Yifan Gan

Hong Kong "compliant Web3" infrastructure company, evolving from a single protocol into on-chain data infrastructure + an agent runtime. Sole core PM owning the product definition and delivery of multiple

• Chain (on-chain data API · vs. Bitquery) Repositioned from "data tool" to "on-chain intelligence layer for agents"; shipped website / dashboard / SDK docs site. Differentiation: native Smart Money datasets + built-in KYT/KYA compliance + DEX execution + agent interfaces (MCP / Skills / x402), covering independent product lines. 10+ chains. Built a Bitquery-benchmarked pricing framework; enterprise data- is in customer PoC / Liberfi (no-code DeFi site builder · "Shopify for DeFi") Owned PRD and interaction for 6 core widgets shipped–Swap, Perps, Prediction Markets, Smart Money Tracking, Referral, and the home page; enabling projects and KOLs to deploy professional Web3 sites from templates. Now the core component library of the company's codeless platform. BeeOS (cloud AI-agent runtime · 0→1 architecture) Defined the product architecture from scratch– conversation-page state machine, Skill system (L0/L1/L2), config panels–through PRD and interaction. Serves as a core demo in fundraising materials. Open Ant (decentralized task / reputation protocol · cf. x402) Led product design of a Proof-to-Pay protocol; defined an "off-chain execution + on-chain settlement" model with Merkle batch aggregation, supporting multi-chain escrow. trial / with several deals advancing to procurement evaluation.

DeFAI / AI trading-agent infrastructure ($11M raised, led by Web3. com Ventures / Vertex). Tackling the high Multi-surface AI trading assistant (0→1) Mobile / web / browser-extension across three surfaces; defined the agent's off-chain data decomposition (social / news / macro) and multi-source communication architecture.

The browser extension deeply adapted to Twitter's information structure, enriching tweet streams in place and guiding conversion into trades. Agent-driven trading (early mover) Closed the loop from agents querying BSC / Solana liquidity-pool data to operating user wallets for on-chain trades (swap / stake); analysis, news subscription, and Meme Hunter modules formed a complete "signal → decision → execution" chain.

Research-tool subscription monetization Validated a paid path via subscription; an early single channel reached 500 DAU / 5K+ cumulative tool users (internal metric), confirming willingness-to-pay for AI agents in retail crypto decision-making. Token-economics design Defined circulation thresholds, allocation, sell-pressure modeling, and the airdrop plan; this design supported the 2025 mainnet token (AIA) launch and monetization strategy.

Web3 on-chain reputation + Sybil detection / decentralized identity ($3M+ seed led by SevenX / Vision Plus, with Hash Key / Redpoint China / GGV / SNZ; $TA TGE Jul 2025).

Facing both cold-start and on-chain-

• Telegram / TON Mini App (0→1) Drove the product from zero to launch–on-chain reputation attestation scoring + gamified quests + partner integrations. Within a company-level base of 3M+ users / reputation data scarcity. metric), becoming a core source of the company's on-chain reputation data and supporting later 200K MAU, the Mini App I owned reached 6K+ DAU / 180K+ cumulative users (product-level internal fundraising and BD. AI Agent system (0→1) Defined the agent product form and user workflow from scratch; handled LLM selection (GPT-4o), Function Call architecture, prompt and parameter tuning, and a reward + guided- tutorial system. Token-economics design Defined circulation thresholds, allocation, sell-pressure model, and airdrop plan supporting the $TA mainnet token launch.

~$41.78B quarterly major-coin perpetual volume and a #4 ranking among major-asset perpetual venues. A leading crypto derivatives exchange (USDT / coin-margined perpetuals up to 100x; backed by FBG Capital / LD Capital)–named a subject of Token Insight's "Q1 2021 Perpetual Contract Trading Data Report," with

Advanced CEX trading modules (sole lead) Solely led product design of advanced trading features–two- way / one-way position switching (one-click reverse), trailing orders, batch TP/SL, and sub-accounts– CCSwap DEX (0→1) Led product design of the lending pool (CCloan) and leveraged tokens; contributed to AMM and trading-mining modules; shipped SEO and a content platform on Next. js SSR. AI-Native Independent Products / Personal Practice Evidence of the AI-Native workflow–each project completed end-to-end (user pain → architecture → spec delivery) independently. article production from 5–7h to ≤90min (4–5× per-creator throughput). E-commerce Tik Tok -creation tool (Apr 2026–) Compressed single-video production from 5–8h to ≤60min (6–8×), covering trend scanning, product matching, generation, and compliance review end-to- end. Self-built AI-Native PM toolchain (Mar 2026–) Turned "competitive research → PRD → prototype" into executable Claude Code custom Skills (strategy / engineering breakdown / weekly review) + a private plus structured/dual-currency flexible savings and modular campaign design. research MCP (authenticated data capture) iterating on the workflow itself via weekly logs.

option pricing, cross-source EV computation, and time-series momentum factor research.