Aristarkh Manchuliantsev
Team Lead → Co-Founder → Growth Marketer | Bridging creativity and analytics | Running campaigns like experiments
About
Dynamic Resonance answers the two questions that kill more startups than competition does: what's next, and how do we get there.Each founder gets three evidence-graded venture routes — Vision + Wedge + Bridge — with the probability of reaching the next stage, the cost to get there, and the receipts behind every number. The core is a claim | reality firewall: the model proposes, non-model evidence decides, and the two meet only in code. No score is ever taken from the model's word.The method is published, not pitched:— From Checker to Forecaster (arXiv 2607.10972)— Win by Silence (arXiv 2607.12986)On a frozen, name-blind venture backtest the frozen score reached AUC 0.756 with 2.1× top-quartile lift. Pilot only, not proof — the honesty is the point.Run a program or back founders? I'll walk one of your founders' routes through the system live — judge the output, not the pitch.
Company history
- Dynamic ResonanceAI-native GTM Engineer2025-08 – present · 1y
- MediaMaxxingUGC Creator & Paid Social Specialist2026-04 – 2026-06 · 2 mo
- ECCORetail Sales Manager2021-02 – 2025-06 · 4y 4mo
Skills
Playbooks
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