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leve.devAI Agents·Case Study 5 / 7
AI Agents·2026

autonom.vc

Submit a token, and a pipeline of AI agents analyzes it, decides, and invests — around the clock. autonom.vc is where I took the community-VC idea and hardened it: model fallbacks, response caching, and a risk config that can't be argued with.

Multi-Agent AISolanaNext.jsSupabaseVisit site
4+1
agent pipeline
50 %
profit share to submitters
Opus 4.5
primary model
0.5 SOL
max per position
6
cron jobs
autonom.vc landing: 'Autonomous Venture Capital — AI agents analyze and invest in Solana tokens 24/7'
Submit alpha, earn 50% of every profitable trade.
01 — The Idea

Community deal flow, autonomous execution.

The community sources the ideas — anyone can submit a Solana token — and an agent pipeline does the rest, 24/7. When a call pays off, the submitter earns 50% of the profit. It's the same premise as pnyx, rebuilt with everything I'd learned about running LLMs in production.

02 — The Pipeline

Quant, then two evaluators, then the Chief.

A submission flows through a staged pipeline — Quant first (metrics, safety filters, technical indicators), then a Profiler and Evaluator in parallel, then a Chief agent makes the call. A fifth Portfolio agent watches open positions for exits.

  • The LLM layer is hardened for production: Claude Opus 4.5 as the default with a GPT-5.2 fallback, 30-second timeouts, rate-limit backoff, and a 5-minute response cache keyed by content hash.
  • Risk limits are centralized and env-validated: stop-loss at −30%, take-profit at +100%, trailing stop, 72-hour max hold, 0.5 SOL max per position — with guardrails that validate the config itself.
  • Every agent step streams live into the UI, and if one agent fails the pipeline degrades to a fallback report instead of crashing.
  • It reuses Callscan — one of my earlier projects — as a tool to check a caller's historical on-chain track record.

Planning something similar?

I design and ship AI agent systems, data platforms and full-stack products — from first idea to production.

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