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AutoStoryteller

Every story is a journey. Follow it wherever it leads — the paper, the conference, the exhibit hall.

Governed research from the field to every stage it deserves. The journeys of migration, displacement, and survival — captured with rigor, able to show their work, and told with care.

  • Field
  • Evidence
  • Knowledge
  • Discovery
  • Story

Built for: · · · ·

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02 / 11 · See it

One day at Yorktown, as the record holds it.

Research that shows its work.

Seven items. Four were sealed on the phone at the shutter, carrying position and time; three were filmed on a second camera that records no position, and say so above. Nothing was staged for this page.

Yorktown, Virginia · 5 September 2026. Four clips and three photographs, each shown with exactly what the record holds for it — no more. The day opens on the clock check, because the times you read afterwards are only worth what that check is worth.

Read the sequence

    03 / 11 · The field

    Evidence begins in the field.

    A researcher with a phone becomes a rigorous field unit. Here is one real session — Colonial Williamsburg, Jamestown and Yorktown, September 2026 — at three moments in a day.

    The research plan travels into the field. Twelve places, twenty-six scenes, a hundred and twenty things asked for — carried onto the phone, working with no signal at all.

    🎬 Field Studio — plan your fieldwork · Colonial Williamsburg · planned
    12 locations · 120 items · open a place to see its scenes
    📍 Jamestown Visitor Center26 items · 5 scenes
    ○ not startedThe ships at the pier8 items
    photo · establishingThree ships from the pier · ×4
    photo · detailRigging ropes and masts · ×6
    audio · ambientRiver water against hulls · 90s

    The researcher doesn’t carry a checklist — the research plan travels with them. Every frame is sealed at the shutter: hashed, located, timestamped and signed the moment it is made. When a moment outruns the app, one tap records the intent and the file is matched that evening.

    Executing plan
    GPS locked · 37.22571, −76.78320 · ±5m
    Track 17453 · Events 41 · Assets 29 · ⌚ 2 pending
    The ships at the pier8 items
    Three ships from the pierPhoto
    ◐ in progress · 2/4 · required
    Rigging ropes and mastsPhoto
    ○ not started · 0/6 · required
    River water against hullsAudio
    ○ not started · 90s · required
    ⬡ Scan here
    Records where and when, then scan in the other app — the export file carries neither.

    Before you leave Yorktown, AutoStoryteller knows what the research plan still needs. The day is verified, taken into custody, and measured against the plan — while the site is still reachable.

    🌙 Evening Field Review — six steps, in order. Nothing here deletes, overwrites or corrects an original.
    📦 Captures
    160
    114 sealed at the shutter, 46 admitted afterwards
    🗒 Plan
    14 of 120
    3 part-way · 103 not started
    🎯 Still owed
    100
    Marked required and not yet made
    ⚠ Needs a decision
    0
    Every check that could run, ran
    1Receive and verify5 imports · custody taken on 160
    2Reconcile137 of 160 placed at a scene
    3Assess160 in custody · nothing flagged
    4Propose tomorrow11 places you could go
    5Correct working copies0 checked out · originals untouched
    6Re-plan tomorrow12 locations · 120 items · 10 of 26 scenes measured
    No audio capture has been made anywhere in this session. The plan asks for 27, so nothing here carries what that would have recorded. The plan is yours — if that is not what you want from this trip, drop them and the record will say the coverage was revised, not missed.

    Capture correctly when possible. Detect problems while they can still be corrected. Preserve the original. Never silently alter the historical record.

    These are faithful recreations of the real interfaces — the studio’s own type, spacing and grammar — carrying figures read out of the live record on 6 September 2026. They are drawings of the software, not screenshots of it.

    04 / 11 · The scan

    Turn it over. It came back at full size.

    On 5 September a researcher scanned the museum’s plaster Washington in the galleries at Yorktown — one act, on a phone, in a working museum. It is a cast taken by William Hubard from moulds made directly off Houdon’s marble. This is that scan, and the number beside it is the point: the export carries metric scale — and a scale is something you can check.

    • ◉ Measured
    • ◉ Observed position
    • 2.044 m
    • 152,066 triangles

    Why that word is earned — and how to check it. A pass with no recoverable scale is a picture of a shape, not a measurement of one — the record may only call that generative. This one carries its scale. Check it: the Association for Public Art publishes the Washington Square bronze, cast from the same Houdon original, at 6 ft 7½ in — 2.019 m. This scan’s box is 2.044 m: 1.2% over, and over the way a plaster cast should sit, since bronze shrinks as it cools and plaster barely does. Not yet checked: the export was cropped and no tape has touched this object — corroboration, not verification.

    • .lasMeasurementthe point cloud, as surveyed
    • .glbPresentationwhat you are turning
    • .usdzPresentationfor a phone held up in a room
    • .plyUndeclaredpoint cloud, mesh and splat all use it — so it declares nothing

    A scan is one act and several files. Each export carries a role read from its format, and the same act may be admitted as many times as it produced files — the same bytes twice are still refused.

    And this one is a derivative. The export it came from is held unaltered; what you are turning has had its stray room-geometry removed and its texture reduced to travel. That is a presentation copy, and saying so is the whole idea.

    A photogrammetric scan of Jean-Antoine Houdon’s statue of George Washington: standing in eighteenth-century dress, a cane in his right hand, his cloak draped over a bundle of rods beside a ploughshare.

    05 / 11 · The descent

    How do we know?

    A story is only worth as much as what sits under it. Open each layer and go down — from the sentence a visitor reads to the file that was sealed on a phone at Jamestown.

    The storyA visitor on the pier is told what these ships were.open
    ○ In design   Presentation Studio is decided architecture — a Story declares a Theme, and generated media can never pass as documentary — but nothing renders a public experience yet. This layer is what the rest is being built toward, and it is not standing today.
    The statementThe claim that sentence rests on, tied to what supports it.open
    ○ In design   Research Studio. There is no Statement object in the platform today — no evidence graph, no competing accounts held side by side. Saying so is the point: this is the layer that turns a body of captures into scholarship, and it is the next thing to build, not something already running.
    The plan itemWhat the research asked to be captured, and why.open
    ◉ Running · proven on real fieldwork   Real, in the record now: at the scene The ships at the pier, inside Jamestown Visitor Center, the plan asks for eight things. One of them reads photo · establishing — Three ships from the pier ×4. Another asks for audio · ambient — River water against hulls · 90s. A plan item is an intention, and the record never pretends it was met.
    The captureA file placed where and when it was actually made.open
    ◉ Running · proven on real fieldwork   Of 160 captures taken into custody across three days, 137 sit at a scene, matched by position and time. 23 do not — the nearest planned scene was 325 m away, past the distance at which a match can honestly be called, so the record says nowhere to go instead of guessing. A capture that satisfies nothing stays where it was made and counts as no coverage.
    The originalSealed at the shutter and never touched again.open
    ◉ Running · proven on real fieldwork   Hashed, located, timestamped and signed the moment it was made. Of the 160 in custody, 114 were sealed on the device and 46 were admitted afterwards — and the record keeps that distinction permanently rather than flattening both into “photo”. Every transfer since has re-verified signature and fixity.

    Three of these five layers run today. The two above them are where the work is going. A page arguing that research should show its work has to show its own.

    06 / 11 · The studios

    Five studios. One governed record.

    Research travels from the field to its audiences through five connected studios — each a workspace of its own, none subordinate to another. Open any studio to see what it does, and the AI team that works inside it.

    Each one says where it actually is. One of the five runs today and has been used on real fieldwork; the rest are architecture, some decided and some still being designed. This site labels its own claims the way the platform labels its evidence — it would be a poor argument for provenance that quietly overstated itself.

    1. 01CAPTURE IT

      Field

      ◉ Running · proven on real fieldwork

      Capture where the story happened — sealed, located, even offline.

      highlights
      • Sealed at the shutter — hashed, located, signed
      • Plans travel to the app and work offline
      • Evening review — reshoot while you're still there
      Its AI team
      • Capture Coach — plain-language shot guidance
      • Media Quality — flags blur, proposes recapture; may never alter an original
      • Synchronization — resumable, verified transfer
    2. 02BRING IN WHAT OTHERS KNOW

      Literature

      ○ In design

      Bring the scholarly record in — screened, reviewed, reconciled.

      highlights
      • Import from Zotero and reference managers
      • Reviewers work offline in structured packages
      • Disagreement is preserved, never erased
      Its AI team
      • Duplicate Detection — finds the same work twice
      • Statement Extraction — drafts candidate claims for review
      • Gap Analysis — what the coverage still misses
    3. 03ESTABLISH WHAT THE EVIDENCE SUPPORTS

      Research

      ○ In design

      Establish what's known. Sources become knowledge through review.

      highlights
      • Statements and evidence, established by review
      • Uncertainty is a governed state — never hidden
      • Competing accounts coexist
      Its AI team
      • Evidence Extractor — surfaces support in sources
      • Contradiction Detector — finds what conflicts
      • Citation Manager — keeps every source straight
    4. 04ASK WHAT YOU HAVEN’T THOUGHT TO ASK

      Discovery

      ○ In design

      Explore the whole record — proposed, never assumed.

      highlights
      • Proposes — never establishes
      • Records the path of every exploration
      • Finds the questions worth asking next
      Its AI team
      • Similarity — candidate connections and echoes
      • Gap — unexplored ground
      • Anomaly — what doesn't fit the pattern
    5. 05TELL THE STORY

      Presentation

      ◍ Decided · not yet built

      Established knowledge, staged for every audience.

      highlights
      • Living map experiences and exhibits
      • Stage-, page-, and print-ready material
      • Generative media never passes as documentary
      Its AI team
      • Asset Optimization — renditions per venue; never alters a canonical asset
      • Media Orchestration — assembles, never invents
      • Accessibility — captions, descriptions, translations

    Every studio is staffed by governed AI agents with explicit, bounded authority — what each may do, may propose, and may never do is written down and enforced. Agents propose; people establish.

    Carried by shared services

    Publication · Repository · Federation · Administration — identity, custody, policy, and audit, kept accountable across all of it.

    07 / 11 · The record

    Research that shows its work.

    From one governed record, every destination: the journal paper, the conference talk, the book that retells a dissertation as the story of its discovery, the museum exhibit, the living map an audience can walk through. Every claim traceable to the evidence behind it — and every institution publishing under its own name.

    • Papers
    • Conferences
    • Presentations
    • Books
    • Exhibits
    • Map experiences
    • How it is known
      • ◉ Measured
      • ◉ Observed
      • ◍ Stated
      • ○ Inferred
      • ○ Unresolved
    • Who put it there
      • ◉ Established by a person
      • ◍ Proposed by a machine
      • ○ Disputed
    • What the material is
      • ◉ Documentary
      • ◍ Presentation
      • ○ Generative — always labelled

    Uncertainty is a state, not a failure. Of the 26 scenes planned at Colonial Williamsburg, 10 carry an observed position — taken on the ground — and 16 say plainly that theirs is only suggested. The map draws those differently, and nothing quietly promotes one into the other — a position reconstructed after the fact can never be recorded as one taken on the ground.

    08 / 11 · The machine

    AI that knows where its authority ends.

    Every agent works inside written, enforced limits — what it may do, what it may propose, and what it may never do. Nothing an agent produces enters the record as fact because it sounded confident.

    • AI may

      • Extract candidate statements
      • Find relationships across the record
      • Detect contradictions between sources
      • Identify missing evidence
      • Suggest questions worth asking
      • Propose narrative structures
      • Surface what does not fit the pattern
    • A person must

      • Establish a claim
      • Judge what is significant
      • Resolve uncertainty
      • Approve an interpretation
      • Decide what belongs in the scholarly record
      • Accept the exposure of sending material out at all
    • AI may never

      • Alter canonical evidence
      • Erase disagreement
      • Turn an inference into a fact
      • Pass generated material as documentary
      • Rewrite the record without human establishment

    Agents propose; people establish. Confirming a machine’s sentence records who affirmed it — never that a person wrote it.

    09 / 11 · The trust

    Built to protect what cannot be replaced.

    Testimony of displacement, deportation, and genocide is entrusted, not owned. Evidence is sealed the moment it is captured, and every transfer extends a verifiable chain of custody. Nothing corrects an original — a correction is a new thing that remembers what it came from.

    • ◉ Original — sealedHashed, located, timestamped and signed at the shutter. Never altered, never replaced.
    • ◍ DerivativeA crop, a colour correction, a transcription, a translation, a restoration — each a new record pointing back at what it was made from.
    • ○ PresentationThe paper, the exhibit, the map, the film. Generated material is permanently labelled and never passes as documentary.

    And the story belongs to the people in it. Communities hold authority over their own cultural material — an authority no institution can grant, hold, or withdraw. Provenance travels with every record, and an institution’s knowledge is never locked in or held hostage.

    10 / 11 · For you

    Built for the way you work.

    Govern your researchers and your data with your own rules — and share on your own terms.

    Your institution your rules researcher researcher researcher roles grants policy Zotero · reference managers · repositories governed connectors Partner institution …and others research · stories · exhibits field evidence statements review paper · talk assistant — proposes competing account — preserved uncertainty is a governed state your method travels with you THE RECORD — kept faithfully, never altered the story — told on top exhibit living map book generated media — always labeled, never documentary every claim traceable to the record beneath it collection chain of custody original — never altered documentary presentation generative — labeled exhibit staged from established knowledge preservation master — the record retained in full laptop — the plan the app plan travels · works offline sealed at the shutter ⌖ outside — reconciled reshoot: north façade — movement marker — not sharp enough tomorrow, revised — published at the edge home — chain of custody

    11 / 11 · The invitation

    Bring us a story worth following.

    One studio of the five runs today, and it has been used on real fieldwork — a plan carried into the field, a day taken into custody that evening, and a scan that came back at full size. The rest is being built against architecture that is written down and argued in the open. If you steward a collection with a journey worth following — or research worth proving — we’d like to hear from you while it is still being shaped.

    info@autostoryteller.com

    ⤓ The brief (PDF)

    In development · © 2026 AutoStoryteller