Taha Rouifi
Research

Web3 / AI

Solana Liquidity Copilot

Built from years inside Solana communities and the need to turn chaos into an interface.

Mission Briefing

A copilot concept that watches signals, summarizes risk, and supports faster market understanding.

Problem

Solana liquidity data is fast, noisy, and hard to turn into clear decisions.

Why I Built It

Built from years inside Solana communities and the need to turn chaos into an interface.

System Architecture

Need
Idea
AI Agent
Tools
Automation
Output
Lesson

Tech Stack

SolanaData pipelinesAI summariesDashboardsAlerts

Workflow

Need gets translated into a repeatable system, then tested until the output becomes useful enough to keep improving.

Key Features

  • Signal dashboard
  • Liquidity watchlist
  • AI explanation layer
  • Risk notes

What I Learned

  • Speed without interpretation is noise
  • Crypto products need trust surfaces
  • Communities reveal what dashboards miss

Next Iteration

  • Pools monitored placeholder
  • Alerts generated placeholder
  • Signal quality placeholder