diff --git a/ROADMAP.md b/ROADMAP.md index a702a2de..b46eaea6 100644 --- a/ROADMAP.md +++ b/ROADMAP.md @@ -1,6 +1,6 @@ # ARCHAI Roadmap -Last updated: 2026-06-07 +Last updated: 2026-07-11 This roadmap turns the current progress logs, audits, and research notes into a practical build sequence. ARCHAI is the main app and source of truth. The public website is a demo window into that system. @@ -104,6 +104,33 @@ Goal: make the project understandable to GLAM partners, RMIT, funders, and colla Status: improving. +## Field Signals → Product Language + +Goal: turn what the museum field is asking for out loud into how ARCHAI +describes itself. These are positioning/framing items that sharpen features we +largely already have, not new engineering milestones. + +Prompted by two 2026-07 field signals (see +`docs/STRATEGY_NOTE_ACCESS_AS_PRODUCT_2026-07-11.md`): the "museums are showing +what they used to hide / access as a product" conversation, and the "AI gives +museums a lifeline — with strings attached" data-homogenisation debate. + +- Make the **evidence boundary** a visible, demonstrable product feature: what + the system knows, what it doesn't, and where it got it — the direct answer to + the "AI slop / cultural homogenisation" fear. +- Frame object detail as **"behind the record"**: the provenance / rights / + source-link layer is ARCHAI's equivalent of open storage and the conservation + window — value is in showing the working, not hiding it. +- Carry a **data-sovereignty talking point** into partner/funder decks + (RMIT/pre-seed, outreach): position ARCHAI against both extremes surfaced by + the IWM/V&A licensing-marketplace story — giving heritage data away for free, + or renting it back from a platform. +- Guardrail: do not pitch ARCHAI as "monetise access with an AI bot." Our + contribution is the trustworthy record beneath human access, keeping curators + and their labour visible. + +Status: captured, feeding positioning and outreach materials. + ## Near-Term Build Queue 1. Main app result browse/search parity with website demo. @@ -113,3 +140,4 @@ Status: improving. 5. Whisper/Piper prototype as separate optional path. 6. Rights audit command before every public demo push. 7. Generated AUXIO manifest sync for true page editing. +8. Make the evidence boundary a visible product feature (Field Signals theme). diff --git a/docs/RESEARCH_INDEX.md b/docs/RESEARCH_INDEX.md index e565d7cf..ba63694e 100644 --- a/docs/RESEARCH_INDEX.md +++ b/docs/RESEARCH_INDEX.md @@ -15,6 +15,11 @@ The goal is to keep the conceptual, technical, and PhD-facing work easy to find. - [APP_FUNCTIONAL_AUDIT_2026-06-03.md](/Users/robgraham/Desktop/APPS/ARCHAI%20APP/docs/APP_FUNCTIONAL_AUDIT_2026-06-03.md) - functional review of the app and major workflow gaps +- [STRATEGY_NOTE_ACCESS_AS_PRODUCT_2026-07-11.md](STRATEGY_NOTE_ACCESS_AS_PRODUCT_2026-07-11.md) + - field-signal capture: "access as a product" + "AI with strings attached" + - distilled positioning against AI-slop/homogenisation and free data give-away + - roadmap items (evidence boundary, "behind the record", data sovereignty) and a public response draft + ## Historical Design - [HISTORICAL_DESIGN_BRIEF.md](/Users/robgraham/Desktop/APPS/ARCHAI%20APP/docs/historical-design/HISTORICAL_DESIGN_BRIEF.md) diff --git a/docs/STRATEGY_NOTE_ACCESS_AS_PRODUCT_2026-07-11.md b/docs/STRATEGY_NOTE_ACCESS_AS_PRODUCT_2026-07-11.md new file mode 100644 index 00000000..a79ab749 --- /dev/null +++ b/docs/STRATEGY_NOTE_ACCESS_AS_PRODUCT_2026-07-11.md @@ -0,0 +1,215 @@ +# Strategy Note: Access As Product, And AI With Strings Attached + +Date: 2026-07-11 +Status: field-signal capture + positioning note +Source: two LinkedIn signals seen in-feed (screenshots archived), read against ARCHAI's current roadmap. + +This note captures two related conversations moving through the museum field +right now, pulls out what is vital enough to steer the roadmap, and drafts a +public response. It is a working note, not a public post. The response draft at +the end is the thing meant for outside eyes. + +--- + +## Signal 1 — "Museums are showing you what they used to hide" + +Regina Connell (Relevance, Resonance), 1d, edited. Distilled: + +- Museums are exposing the work they used to keep behind closed doors, and it is + irresistible to audiences. + - Rijksmuseum let the public watch the *Night Watch* restored **live, behind glass**. + - The V&A opened a quarter-million objects to **open storage**. + - The Smithsonian gave its conservation lab **floor-to-ceiling windows**. +- Claudio Buda named this first as a **curatorial shift**. Connell argues it is + more than that. +- The deeper claim: *we no longer trust the finished, polished version of + anything.* We trust the seams, the mess, the hand at work. We crave going + behind the curtain. + - Luxury already monetises this: Hermès has run a school, a traveling + exhibition, and a documentary series around **watching craftspeople work** + for ~20 years. Cartier does a private version for its best clients. +- The provocation: **museums have the same "access luxury" that luxury brands + do — and have not turned it into something.** + - "Watch the conservator work" is today a perk buried in a membership tier, + "somewhere between the gala invite and free coat check." + - It *could — should — be a product.* With a name. A price. A deeper way to + engage with the museum. + - "What would you pay to watch a 400-year-old painting get its varnish + stripped, layer by layer? That's pretty juicy." + +## Signal 2 — "AI gives museums a lifeline — with strings attached" + +The Art Newspaper / FT-style feature by Naomi Rea (shared by Vikas Lohchab; +illustration by Pete Reynolds). Distilled: + +- Facing dwindling visitor numbers and tight budgets, museums are adopting AI + characters and chatbots to revive exhibitions and engagement. + - Leighton House ran a voiced AI model of Frederic, Lord Leighton via QR codes. + - The Met built a chatbot mimicking a 20th-century socialite; the Dalí Museum + reanimated the painter by phone; an AI Theodore Roosevelt appeared at a + Presidential Library. + - Cultural strategist **András Szántó** frames conversational tech as the + inevitable *"language of our time, our future."* +- The catch, per **Nataliya Kosmyna (MIT Media Lab)**: unreliable tools risk + **"cultural homogenisation."** Generative AI has been shown to weaken memory + pathways and problem-solving, and to homogenise thinking. To stop heritage + being diluted into "AI art slop," cash-strapped institutions must manage their + data **with absolute care.** +- Ask Mona's Marion Carré: bespoke models trained on an institution's own + unvetted-but-owned material are "qualitatively different from popular LLMs + trained on vast tracts of internet text… garbage in, garbage out." +- The Natural History Museum's Doug Gurr: museums sit on **a trove of specialist + knowledge — data — that is a font of untapped revenue.** London's Imperial War + Museum and the V&A are in a UK-government-backed pilot marketplace licensing + high-quality data to AI developers. Gurr's caution: public institutions should + stop giving database access to commercial users for free, and any partnership + must be "hard-wired" so cultural and ethical considerations, and the + institution's mission, survive the commercial deal. + +## Why these two signals belong in the same note + +They are the same argument from two directions: + +- Connell says the museum's scarcest asset is **authentic access** — the seam, + the hand, the process — and it is under-monetised. +- The AI feature says the museum's scarcest asset is **specialist, trustworthy + data** — and it is being either given away for free or diluted into slop. + +Both land on the same imperative: **the institution should own, name, and +govern the thing that makes it trustworthy — and not rent it back from a +platform, or leak it away for free.** That is ARCHAI's whole thesis. + +--- + +## Where this maps onto ARCHAI + +ARCHAI already argues for sovereign, source-grounded, rights-aware heritage +infrastructure. These signals sharpen three things we can say more sharply: + +1. **"Behind the curtain" is a native ARCHAI surface, not a bolt-on.** + Our object pages already carry provenance, rights/licence status, source + URL, and interpretation as first-class, visible metadata. "Watch the process" + is the same instinct: expose the working layer, not just the polished label. + The conservation-camera version is theirs; the *documented-record* version is + ours. We show the seams of the record: where it came from, what is verified, + what the machine does and does not know. + +2. **"Absolute care with data" is our default, not their afterthought.** + Kosmyna's homogenisation warning and Carré's "garbage in, garbage out" are + exactly why ARCHAI preserves raw records, normalises into a canonical layer, + keeps rights/provenance/language/protocol visible, and treats speech, + translation, and AI interpretation as **optional, documented, replaceable + layers**. Our answer to "AI slop" is source-grounding and a visible evidence + boundary — the model says when it does not know. + +3. **The data-marketplace moment is a governance opportunity, not just a + revenue one.** IWM/V&A licensing into a government-backed marketplace is the + headline; Gurr's "hard-wired" ethics and mission clause is the real story. + ARCHAI's position: sovereignty means the institution keeps the hardware, + model, data, logs, and decisions — so it can enter (or refuse) a data deal + from a position of control rather than dependency. Own the machine, own the + model, own the conversation. + +### What to be careful about (so we don't become the thing we critique) + +- Do **not** pitch ARCHAI as "monetise access with AI." The access-as-product + idea is Connell's, and it is a *human-access* argument (real conservators, + real process). Our contribution is the trustworthy record underneath it, not + a paywall bot. +- Do **not** overclaim "no hallucination." Keep our honest language: + source-grounded, bounded, designed to reduce confabulation, says when it does + not know. +- Keep curators in frame. The seam-and-hand story is a story about **human + labour made visible.** ARCHAI should make that labour more legible, never + replace or obscure it. + +--- + +## Vital items promoted to the roadmap + +Folded into `ROADMAP.md` as a new theme ("Field Signals → Product Language"). +Summary of what was promoted: + +- **Evidence-boundary as a visible product feature.** Make "what the system + knows, what it doesn't, and where it got it" a named, demonstrable surface — + the direct answer to the "AI slop / homogenisation" fear. +- **"Behind the record" framing for object detail.** Lean into the provenance / + rights / source-link layer as the ARCHAI equivalent of open storage and the + conservation window: the value is in showing the working, not hiding it. +- **Data-sovereignty talking point for partner/funder conversations.** Position + ARCHAI against the free-give-away and rent-it-back extremes surfaced by the + IWM/V&A marketplace story, for the RMIT/pre-seed and outreach decks. + +These are *positioning and framing* items, not new engineering milestones — they +sharpen how we describe features we largely already have. + +--- + +## Response draft (for public reply) + +Context: a reply to Regina Connell's post, usable trimmed as a LinkedIn comment +or expanded into a short post of its own. Voice per +`docs/SUBSTACK_STYLE_ANALYSIS.md`: human first, clear argument, moral spine, no +hype, a little open-source refusal. + +### Short version (comment on Connell's post) + +> Love this — and I'd push it one layer deeper. The reason "watch the +> conservator" is irresistible is the same reason the AI-in-museums story (Naomi +> Rea's piece this week) has everyone nervous: trust now lives in the seam, not +> the polish. Audiences want the process *and* the receipts. +> +> So if access becomes a product, the thing you're really selling isn't the +> spectacle of the varnish coming off — it's the museum's authority to say "this +> is real, here's how we know." That authority is a data asset. Right now most +> institutions are either giving it away free to AI developers or watching it get +> flattened into slop. +> +> The behind-the-curtain move and the data-governance move are the same move: +> own the record, show the working, don't rent your own memory back from a +> platform. That's exactly what I'm building ARCHAI around — source-grounded, +> rights-visible, runs on the institution's own machine. Happy to show anyone +> who wants to poke at it. + +### Longer version (standalone post) + +> **Museums are showing the seams. The harder question is who owns them.** +> +> Two things crossed my feed this week. Regina Connell on museums turning +> "behind the curtain" — the *Night Watch* restored behind glass, V&A open +> storage, the Smithsonian's glass-walled lab — into something you could name +> and price, the way Hermès sells you the sight of a craftsperson at work. And +> Naomi Rea on museums reaching for AI to survive shrinking budgets, with MIT's +> Nataliya Kosmyna warning it could homogenise heritage into "AI slop" unless +> institutions manage their data with absolute care. +> +> They're the same story. Both are about the one thing a museum has that a +> platform doesn't: **authentic, accountable access to the real thing.** The +> conservator's hand. The provenance. The record of how we know what we claim. +> +> Connell is right that this is under-monetised. But the asset underneath the +> experience is *data* — specialist, hard-won, trustworthy. And right now most +> institutions are doing one of two risky things with it: giving it to AI +> developers for free, or letting a generic model blur it into something that +> sounds confident and knows nothing. +> +> There's a third option. Show the working *and* keep the keys. Put the +> provenance, the rights, the source, and the limits of what the machine knows +> on the surface where visitors can see them. Run it on hardware the institution +> owns. Let the model say "I don't know" out loud. Make the seam visible, and +> make it yours. +> +> That's what I've been building — an open, source-grounded, rights-aware +> heritage system that runs local-first, so a museum can open the curtain without +> renting its own memory back from a platform. The criticism is the thing I made. +> If you work in a collection and want to break it, come find me. + +--- + +## Provenance of this note + +- Two screenshots each of the Connell post and the Rea feature were shared in a + working session and read into this note. The screenshots themselves are not + committed (third-party feed content); this note is the durable record. +- Attributions above are transcribed from those screenshots and should be + double-checked against the original posts/article before any public quotation.