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The ideas and learnings shaping our work today.

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Benjamine Liu

Co-Founder & CEO

How AI will transform biopharma — and why the sequence of change matters

Uneven Frontiers

Divya Ramamoorthy

Senior Data Scientist

Jiho Park

How we built Formation Bio’s clinical trial prediction model

Delphi: Formation Bio's Clinical Trial Prediction Model

Wes Yanowitch

Senior Business Development Associate

How Formation Bio is applying validated biology to underexplored disease areas

Known in New: Applying Validated Biology at Scale

Iyob Gebremariam

Senior Software Engineer

How Formation Bio is designing a resilient research engine using durable execution

Building Durable AI Workflows for Indication Landscaping

Kenny Peng

Principal Engineer

How Formation Bio uses Pareto frontiers to analyze the high-water marks for drug development

Where Drugs Win or Lose: Mapping the Competitive Bar in Biopharma with AI

Dan Neil

How Formation Bio designs systems for sublinear scaling and compounding memory

Building an AI-Native Pharma Company

Sujitt Rameshkumar

Software Engineer

How Formation Bio built a human-in-the-loop pipeline to make genetic insights operational at scale

Scaling the Impact of Genetics Insights

Josh Minzner

How we built ARK – an MCP gateway that connects models, tools, and permissions to enable the next generation of AI-powered work at Formation Bio

ARK: A Gateway for AI-Native Work

Cohen Karnell

Sr. Software Engineer

How LLM-assisted processing transformed 260,000 unstructured clinical trials into 6.5 million structured components and embeddings

Structuring Clinical Trial Data at Scale

How Formation looks for “dark assets”– silently deprioritized candidates that may reveal hidden opportunity

Searching Across Silence

John Klingelhofer

 of this series, we explored the architecture behind 

, our GenAI-powered recruitment tool that streamlines patient recruitment for clinical trials. In this post, we’ll take a deeper look at the execution layer that powers Muse’s assistants.

Introducing Muse

The Technical Architecture Powering Our AI Recruitment Tool Muse 

Deep Dive into the AI Features and Technical Implementation of Muse

In this post, we’ll explore the high-level architecture and key components that power Muse, offering a behind-the-scenes look at how we leverage OpenAI’s LLMs to create an efficient and effective tool for crafting recruitment strategies and content.

Linhao Zhang

Co-Founder & CTO

We envision a future where drug development is faster, more cost-effective, and significantly more likely to succeed, ultimately allowing us to achieve that mission - and AI is a key part of that vision.

Formation Bio's AI Vision Statement

We are excited about AI’s potential to meaningfully address the drug development bottleneck. We have begun incorporating LLMs and AI models in everything we do, and our plans for AI innovation and investment span short, medium, and long term horizons.

Our Vision for AI in Pharma

As we advance on our journey toward building the pharma company of the future, TrialSpark is now officially Formation Bio.

Introducing Formation Bio

There are several thousand known human diseases, yet we only have FDA-

approved treatments for about 500 of them

. Patients are desperately waiting for more. We are building the pharma company of the future designed to bring new treatments to patients faster than ever before. 

The ideas and learnings shaping our work today.

Building an AI-Native Pharma Company

Uneven Frontiers

Delphi: Formation Bio's Clinical Trial Prediction Model

Known in New: Applying Validated Biology at Scale

Building Durable AI Workflows for Indication Landscaping

Where Drugs Win or Lose: Mapping the Competitive Bar in Biopharma with AI

Building an AI-Native Pharma Company

Scaling the Impact of Genetics Insights

ARK: A Gateway for AI-Native Work

Structuring Clinical Trial Data at Scale

Searching Across Silence

Deep Dive into the AI Features and Technical Implementation of Muse

The Technical Architecture Powering Our AI Recruitment Tool Muse

Formation Bio's AI Vision Statement

Our Vision for AI in Pharma

Introducing Formation Bio

Mission and Purpose at Formation Bio

Interested in joining our team? Visit our Careers page.