🧬 De-Risking Biotech's Biggest Bets | David Li Rerelease (3/4)
August 10, 2026
In this part of the podcast, David Li, CEO and co-founder of Meliora Therapeutics, reflects on his experience helping build Everest Detection around the challenge of finding lung cancer earlier. He discusses the potential of a noninvasive, blood-based test, why lung cancer can be difficult to detect in blood, and how access to early-stage clinical samples helped the team investigate the problem.
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“You need to be able to project into what will happen when you arrive at the finish line, if and when you arrive at the finish line.”
In this part of the podcast, David Li, CEO and co-founder of Meliora Therapeutics, reflects on his experience helping build Everest Detection around the challenge of finding lung cancer earlier. He discusses the potential of a noninvasive, blood-based test, why lung cancer can be difficult to detect in blood, and how access to early-stage clinical samples helped the team investigate the problem.
David also compares biotech development with software innovation. Instead of releasing a product, gathering customer feedback, and iterating quickly, life science teams have to define a product profile, test core hypotheses, and de-risk the path to a prototype. He explains how parallel experiments, decision trees, and the distinction between one-way and two-way decisions can help teams move with urgency without treating every choice as irreversible.
The conversation closes with a look at fundraising and capital allocation in biotech, where time, money, and risk are closely linked. David shares why raising enough capital to run experiments in parallel can accelerate progress, and why knowing when a project will not reach its next value inflection point is one of a founder's most important responsibilities.
Key Topics Covered:
- The case for earlier lung cancer detection
- Noninvasive blood-based diagnostics
- Clinical samples and biological signals
- Life science innovation versus software development
- Biotech's slower, engineering-led business cadence
- Balancing urgency with deliberate decision-making
- Parallel experiments and decision trees
- One-way and two-way decisions
- Defining biotech product-market fit
- De-risking core hypotheses
- Fundraising and capital allocation
- Value inflection points and knowing when to stop
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Find our guest, David Li, at these links:
LinkedIn: https://www.linkedin.com/in/david-li-9aa210b
Website: https://www.melioratherapeutics.com/
Find our host, Jon Chee, at these links:
LinkedIn: https://www.linkedin.com/in/jonchee/
Learn more about Excedr:
LinkedIn: https://www.linkedin.com/company/excedr/
Website: https://www.excedr.com
Intro & Outro Songs Created by OkKyojin, Owned by Excedr:
Website: https://flow.page/kyojin
Resources & Articles:
USPSTF Lung Cancer Screening Recommendation: https://www.uspreventiveservicestaskforce.org/uspstf/recommendation/lung-cancer-screening
Stemcentrx Acquisition Announcement: https://investors.abbvie.com/news-releases/news-release-details/abbvie-expand-oncology-presence-through-acquisition-stemcentrx
Amazon 2016 Letter to Shareholders: https://www.aboutamazon.com/news/company-news/2016-letter-to-shareholders
Everest Detection: https://everestdetection.com/
Companies, Universities, & People Mentioned:
Stemcentrx: https://investors.abbvie.com/news-releases/news-release-details/abbvie-expand-oncology-presence-through-acquisition-stemcentrx
Goldman Sachs: https://www.goldmansachs.com/
KKR: https://www.kkr.com/
Benchling: https://www.benchling.com/
Timestamps:
00:00 Intro
02:31 Why Early Lung-Cancer Detection Matters
03:41 The Case for Blood-Based Screening
04:18 Clinical Samples and the Lung-Cancer Signal
05:22 Life-Science Innovation Versus Software
05:40 A Different Business Cadence
06:59 Balancing Urgency and Deliberation
07:38 Parallel Experiments and Decision Trees
08:12 Reducing Serial Work and Burn
09:04 One-Way and Two-Way Decisions
10:55 Biotech Product-Market Fit
11:11 Defining the Right Biotech Product
14:57 De-Risking Core Hypotheses
17:04 Fundraising and Capital Allocation
18:40 Value Inflection Points and Knowing When to Stop
19:18 Outro
The Biotech Startups Podcast gives you a front-row seat to the business and science of building a biotech. Hosted by Jon Chee, CEO of Excedr, the show features honest conversations with founders, execs, and investors about their work, their companies, and how they got there. From scientific breakthroughs to startup lessons, each episode explores what it really takes to grow a life science company—from pre-seed to IPO.