Program
A preliminary day-by-day schedule is below. Details may evolve — including during the week itself in response to your stand-up feedback — but the start and end times and dates are locked in, so you can plan your trip accordingly. All times are Pacific Time (PT).
The week follows a simple rhythm. Tuesday is for converging: pitching projects, forming teams, setting direction. Wednesday and Thursday are the build cycle: starting with design discussions, dedicated coding/work time, unconference-style brainstorming sessions, and a daily stand-up to close. Fridayis the final push — and demos.
The week has one overarching goal: to strengthen the open-source ecosystem around agentic AI for science — aligning on standards, interfaces, and roadmaps. The scope is the entire chain by which scientific knowledge is produced (from connecting to previous literature, to running complex scientific workflows with agents, to publishing trustworthy, reusable, and extendable results).
A note on expectations: the emphasis all week is on collaboration and exchanging ideas, not polished deliverables, and there are no prizes and no judging. Friday’s demos celebrate whatever exists by then — a working prototype, a design doc, a failed experiment with lessons, a first merged PR — and we favor showing the thing running over polished slides.
The week at a glance
Simplified view — coffee breaks and lunches omitted. The full schedule is below.
How the summit works
Most of the schedule is made of five recurring session types. Here’s how each one actually works, and what — if anything — to prepare.
Project pitches
Tuesday, 1:30If you arrive with something you want to build, you’ll get two minutes and the room’s attention — no slides needed beyond your intro slide. A good pitch is simple: what it is, why it matters, and what help you need. Not sure how to frame yours? Grab one of the organizers over breakfast and we’ll help you shape it. Others join the projects that grab them — this is where teams form. Don’t have a project? Perfect: your job is to shop around and join one.Design discussions
Wed & Thu morningsFacilitated whole-group sessions on the questions that need everyone in one room — iterating on shared specs like ASTRA ahead of its stable v1, defining APIs and shared infrastructure, mapping what the ecosystem is missing. Come opinionated; the point is to stress-test ideas against your real workflows.Unconference sessions
Wed & Thu, 1:30Nothing is pre-programmed here — you make the agenda. Write a topic on a card, pitch it in one sentence, put it on the session wall, and the room votes with sticky dots. The two or three topics with the most votes run in parallel corners of the room, and you’re free to move between them at any time: if you’re neither learning nor contributing where you are, walk to where you will be. Unconference veterans call this the law of two feet. First time at an unconference? You’ll have the hang of it in ten minutes.Coding blocks
Every dayHeads-down time with your project team, with experienced folks from the Lightcone team and beyond on hand to pair with you. Bring your laptop — Claude Code tokens are on us.Daily stand-up
Every day, 5:00We close each day with a quick round: what you got done, what you’re doing next, what’s blocking you — a sentence or two each. It keeps thirty people loosely aware of everything happening in the room, which is where the best cross-pollination comes from. It’s also where we ask for one thing to keep and one thing to change, and retune the next day’s program accordingly.
Come prepared (lightly)
- Fill in your intro slide. The template is in your welcome email — five minutes is plenty, and half-formed interests are fine.
- Bring a laptop — and, if you have them, a project idea and an unconference topic. Rough sketches are all you need; Tuesday exists to finish forming them.
Day by day
Tuesday, July 28
Converge- 9:00 – 9:10Welcome
Welcome to the Agentic AI for Science Developer Summit!
- 9:10 – 9:40Opening Address — Fernando Pérez
Fernando Pérez — Faculty Director of the Berkeley Institute for Data Science, Associate Professor of Statistics at UC Berkeley.
- 9:40 – 10:00Introduction to the Workshop
Get oriented on the week ahead — the goals, the rhythm of the days, and how each session format works.
- 10:00 – 10:30Participant Introductions
Introduce yourself in a single slide — your interests, your skills, and a tease of what you'd like to work on.
- 10:30 – 11:00Coffee Break
- 11:00 – 12:00Brainstorming Session
A first round of open discussion in small groups: scope out what we should tackle during the week and refine project ideas into something pitchable.
- 12:00 – 1:30Lunch
- 1:30 – 3:00Reports, Project Pitches & Team Formation
Each group reports back from the morning's discussions, followed by project pitches — two minutes and the room's attention to recruit collaborators — and team formation. No project of your own? Perfect — shop around and join one.
- 3:00 – 5:00Coding / Development Block
Get building with your new team: set up repos and environments, and write the first lines of code — with experts on hand to pair with you.
- 5:00 – 5:30Daily Stand-up
A quick round to close the day: what you got done, what's next, what's blocking you — plus one thing we should keep and one we should change, so we can retune tomorrow.
- 5:30 onwardsSocial / Networking (Optional)
Wednesday, July 29
Build- 9:00 – 10:30Design Discussion
Dig into core design questions together — iterating on shared specs like ASTRA, defining APIs and shared infrastructure, scoping out new initiatives.
- 10:30 – 11:00Coffee Break
- 11:00 – 12:30Coding / Development Block
Heads-down time to implement and experiment on whatever you're building.
- 12:30 – 1:30Lunch
- 1:30 – 3:00Unconference / Discussion Slot
Bring your own topics — an open slot for sessions you propose, technical Q&A, and meeting collaborators.
- 3:00 – 5:00Coding / Development Block
Keep building, with experts on hand to pair with you.
- 5:00 – 5:30Daily Stand-up
A quick round to close the day: what you got done, what's next, what's blocking you — plus one thing we should keep and one we should change, so we can retune tomorrow.
- 6:00 onwardsSummit Dinner
Thursday, July 30
Build- 9:00 – 10:30Design Discussion
Dig into core design questions together — iterating on shared specs like ASTRA, defining APIs and shared infrastructure, scoping out new initiatives.
- 10:30 – 11:00Coffee Break
- 11:00 – 12:30Coding / Development Block
Heads-down time to implement and experiment on whatever you're building.
- 12:30 – 1:30Lunch
- 1:30 – 3:00Unconference / Discussion Slot
Bring your own topics — an open slot for sessions you propose, technical Q&A, and meeting collaborators.
- 3:00 – 5:00Coding / Development Block
Keep building, with experts on hand to pair with you.
- 5:00 – 5:30Daily Stand-up
A quick round to close the day: what you got done, what's next, what's blocking you — plus one thing we should keep and one we should change, so we can retune tomorrow.
- 5:30 onwardsSocial / Networking (Optional)
Friday, July 31
Ship · Early Finish- 9:00 – 11:00Coding / Development Block
Your final push — wrap up your tasks, squash bugs, and land your first contributions.
- 11:00 – 12:30Demos & Closing
Show what you built — live and running, however rough. We close by mapping where each project lives and how the work continues after this week.
- 12:30Lunch & Departure
Grab lunch before you head out — the official close of the summit.