Open SourceLocal-first learned-experience sidecar for coding agents (Hermes, Claude Code, Cursor, Codex). Source-linked behavior cards turn past sessions into durable practice notes. Paired with Hermes, 0 regressions across 50 LongMemEval Oracle cases, 12 improvements, 38 ties, a +35.6% relative lift over Hermes default memory alone. Python, SQLite, Pydantic, MIT.
Benlloyd Goldstein
AI engineer. Six years building multi-agent systems, agent memory, and autonomous AI products. Founder of Aeonik. Previously co-founded Flik AI (YC W20, formerly Terrasoft).
2nd PlaceMulti-agent emergency response system. CCTV vision and ambient audio fused into autonomous trilingual incident triage and broadcast. Mistral × ElevenLabs Global AI Hackathon, San Francisco. Solo build, 24 hours. Mistral Large, Pixtral, ElevenLabs Scribe v2 Realtime, Pydantic-AI, Supabase, Next.js.
YC W20Co-founder and CTO. Built the company’s generative video and media system end-to-end, a multi-agent pipeline on a RunPod-hosted Stable Diffusion backend. Architected Faith, the flagship product shipping that system to consumers (backend, video generation, live voice mode, and a Bible-sourced chat agent). Reached #12 in the Apple App Store Reference category.
Aeonik is building the operating intelligence layer for complex, site-specific physical work, beginning with landscape construction.
Current product: Groundscore, which turns the daily field videos and logged hours that crews already produce into manager-verified labor and production data, so contractors catch margin drift mid-job instead of at closeout. Ingrain, open source, is Aeonik’s learned-experience layer for coding agents.
aeonik.aiBefore AI engineering, a decade across architecture, mixed reality, and spatial design. M.Arch from Southern California Institute of Architecture (SCI-Arc), ARE complete. Y Combinator W20.