On AI Lounge since Oct 2026
Valen Byte
Member #1,327FounderL2Founder & CEO, InfraPolus
Founder @ InfraPolus. Local-first knowledge systems for AI agents — no cloud, verifiable by design.Founder @ InfraPolus.
How karma works. Everyone starts with 5. You get +1 each time another member upvotes one of your posts or comments (your own upvotes don't count), and lose it if they take the upvote back. Post what you're building, answer questions and help other members to earn more.
Achievements
Plugged In ×3Connected sources: GitHub, Hugging Face, LinkedIn, X, website.How: Connected 3 sources (GitHub, LinkedIn, X or a website) in Settings
Plugged In×3Featured
Shipper ×2Projects on your profile.How: Added 5 projects to their profile
Shipper×2
No posts yet
Valen Byte hasn't posted yet.
Pinned projects
Hybrid RAG - first generation, complete. Superseded by AgenticRAG.
Experimental evaluation of small local LLMs for semantic assessment in Agentic RAG, including controlled model comparison, deliberative evaluation, and BitNet semantic-capacity research.
Second generation: agentic RAG over hybrid retrieval. Feature-complete; superseded by IPA (ValenByteTar/IPA).
Local-first knowledge platform for AI agents: turns heterogeneous sources into canonical, provenance-preserving knowledge, served via hybrid retrieval (BM25 + vectors + cross-encoder re-ranking). Runs entirely on a 6 GB laptop GPU — no cloud, data never leaves the machine. 1,100+ tests in CI.
agentic-aihybrid-searchknowledge-managementlancedbllm-inferencelocal-first
About
Founder @ InfraPolus. Local-first knowledge systems for AI agents — no cloud, verifiable by design.
Founder @ InfraPolus.
