Our story — Precigenetics

Biology deserves
better instruments.

Telescopes let us see farther. Microscopes let us see smaller.
Our question: how do we see living cells change?

An ongoing record of what we’re building.
New chapters as the work grows.

↓Scroll to exploreFrom the first question to a living atlas
01 / The idea25 March 2024
25 March 2024 · From the archive
If I had $1B I would build in noninvasive biotech devices. Microscopes. Shine some waves on your cells to understand what state they’re in at multiple time points
Parmita Mishra@parmita
The idea, in its original words. A public post from March 2024. The ambition was already there: observe living cells repeatedly. Read the original post ↗

01 / The idea

An idea,
written down.

Before there was Cell Cinema, there was a question: what would it take to observe the same living cells at multiple points in time? That ambition appeared in a March 2024 post: the beginning of the story we are building together.

The follow-up was just as important: “Make it portable and affordable.” The goal was to make a new kind of observation possible—and practical.

Read the original post ↗
02 / The starting pointResearch begun before the company
Four HMCVelo plots showing model-inferred directions across sampled cells.
Finding direction in a snapshot. HMCVelo, Figure 3. Inferred epigenetic trajectories across sampled cells. Independent academic work; 2026 preprint, CC BY 4.0. Read the research ↗

02 / The starting point

What does a
snapshot miss?

That question grew out of computational biology. In 2023, work on HMCVelo explored how DNA methylation and hydroxymethylation snapshots could help infer the direction of cellular change.

It also brought the measurement problem into focus. A model can search for structure in the data it receives. The instrument helps determine which parts of biology enter that data at all.

Read the research ↗
03 / The landscapeCell states & transitions
Conceptual branching valleys inspired by Waddington’s landscape; not measured trajectories.
One cell. A landscape of possibilities. An original conceptual illustration inspired by Waddington’s landscape. These paths are not experimental trajectories. Explore the idea ↗

03 / The landscape

Life takes
different paths.

Gene expression and epigenetic regulation help shape the paths a cell can take. Waddington’s landscape gives that idea a memorable form: branching possibilities, with history shaping what happens next.

This is part of what makes predictive biology so demanding. A cell’s current state is one part of the story. How it reached that state, and how it responds next, matter too.

Explore the idea ↗
04 / The turning pointMay 2024
The original May 2024 photograph of Born and Wolf’s Principles of Optics, marked in purple.
The next step was an optics textbook. A photograph shared in May 2024: Born and Wolf’s Principles of Optics. View the archival post ↗

04 / The turning point

Change how
the data is made.

The question moved beyond the model. Work such as Raman2RNA showed another possibility: combine Raman measurements with computation to infer aspects of cellular expression.

The lesson was about the tools themselves. To ask different questions of living systems, we could change how the data was made. The next step was to learn the optics—and begin building.

View the archival post ↗
05 / The engineering ambitionAn inspiration from exploration
NASA’s SHERLOC engineering model undergoing laboratory tests.
Powerful questions deserve powerful instruments. NASA’s SHERLOC engineering model during laboratory testing. Photograph: NASA/JPL-Caltech. This is a reference from planetary exploration. Meet SHERLOC ↗

05 / The engineering ambition

Build for the
questions ahead.

In July 2024, the ambition took a wider frame: bring more of the engineering energy of space exploration into biology. NASA had sent Raman spectroscopy to Mars aboard SHERLOC to investigate the chemistry of another world.

Living-cell Raman also has decades of research behind it. Our challenge is to turn that powerful physics into practical, repeatable measurements of living systems.

Meet SHERLOC ↗
06 / The first backingInitial funding · 2024
Parmita with Jim O’Shaughnessy, from her October 2025 public photograph.
Initial pre-seed backing
OSV1517 Fund
With Jim O’Shaughnessy, October 2025. From our archive. Our Infinite Loops conversation was published in November 2024. Listen to the Infinite Loops conversation ↗

06 / The first backing

Backed to
build.

O’Shaughnessy Ventures and 1517 Fund led our initial pre-seed funding. They backed the conviction that better biological models would need better ways to measure the living world.

In November 2024, we joined Jim O’Shaughnessy on Infinite Loops to discuss how to think about biology. The question behind that conversation is still the one behind our work: what becomes possible when we can observe more of it?

Listen to the Infinite Loops conversation ↗
07 / Into the scientific conversationSPIE Photonics West · January 2025
Parmita presenting a Fingerprint vector slide from a SPIE podium, with an audience in the foreground.
Presenting at SPIE Photonics West, January 2025. An original photograph shared from the conference. View the Photonics West post ↗

07 / Into the scientific conversation

Take the physics
to the room.

At SPIE Photonics West in January 2025, we presented work connecting Raman spectroscopy with computational analysis of red blood cells. The slide on screen turns spectral measurements into a fingerprint vector: a concrete bridge between optics and biological interpretation.

That bridge is central to how we build. Measurement quality, calibration, and interpretation have to advance together. The instrument and the biological question shape one another.

View the Photonics West post ↗
08 / A place to buildFebruary 2025
Parmita in a lab coat beside the empty bench in the newly secured lab, February 2025.
“This bench will not be this empty again…” The newly secured lab, February 2025. A photograph from the original announcement. View the lab announcement ↗

08 / A place to build

An empty bench.
A place to begin.

By the end of 2024, the team had reported its first prototype, PROTO-1. In February 2025 came another concrete step: a lab of our own.

An empty bench meant a place to connect the engineering to the biology—to build an instrument, run an experiment, and learn from what actually happened.

View the lab announcement ↗
09 / A home for the workSan Carlos · February 2025
The illuminated MBC BioLabs building at dusk, from our February 2025 arrival post.
MBC BioLabs, San Carlos. A photograph from the week we moved in. The beginning of our work inside a shared research community. Read MBC BioLabs’ welcome ↗

09 / A home for the work

A lab.
A community.

In February 2025, we joined MBC BioLabs in San Carlos. The idea now had a bench, a place to grow cells, and a community of people building their own answers to difficult biological questions.

For a company building both instruments and experiments, that proximity matters. The hardware could meet the daily realities of cell biology, and each experiment could send us back to the design with a sharper question.

Read MBC BioLabs’ welcome ↗
10 / Engineering the experimentThe lab · June 2025
Parmita beside two mounted commercial robot arms on the laboratory bench in June 2025.
Robot arms on the bench, June 2025. A photograph from our lab as we explored automation around the experiment. View the original lab post ↗

10 / Engineering the experiment

Build beyond
the microscope.

By June 2025, robot arms were on the bench. Following a living system means coordinating more than image acquisition: sample handling, timing, environmental control, and the record of what happened all matter.

Our engineering ambition extends across that whole experiment. Optical measurement, biological preparation, and automation have to work together before a richer dataset can become a repeatable one.

View the original lab post ↗
11 / The buildJuly 2025
Two purple Phos v0 circuit boards carrying the Precigenetics logo.
A first look at Phos v0. Real Phos v0 circuit boards, shared in July 2025. The opening image is a close-up from the same post. View the hardware post ↗

11 / The build

From an idea
to circuit boards.

The hardware became tangible. In July 2025, we shared Phos v0: purple circuit boards carrying the Precigenetics mark. The accompanying thought was simple: “Bringing beautiful engineering to biology.”

Progress takes physical form: a board, an optical assembly, a working experiment. Each gives us something concrete to test and improve.

View the hardware post ↗
12 / The way we workOptics · computation · biology
Microscopes and other laboratory equipment on the Precigenetics bench in July 2025.
The bench begins to fill. The Precigenetics lab, July 2025. Commercial laboratory instruments sit alongside the work of developing new measurement tools. View the lab photograph ↗

12 / The way we work

An idea becomes
a team.

As the work grew, people joined across photonics engineering, computational biology, and cell biology. Each discipline brought a different way to approach the same question: how do we measure living biology well enough to learn from it?

The work spans optical systems, cell culture, instrument control, and data analysis. Building instruments and running experiments in the same place lets each discipline sharpen the others. Every prototype and every measurement carries that collective effort.

View the lab photograph ↗
13 / Experience around the missionPharma · technology · expansion
The three-person Indianapolis photograph shared with the announcement of Christopher Whitfield joining the advisory board.Indianapolis · April 2025
Parmita at a gathering with Bob Gourley and others, from her November 2024 public post.A gathering with Bob Gourley · November 2024
Advisors, conversations, and a wider horizon. Above: the Christopher Whitfield advisory announcement photograph. Below: a gathering with Bob Gourley and others. Read the advisor announcement ↗

13 / Experience around the mission

A wider circle
of experience.

Our advisors bring experience from the industries we want this work to serve. Christopher C. Whitfield brings pharmaceutical leadership experience at Eli Lilly and Gilead in Africa. Bob Gourley, former CTO of the U.S. Defense Intelligence Agency, brings a perspective on technology and biosecurity.

As we expand, that experience sharpens the questions around the science: where can the measurement matter, what evidence will it need, and how do we build an organization capable of delivering it?

Read the advisor announcement ↗
14 / Cell CinemaThe work today
SK-MEL-2 + RSL3: follow the response. Processed chemical-feature display from the Cell Cinema preview. Frames are interpolated; colors are not validated organelle identities. Explore Cell Cinema ↗

14 / Cell Cinema

See for
longer.

Telescopes extended how far we could see. Microscopes extended how small. The question we keep returning to is time: how do we follow living cells as their chemistry changes?

Cell Cinema is our starting point: repeated, label-free measurements of living-cell chemistry, connected to experiments that test what those changes mean. From the original question to the work on the bench, that purpose has stayed with us.

One public exploratory pilot
7spatial fields17acquired times / field8 hobservation window
Inspect the acquired observations ↗
Explore Cell Cinema ↗
15 / The software around the signalSpatial maps · time · comparison
Apollo
Apollo’s purple interface comparing an initial chemical-feature map with a later view, alongside a local feature profile.
Apollo, from early build to current workspace. Original software screenshots. Feature indices are processed views; display smoothing adds no acquired measurements. Inspect the Apollo workspace ↗

15 / The software around the signal

Make the signal
inspectable.

The instrument produces a measurement. Apollo gives us a workspace for asking what changed: select a chemical feature, compare an initial state with a later one, and inspect a region in more detail.

The work is to keep the evidence connected—the spatial map, the selected time, and the trajectory of a chemical feature. Moving between those views helps us decide which changes deserve the next experiment.

Inspect the Apollo workspace ↗
16 / The science, in publicMay 2026
Purple cellular image supplied by Precigenetics and featured in Drug Discovery News.
Drug Discovery News

You cannot understand
biology by killing it

The story in Drug Discovery News. Cell Cinema image supplied by Precigenetics and featured in Bree Foster’s article. Read Bree Foster’s article ↗

16 / The science, in public

A question worth
sharing.

In May 2026, science writer Bree Foster, PhD, told the Cell Cinema story in Drug Discovery News. The article connected our original question with the work taking shape in the lab: what can we learn by following living cells through change?

It also introduced the next challenge. Richer measurements become useful when they help answer a concrete biological question—starting with how cells respond to drugs, and when that response becomes harmful.

Read Bree Foster’s article ↗
17 / The experimental foundationHardware · living-cell culture
MBOP — Modular Biological Observation Platform The company’s public MBOP chip and cartridge design rendering, July 2026.

The environment is part of the experiment.

MBOP: the hardware around the cell. Public MBOP design rendering, July 2026. View the public MBOP design ↗

17 / The experimental foundation

Keep the experiment
alive.

Following a living cell takes more than a microscope. It takes a controlled environment: nourishment, temperature, flow, and carefully timed perturbations. MBOP brings that context into modular hardware designed to connect cell culture with repeated optical measurement.

Our hardware and biology teams connect the engineering to the living system. The goal is a repeatable experiment that can keep producing useful response data over time.

View the public MBOP design ↗
18 / From optics to an instrumentPublic design preview · July 2026
Instrument designDRUG-SCOPE
Public DRUG-SCOPE concept rendering showing an instrument enclosure and handheld optical probe.
Optical designMiniaturizationSystem integration
DRUG-SCOPE, a public instrument concept. Design rendering shared by Precigenetics in July 2026. View the public design preview ↗

18 / From optics to an instrument

Make the optics
an instrument.

A powerful optical method is only the beginning. It also has to become an instrument that can fit into the setting where a measurement is needed. DRUG-SCOPE is one expression of that engineering direction.

In July 2026, we shared a design preview centered on bringing a larger optical system into a compact instrument. The work connects optical design, miniaturization, and system integration—the physical decisions that determine where a measurement can go.

View the public design preview ↗
19 / A first biological questionToxicity research
Research program · In development Cleopatra
Can we see injury
coming?
Drug exposureChemical responseCell health

Initial focus: liver-cell toxicity.

Cleopatra: begin with toxicity. Conceptual research sequence: connect early chemical responses with independently measured cell health. Explore the research direction ↗

19 / A first biological question

What changes
before injury?

Toxicity is one of the first places we want this richer record to matter. Cleopatra is our toxicity-modeling program, beginning with liver-cell responses to drugs.

The question is practical: can early chemical changes help us anticipate later injury? We are working toward that answer by connecting Cell Cinema trajectories with controlled experiments and independent measures of cell health.

Explore the research direction ↗
20 / The longer viewSensing · models · control
Development direction · Patent pending Cell-in-the-Loop

A model that can ask the cell another question.

Cell-in-the-Loop. Patent pending. A conceptual feedback cycle connecting observation, learning, and perturbation. Research and engineering in development. Read the larger vision ↗

20 / The longer view

Let the next question
come from the cell.

The longer-term ambition is an experiment that learns as it runs. A model observes the cell’s chemical response, helps choose the next perturbation, and receives a new measurement from the living system.

Our patent-pending Cell-in-the-Loop approach connects sensing and experimental control, so biological AI can learn through repeated interaction with cells. MBOP provides the experimental setting; Cell Cinema provides the changing record.

Read the larger vision ↗
21 / TYCHOBiosensing · biosecurity
TYCHOBiosensing & biosecurity
Parmita holding the printed This is fine meme while speaking with Gabriel Dickinson on MTS Live.
MTS LiveJuly 2026 · The public introduction
Explaining the stakes on MTS Live. Our July 2026 conversation with Gabriel Dickinson. An original interview screenshot from the announcement, complete with printed memes. Watch the MTS Live interview ↗

21 / TYCHO

Measurements that
outlive the model.

We introduced TYCHO on MTS Live in July 2026: a broader biosensing and biosecurity effort, extending our toxicity-data work toward recognizing and understanding biological harm.

The name honors Tycho Brahe’s legacy: observations that helped later scientists build better models. That is the foundation we want to build for biology—measurements that future models can learn from, test against, and improve upon.

Watch the MTS Live interview ↗
22 / Beyond the labAugust 2026
The Times of IndiaAugust 2026 · In print
The Times of India print feature: Parmita’s using chip tech and AI to understand living cells, by Akhil George. Open the newspaper clipping
The Times of India, in print. The original newspaper feature about our chip technology and living-cell work, by Akhil George. Read the Times of India feature ↗

22 / Beyond the lab

A story that
reached home.

In August 2026, our work reached the back cover of The Times of India in a half-page feature. Akhil George’s reporting followed the connection between chip technology, optics, AI, and our ambition to understand living cells.

The story appeared in what its publisher describes as the world’s largest English broadsheet daily. For us, it was also personal: work that began as a question at a lab bench had become something our families could hold in their hands.

Read the Times of India feature ↗
23 / Where fabrication beganUniversity of Arizona
University of Arizona buildings, photographed during our Arizona fabrication chapter.
University of Arizona. From our team’s Arizona archive. The university’s optics facilities connect precision optical engineering with micro- and nanofabrication. Explore Arizona’s fabrication facilities ↗

23 / Where fabrication began

Fabrication begins
in Arizona.

Our fabrication efforts began at the University of Arizona, a center for advanced optics and photonics. Its Wyant College of Optical Sciences brings together microfabrication, precision optical engineering, and instruments built for space.

For us, this was where the hardware story became more physical: translating designs into fabrication work, then bringing what we learned back to the instrument and the biological experiment.

Explore Arizona’s fabrication facilities ↗
24 / The first Arizona cleanroomBefore the biofactory
Sasaan wearing protective cleanroom clothing in our first small Arizona cleanroom.
A close-up from the fabrication environment, seen through an amber-toned cover.
Arizona · The first small cleanroom
Inside our first small cleanroom in Arizona. Sasaan in the cleanroom, alongside a detail from the fabrication environment. Photographs from our team archive. View the cleanroom photograph ↗

24 / The first Arizona cleanroom

A small cleanroom.
A concrete beginning.

Before the biofactory announcement, there was a smaller beginning: our first mini cleanroom in Arizona. A place to begin the practical work of fabrication and connect the design with the conditions needed to build it.

A cleanroom makes environmental control part of the build. For optical and microfabricated hardware, small variations can become measurement problems. The next step was to build the capacity to make and test more of the system ourselves.

View the cleanroom photograph ↗
25 / A place to build what comes nextArizona · August 2026
Our next chapterArizona
biofactory.
TYCHO · August 2026
Atoms Not Bits headline: Arizona Secures Critical American BiofactoryRead the Atoms Not Bits coverage ↗
Sasaan’s Arizona update, August 2026. Original public video, with audio and English captions. Below: a screenshot of the Atoms Not Bits biofactory headline. Read the opening announcement ↗

25 / A place to build what comes next

From the bench
to a biofactory.

Our Arizona chapter grew from fabrication efforts at the University of Arizona and the first small cleanroom toward a larger buildout. In August 2026, we announced our Arizona facility—the biofactory we call TYCHO. Atoms Not Bits covered the expansion.

The next ambition is to bring fabrication, measurement, and experiments closer together: a place to build better tools, study drug responses, and feed what we learn back into the next generation of instruments.

Read the opening announcement ↗
26 / What we’re building nowLiver toxicity · cancer drug response
What we’re building nowThe living response atlas
Seven Raman feature-ratio maps labeled by region at four hours, shown in purple, orange, and yellow.
Initial focusLiver toxicity
Initial focusCancer drug response
The work that becomes the atlas. Selected Raman feature-ratio maps at four hours. Colors show a processed spectral ratio. The broader atlas is in development; open the image to inspect the maps. Read the atlas announcement ↗

26 / What we’re building now

An atlas of
living drug response.

Right now, we’re building an atlas of how living cells respond to drugs, starting with liver toxicity and cancer. We’re building this record across treatments, doses, and time to give biological AI a richer foundation to learn from.

Our ambition is to change how drugs are understood and developed: recognize harm earlier, understand why responses diverge, and make the next experiment more informative. Every response we record should make the next decision better grounded.

Read the atlas announcement ↗

27 / The ambition

We’re only
getting started.

The ambition is still the one written down in March 2024: make richer biological measurements practical and affordable enough to become part of everyday discovery.

We’re building toward more instruments, more living systems, and a much richer atlas of drug response. As our team and experimental capacity grow, so does the scale of the questions we can take on. This is still the beginning.

From the beginning · 25 March 2024
“Make it portable and affordable”
Read the original post ↗