DEMI- Deterministic External Memory Interface.
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DEMI MASTER PAPER (v1.0)
Deterministic External Memory Interface (DEMI)
Operator: UplitAU Pty Ltd (Australia)
Status: Consolidated – Actionable – Investor-Safe
Purpose: Product definition, operational guide, and partnership invitation
1. Executive Definition (No Abstractions)
DEMI (Deterministic External Memory Interface) is a commercial analytical service that operates inside ChatGPT to extract the Conceptual Core of complex material and publish it as durable external memory on the Internet.
DEMI does not generate new ideas.
DEMI reduces, fixes, and anchors meaning.
It solves one concrete problem:
AI sessions end. Meaning is lost. Work must be repeated.
DEMI makes ideas stable, referenceable, and reusable beyond AI sessions.
2. What DEMI Produces (Deliverables)
Each DEMI engagement produces four concrete outputs:
2.1 Conceptual Core
The minimum irreducible structure of an idea, consisting only of:
core propositions,
constraints (what must remain true),
mechanisms (how it works),
boundaries (what it is not).
If a part is removed and meaning breaks, it stays.
Everything else is removed.
2.2 Lodging Page (External Memory)
A copy-paste-ready web page containing:
Conceptual Core (human-readable),
Reference ID + version,
optional diagrams, formulas, audio-ready text,
optional link to a customised GPT portal.
This page lives on the user’s own domain.
DEMI does not host content.
2.3 Reference & Freeze Metadata
version number,
timestamp,
optional cryptographic hash.
This prevents conceptual drift and allows re-entry after interruption.
2.4 Optional GPT Portal Link
A link from the Lodging Page to a custom GPT environment, allowing future users or coworkers to:
explore,
question,
extend,
without re-extracting the Conceptual Core.
3. How DEMI Works (Operational, Step-by-Step)
User provides material
(article, book, website, PDF, archive, video transcript).
DEMI runs a deterministic workflow inside ChatGPT
Structured clarification prompts are used to isolate meaning.
No creative modes are used.
Conceptual Core is extracted
Redundancy, repetition, narrative padding are removed.
2. Reference & version are assigned
The idea becomes addressable, not conversational.
3. Lodging Page content is generated
User publishes it on their own website.
4. Optional GPT portal link is added
Continuity is achieved via documents, not AI memory.
4. What the User Needs (Practical Checklist)
To use DEMI, an Internet user needs four things only:
4.1 ChatGPT Account
Any paid tier is sufficient.
Used to run DEMI workflows.
Indicative cost: AUD 30–40 / month
4.2 Domain Name
Personal, project, or publisher domain.
Used to host the Lodging Page.
Indicative cost: AUD 15–25 / year
4.3 Simple Page Builder
No-code, copy-paste friendly.
Used only to publish one page.
Examples: Brizy or similar
Indicative cost: AUD 60–150 (one-time or annual)
4.4 DEMI Service Access
Structured workflows
Extraction logic
Lodging Page templates
Reference & freeze rules
This is the commercial DEMI product.
5. Time to Completion (Realistic)
DEMI saves weeks or months of repeated work.
Typical timelines once materials are ready:
Content Type
Time to Completion
Short article / paper
3–6 hours
Long article / report
Same day
Book / large manuscript
2–5 days (non-continuous)
Video / lecture
2–4 hours per 1–2h transcript
DEMI is assisted extraction, not batch automation.
Speed depends on clarity, not length.
6. Indicative Pricing (AUD, Conservative)
6.1 Individual Users
Content
DEMI Fee (AUD)
Short article / essay
90 – 180
Long article / report
180 – 350
Research / technical paper
250 – 450
Non-fiction book
450 – 1,200
Technical / academic book
800 – 2,000
Video / lecture
150 – 600
6.2 Publishers & Institutions
Monthly license: AUD 300 – 1,000
White-label deployment: custom / revenue share
7. Why DEMI Is Financially Rational
DEMI reduces structural waste in AI usage:
7.1 Cost Savings
Fewer repeated GPT sessions
Less consultant and editorial rework
No re-explaining ideas
No reconstruction after interruptions
7.2 Efficiency Gain
By eliminating repetition and context rebuilding, DEMI typically saves:
~10% or more in AI compute usage,
significant human time and cognitive load.
7.3 Core Value Proposition
“I never have to reconstruct this idea again.”
8. Who DEMI Is For
Primary Users
Authors
Researchers
Independent thinkers
Technical writers
Institutional Users
Online publishing companies
Journals and think tanks
Educational platforms
Organisations solving complex, long-cycle problems
9. DEMI vs Generic AI Tools
Generic AI
DEMI
Generates text
Extracts structure
Session-bound
Internet-anchored
Repetition
One-time extraction
Noise-heavy
Minimal irreducible core
Ephemeral
Durable external memory
10. Demonstration Case (Not the Product)
A complex project (e.g. NDEV Code–based WDC) has been used only as a demonstration that:
DEMI can extract a Conceptual Core,
publish Lodging Pages,
link to GPT portals,
survive session loss.
The project is not the product.
The extraction process is the product.
11. Legal & Governance Positioning (Clean)
All IP remains with the original author.
DEMI claims no authorship.
DEMI does not publish content on behalf of users.
DEMI provides analytical structure only.
No legal, financial, or policy advice is given.
No implied partnership with OpenAI.
DEMI is platform-neutral by design.
12. Partnership Invitation (Explicit)
UplitAU Pty Ltd invites:
publishing companies,
institutions using AI,
strategic investors,
to deploy DEMI as:
a paid service,
a licensed workflow,
a white-label offering.
DEMI enables partners to:
reduce AI waste,
preserve meaning,
offer services competitors cannot easily replicate.
13. Final Statement
In a world of infinite text, meaning is scarce.
DEMI makes meaning:
extractable,
fixed,
transferable,
durable.
DEMI — Extract the Core. Preserve the Meaning.
The end of DEMI-MASTER PAPER