From Risk to Signal: FDA Insight, Venture Capital Judgment, JPM Reflections

Schedule

Thu Feb 26 2026 at 12:30 pm to 05:00 pm

UTC-05:00

Location

500 Totten Pond Rd 1st floor | Waltham, MA

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A high-signal forum combining FDA perspective, venture capital, JPM insights, and live startup evaluation for founders and operators
About this Event

Program Overview
đź•§ Doors open at 12:30 PM. Light lunch will be served prior to the start of the formal program at 1:00 PM.

​Session 1 — FDA Reality Check: How Risk Is Evaluated Early
(By Former FDA Expert on Digital Health Center of Excellence)

​A practical discussion on how FDA evaluates early-stage medical devices and digital health products through the lens of risk, function, and evidence.

​Topics include:

  • ​How FDA evaluates risk and classification pathways in practice
  • ​What has (and hasn’t) changed in recent digital health / SaMD guidance
  • ​Where teams commonly overreach early on claims, evidence, or timing
  • ​Assumptions that create regulatory friction later

​Focused on patterns and judgment — not regulatory advice or submission guidance.

​Session 2 — Capital Allocation Under Uncertainty

​Mark Zheng
(Strategic Partner, VU Venture Capital · Founder, TopContenders Network)

​An examination of how investors form judgment in AI and deep tech when outcomes are uncertain and timelines are long.

​Discussion themes include:

  • ​How early-stage risk is evaluated in power-law markets
  • ​What distinguishes companies that can generate 10×–100Ă— outcomes
  • ​Why market size, timing, and structure often outweigh early traction
  • ​Common misalignments between founder narratives and investor judgment

​A discussion-oriented reality check — not a fundraising or VC mechanics session.

​Session 3 — Post-JPM Signal Forum: From Insight to Action

​A moderated discussion extracting signal from JPM Week conversations and translating it into next steps.

​Focus areas:

  • ​What JPM conversations led to real follow-ups
  • ​What diligence questions repeated across meetings
  • ​Which signals point to execution-ready opportunities
  • ​How founders can better interpret JPM feedback

​Moderator: Morse (Co-host)

​Session 4 — Startup Evaluated Showcases

​A structured, signal-focused evaluation of selected early-stage startups.

​Each team:

  • ​4 min — Context & problem framing
  • ​4 min — Live Q&A
  • ​4 min — Direct feedback

​Designed to surface clarity, assumptions, and readiness — not polished pitches.

​🤝 Why Attend

  • ​Gain a clearer understanding of how FDA risk, evidence, and early assumptions are evaluated
  • ​See how venture investors form judgment under uncertainty in AI and deep tech
  • ​Learn how to translate JPM Week conversations into concrete next steps
  • ​Observe how startups are evaluated live in a structured, signal-driven format
  • ​Engage in thoughtful discussion with founders, operators, investors, and ecosystem leaders

​This forum is designed for participants seeking decision-level insight, not tactical instruction.

​⚠️ Disclaimer

​📸 Photos and video recordings may be taken during the event and used for promotional purposes.

​📝 Program topics, speakers, and schedule are subject to change without prior notice.

​⚖️ This event does not constitute investment advice or a solicitation of investment. All discussions are for informational and educational purposes only.

​🔒 By registering for and attending this event, you consent to the sharing of your registration information with the event organizers and event sponsors for event-related communications and follow-up.

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Where is it happening?

500 Totten Pond Rd 1st floor, 500 Totten Pond Road, Waltham, United States

Event Location & Nearby Stays:

Tickets

USD 32.78

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