Introducing Nuanced: a structured context layer for AI coding tools

This title was summarized by AI from the post below.
View profile for Ayman Nadeem

Founder & CEO at Nuanced (YC W24) | 7 yrs at GitHub – built code nav, infra, and code search

Nuanced is a structured context layer for AI coding tools: call graphs, symbol maps, and static analysis that make LLMs reliable. We just launched our explainer video: 📽️ https://lnkd.in/eA8wmYeA If you’ve ever banged your head against Claude Code or Cursor, you know the pain: LLMs can write code, but they don’t understand it. They hallucinate helpers, invent imports, and break prod, because they can’t trace real structure across your repo. Nuanced gives them that structure. No more guesswork. Just deterministic edits, grounded in your codebase.

Zain Hasan

AI builder & teacher | AI/ML @ Together AI | ℕΨ EngSci @ UofT | Lecturer | ex-Vector DBs, Data Scientist, Health Tech Founder

3mo

Very cool! I'd love to learn more about how this works.

Salman Khalid

CAIO at AiDevLab || CEO at Senarios || AI Automations || Voice Bots || RAG

3mo

Ayman, The challenge of AI hallucinations in coding tools is so frustrating! With structured context layers like Nuanced, we're finally moving towards making LLMs not just efficient but reliable too. Have you noticed improvements in your coding workflow since adopting these tools?

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Pavan Kumar Dubasi

Principal AI Consultant @ VibeTensor | LLM | RAG | Transformer Architecture | Fine-tuning | RLHF | Vector Databases | Knowledge Graphs | Blockchain | zk Proofs | MLOps | IEEE Author | Patents | Open to Projects

3mo

sounds like a pretty solid solution for the lms problem, maybe itll get some traction.

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Robert Ravanshenas

VC Partner | Investing at the forefront of Consumer AI

3mo

Game changer for the AI coding ecosystem! Excited to see more of whats possible thanks to Nuanced

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