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MemLayer: The plug-and-play memory layer for smart, contextual LLMs.
MemLayer captures key information from conversations, stores it persistently, and retrieves exactly what your model needs to stay consistent and contextual. Works with any LLM. Build smarter agents in minutes, without managing your own memory system - plus an ML-based extraction module to filter and enhance what gets stored.
MemlayerThe plug-and-play memory layer for smart, contextual agents
Divyansh Agrawalleft a comment
Hey everyone! We built MemLayer because AI agents need real, persistent memory to be useful in production. Not just long context windows or embeddings slapped on top, but salience-gated, structured, recallable memory. MemLayer works with any LLM, stores facts as vector + graph, and retrieves context exactly when it matters. Excited to hear your feedback and see what you build with it.
MemlayerThe plug-and-play memory layer for smart, contextual agents
Cerno Insight is a RAG-powered AI platform for multi-format document processing, including PDFs, Office files, text, HTML, and images via OCR. It offers intelligent triage modes for efficient handling of small and large documents. Features hybrid search (BM25 + FAISS), GPU-accelerated reranking, query expansion, multi-language support, and batch processing. Built on FastAPI, it leverages Gemini LLMs, embeddings, and optimized caching for high-performance, scalable retrieval and analysis.
Cerno InsightAI-powered retrieval turning your docs into clear knowledge.
Helix AI auto‑generates living documentation from your codebase. Fast, interactive, and always up‑to‑date. Check out the released version on GitHub!
Helix v1.0Auto‑generated documentation, tests and code intelligence
Helix transforms codebase management with AI-powered docs, test generation & execution, smart refactors, visual dependency graphs, and runtime insights—helping teams onboard faster, refactor confidently, and ship high-quality code. Join the waitlist now.
HelixThe Intelligence Layer for Your Codebase
Divyansh Agrawalleft a comment
Hey Product Hunt! 👋 We built Cerno because most AI tools today feel like black boxes, powerful, but hard to trust or control. Cerno is different. It’s a local-first research platform that uses agentic AI to break down complex questions into transparent, verifiable workflows. You can switch between self-hosted models and cloud LLMs on the fly, trace every reasoning step, every query, every tool...
CernoLocal-first AI research with transparent research workflows
Cerno is a local-first research platform using agentic AI to decompose complex queries into verifiable, multi-step workflows. Switch between cloud and local models, trace every reasoning step, and optimize costs—all while keeping data on your machine.
CernoLocal-first AI research with transparent research workflows