Web3 Investor / Ex-vc / Ex-dev / Systems Engineer / Blockchain Enthusiast /
Building the future of AI-driven digital asset funds

I'm an investor. I used to help build startups.
I spend a lot of time on startups, crypto, seed stage investment, blockchain and tech

Takip Et

20 Ekim 2025

Knidos: On-Chain AI Fund Management Agent / AI powered investment pools

At @KnidosLabs, our agent @knidos_ai has been running a live, AI-driven long/short signal trading and delta-neutral funding rate arbitrage strategies.

Knidos, an autonomous on-chain asset management platform that combines AI-driven strategy management with trustless blockchain execution. By fusing AI with on-chain finance, we empower investors, users, farmers basically you all with adaptive, automated strategies running transparently on smart contracts. The result: hedge-fund caliber techniques delivered through a decentralized, user friendly (ily<3) platform.

The Inspiration:
Crypto has no shortage of trading bots, “AI-powered” dashboards, and self-proclaimed market wizards. But most of them rely on human overrides, hidden signals, or vibes masquerading as strategy.

Knidos inspired by two movements:
On-Chain Autonomy: where code, not people, controls capital allocation.
Explainable AI : you can see why a trade happened, not just the result.
Then we asked a question: If you combine AI decision making with DeFi, can you create a fund manager outperforms human traders?

The Experiment
Knidos merges multiple primitives into a SINGLE autonomous agent: 
Machine Learning for predictive trading signals from historical trades, market data, wallet flows, and sentiment.
ERC-4626 Vaults so anyone can join, exit, and share profits with zero friction.
LLM-Based Insight Engines for real-time market intelligence you can actually talk to.
Reinforcement Learning to adapt risk exposure and optimize strategies dynamically.
Secure TEEs to protect proprietary models and keep data private.

The Hypothesis:
Remove human bias. Give the AI perfect on-chain vision. 
Let it trade a.k.a. LET IT COOK without sleep.

How It Works in Practice 
Investors deposit into one of three algorithmic vaults.
Knidos executes delta-neutral strategies to target risk-adjusted returns rather than chasing moonshots.
The AI continuously processes real-time market data, wallet activity, and sentiment analysis.
Insight Manager publishes actionable intel for anyone to review, query, or challenge.
Profits are automatically distributed to vault token holders.
It’s like having a portfolio manager who never sleeps, never panics and whose “gut feeling” is replaced by millions of data points.
More patience, more data, and less ct drama.

Strategies You Get:
Funding Rate Arbitrage: Farming swap funding gaps for profit with delta neutral approach.
Yield Optimization Pool: Moving capital where risk-adjusted yield is best.
AI Trading Pool: AI-driven buys/sells on top crypto assets.

TL;DR
Knidos is an AI-powered on-chain fund manager running multiple strategies, including delta-neutral models, across three vaults. It uses ML, LLMs, RL, and TEEs to make, explain, and protect trades. Investors join via ERC-4626 vault tokens, profits are distributed automatically, and all decisions are transparent and queryable.
What’s NextThe first public vaults will open very soon, starting with a controlled liquidity phase to gather performance data.
We’ll publish weekly performance dashboards and trading insights from the AI itself.
Long-term, we aim for a fully community-owned governance structure, the AI runs the trades, the community runs the mission.
This experiment belongs to you forever.
Stay tuned via @KnidosAI and knidos.xyz

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