This site is no larger than a single image and remains fully accessible even in low-connectivity or crisis-affected regions.
The 54kb ultra-lightweight, rights-based AI has been designed as a sovereign AI—one that refugees, including those in low-income countries, can directly own and maintain. It presents a new AI model that not only protects children with disabilities but also supports both citizens of low-income nations and refugees in achieving self-reliance.
With modest resources—approximately USD 1,000—solar power and affordable chipsets can support the establishment of an AI-enabled protection infrastructure within refugee camps. Looking ahead, meaningful collaboration with human expertise, alongside technological tools such as GPT, will remain essential. The model has been designed with a strong ethical foundation, ensuring full compliance with UNCRC, CRPD, and GDPR, with particular attention to robust adherence to GDPR principles.
Ultra-low-cost, lightweight AI provides practical tools to address urgent challenges in refugee camps. It can detect violence among refugees in real time, safeguard vulnerable groups such as women and children, identify medical emergencies at an early stage, and promote fairness in food distribution.
By enabling rapid detection, timely alerts, and transparent record-keeping, this model strengthens both human rights protection and community safety. If desired, I would be pleased to provide a clear and accessible explanation of the 54kb offline AI and how it works. Please feel free to reach out.
54kb Offline AI (Emoji AI) · Gyu-min Jeon (Republic of Korea) · With sincere respect, I would be grateful for your kind attention.
Requesting a five-minute briefing and your permission to circulate the 11-page executive summary.
Your Excellency, I would be grateful for a brief opportunity to present a concise approach to supporting children with disabilities and advancing refugee self-reliance. With your permission, I will provide a five-minute overview. This initiative has been noted by GIZ (Germany) and introduced to SIDA (Sweden) for consideration, reflecting its alignment with inclusive and ethical technology. To our knowledge, it represents one of the earliest humanitarian AI models developed as an independent effort to protect children with disabilities and empower refugees—and it can be piloted and field-tested with modest resources.
With your kind consideration, the entire website can be reviewed in under five minutes. The project was conceived and developed entirely by an independent developer, without institutional affiliation, external support, or organizational ties. The independent developer remains committed to a foundation of humanitarian ethics.
For EU missions and UK posts: the model is designed to align with CRPD/UNCRC priorities and GDPR-oriented privacy expectations; all materials are non-commercial and rights-based.
🇯🇵 倫理的AIは、日本の強みである「現地支援」と「技術協力」を結びつけ、難民が自ら生活を支えられる仕組みを構築します。倫理的AIによる自立支援は、日本のODA・国際協力方針に適合する実践的モデルです。 🇫🇷 À notre connaissance, aucun pays n’a encore pris l’ascendant dans l’IA éthique.
Docs: The 11-page executive summary is available in both English and Japanese.
A 260-page technical dossier is available upon request in secure PDF/A format.
Please note: The complete document is currently not available in Japanese.
AI Necklace for Child Safety — A Refugee Self‑Reliance Model for Children with Disabilities
(To our knowledge, one of the earliest rights‑based applications of offline, privacy‑preserving AI in humanitarian protection.)
1) Purpose and Core Idea of the $1,000 Low-Cost Refugee Self-Reliance Model
The AI Necklace for Child Safety is a life‑saving, offline, data‑minimizing wearable for children with developmental and physical disabilities in low‑resource and displacement contexts. It places ethical AI at the center: human dignity first, no cloud dependence, and—by design—no personal data is intended to be collected. Refugee‑led assembly embeds livelihoods directly in camps.
2) Need and Urgency of the AI Necklace for Children with Disabilities
Children with disabilities face heightened risks: sudden wandering, traffic hazards, and crises where they cannot call for help. A practical MVP can be demonstrated with ~USD 1,000, covered by the proposer, requiring no immediate funding commitment.
Form factor: Lightweight necklace with integrated sensors.
Core functions: Detects sudden movement, road proximity, and abnormal physiological signs; issues child‑friendly voice prompts in real time.
Architecture: Edge‑based inference on‑device; no internet or cloud dependency.
Refugee-Led Assembly: A few low‑cost chips and simple circuitry; feasible in a refugee tent with under two hours of training.
Privacy: Designed to align with GDPR/COPPA; no personal data is intended to be collected. Final compliance to be confirmed with partner policies.
4) Children with Disabilities and Refugees SDGs Strategic Alignment
Directly supports SDGs 3, 4, 9, 10, 11, and 17; shifts refugees from passive recipients to active producers, enhancing dignity and reducing aid dependency. The Ethical AI for Children with Disabilities collects no data of any kind.
Should you seek a precise and in-depth understanding of the foundational principles behind this data-free architecture, kindly leave your contact information, and I will be pleased to provide you with a comprehensive PDF document.
5) Why this merits diplomatic inquiry (concise)
No‑budget ask for pilot: MVP financed by proposer (USD 1,000) → zero fiscal risk.
Rights‑based & non‑controversial: Offline, privacy‑preserving design; protects children with disabilities; aligns with ODA and humanitarian mandates.
Locally verifiable: Refugee‑assembled in a tent within hours → immediate, visible results suitable for diplomatic due diligence.
Docs:3-page executive summary (Quick Snapshot AI Necklace for Child Safety 3 Page)
A 260-page technical dossier is available upon request (secure PDF/A).
Refugee Calculator
Educational demo. Illustrative only; not a forecast. Runs locally in your browser. Figures are rough ranges to prompt policy discussion.
Controls
ΔT1.55°C
Every 0.1 °C increase may correspond to
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people/year additionally displaced (vs 1.55 °C baseline). Cumulative since 1.55 °C:
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Projected displacement at current temperature (illustrative)
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Calibrated to public assessments from leading global monitoring bodies, this model is intended solely for discussion. The year 2024 has been officially recorded as the first in which the critical climate threshold of 1.5°C was surpassed, with the global average temperature reaching 1.55°C.
Live step (per +0.1 °C)
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Cumulative since 1.55 °C
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Selected crop Δyield
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Your Excellency, I respectfully invite you to review this message in its entirety, with your valued attention and consideration.
M‑Corp Impact Simulator — “$1,000 Tent Factory”
All calculations run locally. Illustrative only; not a forecast. Adjust to match local reality.
How wages & family dividends work
Participants receive $300/month. In addition, 50% of net profit is distributed as $50/household/month dividends.
Total workers
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Coverage vs 10% of sales: —
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$0
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Reinvestment: $0
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Product mix & costs
Cumulative financials
Planned next steps
(A) mcorp-ai.com — interest‑free microloans of approximately USD 1,000 per tent for refugees who voluntarily join localized AI assembly.
(B) mcorpai.org — public‑interest hub for the offline, data‑minimizing AI Safety Necklace, including technical documentation, ethics principles, and future ordering.
(C) mcorp.ai.kr — Korean‑language portal for domestic investors, ESG‑oriented companies, and civic participation.
Compliance note: The language here is intentionally phrased to reflect the design intent — that the system is structured to align with compliance principles and does not collect personal data. Final policies will be confirmed in consultation with implementing partners.
Real-time Scam-Compound Risk (click "Live update" to refresh)
[Select a country] A concise indicator using Wikipedia and recent-news data; open-source mentions analyzed. Not a legal finding.
Scam-Compound Index:Loading…
Are scam compounds the worst form of modern-day captivity?
Legally Traveling to Laos, Cambodia, or Myanmar simply because prices are low or because locals — especially women — seem friendly is not a harmless trip. It could be a one-way journey into captivity. These regions are known epicenters of scam compounds, and once inside, escape is nearly impossible. Local authorities in Laos, Cambodia, and Myanmar will not protect you. , it may be difficult to declare escape “absolutely impossible,” but in reality, leaving these facilities is extraordinarily difficult. Over hundreds of thousands have been kidnapped and detained.
These non-state groups operate with local authority ties, making rescue extremely difficult — even Interpol struggles to intervene.
They operate as de facto prisons — combining armed force, confinement, passport confiscation, physical abuse, debt bondage, and strict movement control.
Investigations by international human rights groups have documented that large scam compounds in Cambodia and Myanmar are surrounded by multiple layers of fencing, armed guards, and surveillance.
Victims are forced into online fraud under threats of violence, and testimony consistently shows that attempted escape brings severe retaliation.
The United Nations has classified these cases as human trafficking and forced criminality, stressing that victims are coerced rather than willing participants. Reuters has reported that even those rescued often remain stranded for long periods in border camps, unable to return home.
The UN Office on Drugs and Crime (UNODC) has warned that the industry has reached a “tipping point,” spreading beyond Southeast Asia and heightening the risk of isolation for victims.
Conclusion: If you travel to Myanmar, Cambodia, or Laos, the estimated risk of kidnapping is around 10%. This figure is based on aggregated data showing a sharp rise in disappearances and individuals unable to return home, particularly in border regions. While not legally “impossible,” escape is extremely rare in practice.
Traveling to or seeking employment in these regions carries severe risks and should be avoided. The criminal methods are complex and deliberately concealed.
They are often disguised as call centers, resorts, or IT companies on the surface.
Victims are forced to play the role of perpetrators in online scams, making it difficult for outsiders to distinguish who is the victim and who is the aggressor.
If family or friends are suspected to be at risk, immediate contact should be made with one’s embassy, local authorities, and anti-trafficking support organizations.
Indicative open-source panel. Uses Wikipedia search and recent-news signals; not a legal finding. Group rules and filters are applied to suppress false positives.
Scam Compound and Overseas Kidnapping — One‑Page Concept Note
Around the world, tourists — including those from Korea, Japan, China, and Europe — are being abducted without recourse in countries such as Cambodia and Myanmar due to the proliferation of so‑called “scam compounds.” Even INTERPOL, despite its global mandate, has effectively no viable solution to this growing crisis. Yet there exists a remarkably simple, highly deployable method to prevent such abductions: a minimal‑cost AI implementation paired with a single Android application.
A concise, one‑page concept note outlining this approach is available in both English and Japanese. It is essential to emphasize that solutions to problems of this magnitude do not reside solely in the hands of large NGOs. An individual can, in fact, possess the key to a major solution — and it is vital not to dismiss such potential on the basis of preconceived notions.
Please click below to view the one‑page summary. Should you wish to examine the full, detailed concept note, I would be pleased to provide it upon request.
[Urgent Proposal] Civilian App-Based Solution to Prevent Abductions in Southeast Asia
Your Excellency,
In Cambodia, Laos, and Myanmar, severe corruption and the limitations of public authorities have led to a sharp rise in the abduction of tourists — including nationals from Korea, Japan, and Europe — by so-called “scam compounds.”
I can, within one week, deliver a fully field-deployable open-source, lightweight AI + short-range communication (Android) application designed to prevent such abductions. A simple MVP can be implemented in HTML to demonstrate the dynamic principle, but a team of three developers is required.
Core elements:
Lightweight AI implementation (open-source)
For areas without conventional networks → Starlink (optimal) / if unavailable, Bluetooth mesh for short-range coverage
Small incentive for reporters (travel miles, discount coupons) → transforms bystanders into a proactive safety network
This solution requires no complex infrastructure, can be implemented immediately, and is designed for measurable impact in high-risk zones. I can provide a one-page concept note and detailed implementation plan without delay.
I kindly request that Your Excellency consider providing the support of one highly capable programmer. By “highly capable,” I refer to a professional with advanced expertise in open-source AI, Android application development, and server-side engineering — someone who can manage foundational AI models while also delivering a fully functional mobile and backend system.
The one highly skilled programmer you provide will likely become a globally recognized figure — not only for their technical ability, but for their moral leadership. While the initiative’s concept bears my name as its planner, the implementation itself will forever carry the name of the programmer who brings it to life. In this sense, the individual you support will not merely be writing code, but helping to shape a humanitarian legacy.
📩 Contact
Email: gyumin.jeon.childsafe@gmail.com
A single lightweight page integrates a real-time impact simulator, a serverless global-risk feed, and a full browser-based game — all in pure HTML/CSS/JavaScript.
The AI Necklace for Child Safety initiative is currently capable of delivering a functional proof-of-concept model for under USD 1,000.
We respectfully invite your esteemed institution to consider supporting and collaborating in the realization of this ethical technology.
👨 Folk Love: Disabled Children 🟩 No data is collected, Playable entirely offline 💎Game size: 48kb(1 emoji)
Distance 0.0 m
Care 0
Best Care 0
Stage Day
Combo x1
Mission —
Dash Ready
Click to start. Space for triple jump, hold to glide. X to dash. Enter converts obstacle. Collect 💎, ❤, 🐌 to get bonuses. Rare ⭐ opens a 5s Golden Stage with no hazards.
You must collect the health bar to survive.
GAME START
Click anywhere on the canvas to begin. Space ✨ for triple jump, hold to glide 🪂. X for dash ⚡. Collect 💎❤ for Care, 🐌 to slow time, ⭐ for Golden Stage.
Nintendo Satoru Iwata, Directly to you!
I will love you forever. Hit 10km and get a free partnership!
Ideas over size. Love Children with Disabilities — Full PDF (260 pages)
👨 Love Children with Disabilities is not a visual demonstration created for entertainment.
Rather, it is a functional microcosm — a condensed and operational preview — of the core user experience
and potential mechanics envisioned for an AI-powered wearable device designed to protect children with disabilities
continuously, day and night.
The initial proof-of-concept for this humanitarian technology can be fully realized for under USD 1,000.
This is not a theoretical sketch, but a technically demonstrable prototype — publicly verifiable and governed by two
foundational principles: accessibility and user-centered design.
Children — especially those with disabilities — often respond most meaningfully to familiar, intuitive media such as games.
Guided by this insight, I developed an ultra-lightweight interactive game to explore how such interfaces could serve
as effective engagement and feedback mechanisms for the envisioned device.
The demonstration version, titled 👨 Love Children with Disabilities, is just 50KB in size —
smaller than a single low-resolution image — and yet functions as a complete, rule-based interactive system.
The entire project — from conceptual design and UX logic to implementation — was independently carried out by myself.
Without institutional backing, engineering support, or funding, I built the system using only HTML, CSS, and JavaScript,
in collaboration with ChatGPT — completing the fully optimized experience within 40 hours.
This is not a basic mock-up. It is a functioning micro game engine capable of supporting dozens of real-time
interaction patterns — all within a sub-50KB framework, and fully operable on mobile platforms.
To be clear:
Asking even the most senior developer at a leading game studio — including Nintendo —
to produce a 100MB-class immersive experience under 50KB, within three days,
would typically be considered infeasible — even with the aid of AI.
Yet I pursued and delivered exactly that — not to impress, but to demonstrate feasibility.
This is not entertainment for its own sake.
It is a proof of concept: that with minimal resources, we can still create meaningful tools
to help safeguard the lives of children with disabilities — and, in time,
empower refugee communities to assemble, operate, and scale such life-saving technologies themselves.
With your kind attention,
I respectfully invite you to recognize the technical and humanitarian frontier now within reach —
and to imagine how such an approach could shape a future global standard.
UX Before AI: Only a Safety Necklace Loved by Children Can Truly Embody Ethical AI
The AI-powered necklace for children with disabilities is not defined solely by its artificial intelligence — its essence lies in an interface that is intuitive, emotionally resonant, and human-centered.
Much like the Tamagotchi, which delivered a complete interactive experience within less than 1MB, this prototype integrates a micro game engine that invites participation through simplicity and empathy. This is not merely a design choice — it is a necessity.
If a child with disabilities does not wish to wear the device, then no matter how advanced the AI may be, it cannot protect them. Wearability is not optional; it is existential.
It is for this reason that collaboration with Nintendo — the most beloved game company in the world — would be not only a great honor, but also a strategic step toward developing truly humane, life-saving technology.
Game design as the apex of user-centered systems
A well-crafted game continuously interprets and responds to what the user wants, how they feel, and how they behave — in real time. It is a dynamic feedback loop that translates human experience into system behavior.
Long-term adoption, not one-time interaction
No matter how sophisticated a technology may be, if children do not voluntarily engage with it, it will fail in practice. Games gently lower the threshold of adoption and encourage sustained use.
Game as interface, not accessory
A game is not simply a diversion; it is a persuasive interface, an emotional language, and a social mechanism for behavior modulation. That is why even medical devices today are gamified — and why gamification is essential to any technology for children with disabilities.
In this context, the game is not entertainment — it is survival logic. A minimal but compelling interactive layer can transform life-saving hardware into something a child chooses to wear, day after day.
The game is not an addition. It is the bridge. And in humanitarian technology, it may be the most humane bridge we can build.
Thank you for your kind attention and thoughtful consideration.
👨 Love Children with Disabilities 🎅 Basic Game for Children with Disabilities AI Necklace
Following the release of GPT-5 on August 7, 2025, this project was developed with active support from the model’s programming capabilities. With a total file size under 50KB, the game is highly likely to be one of the first unofficial HTML-based ultra-lightweight game prototypes created using GPT-5. The development was completed between August 9 and August 19, 2025.
Designed with an extremely small file size and a fully self-contained structure, the game runs without the need for external servers or high-performance hardware, making it well-suited for deployment in low-income and low-power environments. Its architecture suggests potential applications beyond entertainment, particularly in humanitarian and assistive technology contexts.
Considering the development timeline, technical simplicity, and ethical purpose, this project may be recognized as one of the earliest examples of digital creation supported by GPT-5. It holds the potential to be showcased at indie game festivals (especially in the ultra-lightweight game category), AI ethics conferences (exploring the intersection of technology and human rights), developer communities (highlighting code minimalism and JavaScript optimization), and exhibitions or museums focused on disability rights and accessible digital tools.
266 KB total (with comments) — No external libraries • Offline-ready • Solo-built in 130 hours with AI collaboration
Only 200KB (no comments); loads in seconds even on unstable 2G (10–50 KB/s)📡
Extended Background — Why a Serverless, Offline AI Matters
M-Corp AI builds a rights‑based, privacy‑preserving AI that runs entirely in the browser and on low‑power devices.
By removing servers, accounts, and tracking, the system remains usable in refugee camps, rural areas, and crisis zones while protecting vulnerable users.
This architecture is intentionally simple: a single HTML file, lightweight JavaScript, and models tailored for on‑device execution.
The result is a tool that can be distributed like a document, executed without connectivity, and trusted by communities who cannot risk data exposure.
Humanitarian Context
Operates during outages, censorship, and bandwidth scarcity.
Designed for children with disabilities and refugee self‑reliance initiatives.
No cloud accounts, cookies, analytics, or IP‑based profiling.
Shareable via USB, local storage, or peer‑to‑peer without infrastructure.
Ethical Posture
Data minimization by default: no uploads, no logs, no central database.
Safety‑first interfaces: calm UI, clear off‑ramps, and non‑coercive patterns.
Non‑commercial intent: designed for public‑interest use by NGOs and local actors.
What “Serverless” Unlocks
Resilience — nothing to take down, throttle, or geofence.
Zero recurring cost — no hosting, no API bills, no license gates.
Privacy — insights stay on device; individuals retain agency over data.
Scale by simplicity — one file can reach thousands with identical behavior.
Technical Notes
Runtime: Browser‑native (no build tools required). Works offline after first load.
Footprint: Minimal JS; assets optimized for weak CPUs and limited storage.
Power: Supports solar and battery‑constrained scenarios; graceful feature degradation.
Security: No request payloads; avoids telemetry. Encourage air‑gapped distribution when needed.
Accessibility: Large tap targets, screen‑reader labels, reduced motion options.
Internationalization: Content strings decoupled for future locale packs.
Implementation tip: keep anything network‑bound behind an explicit user action and offer an offline fallback (try/catch + cached templates).
FAQ
Does it work without the internet?
Yes. The core experience is offline‑first. You can load it once and run it entirely without connectivity.
What makes it safer for vulnerable users?
No servers, no accounts, no trackers. Since data never leaves the device, the risk of surveillance and leakage is dramatically reduced.
Can NGOs adapt it for field missions?
Absolutely. It is designed to be forked, localized, and deployed by non‑profits with minimal infrastructure and training.
How does this differ from typical AI apps?
Most AI apps depend on cloud inference and identity gating. M-Corp AI is engineered for on‑device inference, humanitarian constraints, and zero‑trust environments.
Is there a commercial roadmap?
No. The project is public‑interest oriented; partnerships focus on rights, safety, and resilience rather than monetization.
