay Ahead at Work
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Breaking: You are already behind if you are not using Claude at your job. The people outworking you are not smarter. They are using these 7 prompts every single day. Copy them here:
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UniDoc-RL: Hierarchical Visual RAG with Dense Rewards
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UniDoc-RL Coarse-to-Fine Visual RAG with Hierarchical Actions and Dense Rewards paper:
https://huggingface.co/papers/2604.14967
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