CURATOR

Meta Global AI Developer Hackathon

Soundtrack: Chapter by Chapter (Suno, 2:55) by GRooVeMaKeRs

A life, kept chapter by chapter.

Other systems overwrite the past, call the edit done, but a record you rewrite can't say what was once. Change a job, they change the field, the old you is gone, chapter by chapter. The Curator, a Life Content Manager, does the opposite: keeping every detail, nothing lost, nothing overwritten, chapter by chapter. When you write, The Curator finds the subjects in what you wrote and creates a chapter for each subject, automatically — every chapter, every arc, with what, when, and why it changed. So you can ask about a life at any point in time, not just its latest version.

Built Oct 26–Nov 4, 2026 in the Meta Global AI Developer Hackathon.
Worker: Muse Spark 1.3 via Meta Model API · Picture: Muse Image · 295 tests pass, 0 fail · 13-entry K-record · 49-sentence demo story · 8 of 11 chapters filed
Watch Muse Spark 1.3 answer through the wrapper → · Full technical report →

Start here: the record

Curator keeps every detail, nothing lost, nothing overwritten, chapter by chapter. When something changes, the old version stays in the record — it is not overwritten. That is the whole idea.

Full record: 13 entries — 12 facts, 1 question. Each entry is labelled, so you can tell a fact from a question. A chapter is only filed when enough separate sentences back it up; until then, it stays grey and open.

Open the full 13-entry record Watch Muse Spark 1.3 in the terminal See the engine code on GitHub

The story below is made up for this demo — Ada Okafor is not a real person — so you can use it without an API key. The record above is that made-up story, written out as a list of facts. The code that writes records like this for real, using Meta's models, is on GitHub.

Step 1 — Seed the story

Edit this story if you like — remove a sentence and its topic loses support. Then pull it apart.

Ada Okafor grew up in Ibadan, the eldest of three children, and learned bookkeeping from her mother, who ran a market stall. In 2019 she joined the Lagos records office as a junior clerk, filing paper invoices by hand. By 2022 she was records lead in Lagos, after her predecessor retired, and she moved the office from Ikeja to Victoria Island. In 2024 she earned a records management certificate, paid for by the office, and began training two junior clerks. On Monday, Ada, records lead in Lagos, approved a $12,000 invoice for office supplies. On Tuesday, her manager Priya Nair said Ada had moved to head of records, and that invoice approvals over $10,000 now need Priya's sign-off. On Wednesday, Ada approved a second invoice for $11,500, and the supplier, Delta Office, delivered the goods the same day. On Thursday, the finance team asked: was Ada authorized on Wednesday, and what did the agent believe at the time? Her brother Tunde, who works at Delta Office, had recommended Delta to Ada in 2023, which the finance team noted as a conflict to check. Ada's certificate course in 2024 had covered exactly this case: approvals after a rule change need the new sign-off, not the old one. On Friday, Priya signed off the Wednesday invoice herself, and the audit closed with a note: the record, not Ada's memory, settled what was believed on each day. Ada grew up in Ibadan with her two younger siblings. Ada's mother ran a market stall in Ibadan for many years. Ada learned bookkeeping at her mother's market stall in Ibadan. Ada was the eldest of three children in Ibadan. Ada's mother taught her eldest child to keep market accounts. Tunde, Ada's brother, grew up in Ibadan with her. Ada kept the Lagos filing cabinets in order as a junior clerk, and her hand-written logs were checked every Friday. As records lead, Ada signed the weekly filing report herself. Priya told the team on Tuesday that Ada was now head of records, and Ada chaired the records meeting that same week. Ada's new title, head of records, appeared on the office noticeboard on Wednesday. The Lagos records office had worked from Ikeja for years before the move. Victoria Island gave the office a larger filing room than Ikeja had. Staff in Lagos still filed paper invoices by hand in the Victoria Island office in 2023. Ada's records management certificate covered filing, retention, and audit trails. The certificate course included training for new clerks. Ada's training sessions for junior clerks ran every week in 2024. The office paid for Ada's certificate training in 2024. Ada's certificate training covered sign-off rules for large invoices. Priya's sign-off rule applied to every approval over $10,000. No approval over $10,000 could go ahead without Priya's sign-off after Tuesday. Ada asked Priya about the sign-off rule on Tuesday. The new sign-off rule was written into the office handbook on Tuesday. Priya signed off large approvals herself after the rule change. Ada filed the $12,000 Monday invoice in the Victoria Island office. The $11,500 Wednesday invoice was filed with Delta Office's delivery note. Ada approved invoices for office supplies every week in Lagos. Paper invoices from 2019 were still in the Lagos filing cabinets in 2022. Delta Office supplied paper, folders, and ink to the Lagos office. Delta Office delivered goods to Victoria Island on Wednesday. Tunde works at Delta Office and knows its delivery team. Ada's brother Tunde recommended Delta Office in 2023. The supplier, Delta Office, sent a delivery note with Wednesday's goods. Delta Office had supplied the Lagos office since 2023. The finance team asked Ada about the Wednesday invoice on Thursday. The finance team checked the audit trail for Monday and Wednesday. The audit closed on Friday with a note from the finance team. The finance team noted the audit result in the record on Friday.
 Ada ran training for junior clerks in the Victoria Island office.

Step 2 — Chapters pulled from the story

One tangled life, eleven threads. Support is counted by the engine: one independent supporting sentence moves a chapter one shade darker, on a 0–9 greyscale. Shades 8–9 are the black band — a chapter gets filed. Below that, it stays grey. This fuller story files the fact chapters, and leaves the open questions grey until the record answers them.

Press “Pull it apart” to see the chapters.

Step 3 — Ask about a life, at a point in time

Now chat. Ask what Ada’s life looked like on Monday, or every job she has ever had and why each one changed — the record answers from the chapters, not just the latest version.

Life chapters

A chapter is filed here only when it reaches the black band. Grey chapters and open questions do not get filed as certain — they stay open, listed below, until the record answers them.

No chapters filed yet.
Pull the story apart, then file the certain chapters.

Ready prompt — update something from the record

This prompt is ready to go, sitting at the bottom. Send it and watch what happens to the grey Wednesday chapter: a new entry is appended, the old uncertainty stays underneath it, and nothing gets edited.

“Update: Priya confirms the Wednesday invoice was covered by the old rule on Thursday, before the new sign-off rule took effect.”