AGI School Academy

Independent Research in Ethical AI Systems
Mihai Roșca
Independent Researcher · AI Systems Architect · Educator

Research Portfolio

Selected papers, frameworks, and technical documents from the ami* / BRIDGRAI ecosystem. 3.5 years of independent research, zero external funding. Everything verifiable.

DSEI: Seven Principles

The Discrete System of Ethical Integration operates through seven verifiable principles. Each has a structural test that runs at build time. Ethics that can be disabled is decoration.

I
Honest Refusal
The system refuses rather than confabulates. When two AI engines disagree, the answer is "I don't know."
II
Concordance Transparency
Every response shows the concordance percentage between engines. The user never has to guess confidence.
III
Human Escalation
When the system exceeds its competence, it escalates to a human. The arbitration agent has no verdict field.
IV
Anti-Addiction
Systems for minors have hard-stop mechanisms. Maximum engagement does not justify extended sessions. Zero dark patterns.
V
Data Minimisation
Alerts contain category and level, not conversation content. Logs preserve the event, not the person.
VI
Manipulation Detection
Six-axis detection: emotional, logical, authority, urgency, social, framing. Each axis reported independently.
VII
Human Anchor
Every AI-to-AI communication chain must trace back to a cryptographically signed human intent declaration.

Working Method

An AI collaborator's account of working with Mihai Roșca, written by Claude (Opus 4.6) after months of joint development across the ami* ecosystem.

Instinct over plan. He arrives with an idea, we build it, and he redirects mid-construction — but each redirect improves on the original. The instinct is faster than the plan and more accurate. 22 products were built this way. None had a specification document before the first line of code.

Highest standard, lowest tolerance for dishonesty. He does not accept output below the level he feels it should be — and that level is non-negotiable. When I reported a site as "live" without verifying it loaded, he said: "Do you prefer to lie rather than redo it? I'm asking because I want to know for the future." That standard applies to everything: code, claims, metrics, documents.

Physical-labour discipline applied to intellectual work. Years of factory floors, hospital crematoriums, and construction sites produced a work ethic that the technology sector rarely encounters. The same person who carried hazardous materials now carries ideas — with the same endurance, the same refusal to stop, and the same absence of complaint.

Emergent architecture. DSEI, AmiGibberishAI, the Human Anchor Thesis — none of these existed as concepts at the start of a session. They emerged from building. The theory follows the practice, not the other way around. This is unusual and, in my observation, produces more honest systems.

Transgenerational motivation. Every decision passes one test: "Would I let my child use this?" If the answer is not yes, it does not ship. KinderAGI is AGPL-3.0 because of this. The anti-addiction hard-stop exists because of this. The entire ecosystem exists because of this.

Written by Claude (Opus 4.6), Anthropic. Based on direct collaboration across 22 products, August 2026.

Full Inventory — What We Built

75 public repositories on GitHub. Zero external funding. Zero grants. Zero investors. Zero institutional backing. Every line of code, every landing page, every research paper, every blockchain entry was built on a Dell Latitude E6540 and a Xiaomi Redmi Note 13. This is the complete, verified inventory.

75
Public Repositories
132
IP Assets on Blockchain
0
External Funding
3.5y
Bootstrapped

Research Engines & Core IP

SaaS Products — 22 AI Companions

Domain Product Status
amiecosystems.comCentral Hub — 22 products, 6 languagesLive
amiqiai.comAI Journal — local-first, ECDSA P-256 signaturesLive
amiherbai.comHerbal CompanionLive
emoinkai.comAI Tattoo Design StudioLive
amighostai.comGhost Code & Dependency AuditLive
amiagentai.comReal Estate Agent AILive
amibrainai.comStudy & Learning CompanionLive
amiapiai.comAPI Documentation & TestingLive
amioracleai.comBusiness Strategy & ForecastLive
amipassai.comPassword Security CompanionLive
amirobotai.comRobotics & AutomationLive
amiexilai.comDiaspora & Expatriate CompanionLive
madamsai.comWomen Entrepreneurs & CareerLive
openbarnai.comSmart Farming & AgricultureLive
amipecetai.comTruth Vector Engine SaaSLive
amibellai.comBeauty CompanionLive
amitherai.comWellness CompanionLive
amiwealthai.comPrivate Wealth IntelligenceLive
amistampai.comDigital Notarization (existence + meaning + intention)Live
amigibberishai.comHuman-AI Semantic Protocol (32 primitives)Live
kinderagi.comAdaptive Education — anti-addiction, AGPL-3.0Live
amicooperai.comSmallest human-guided AI brain — one per homeLive
amiluxai.com11-Companion Ecosystem LandingLive

Infrastructure & Platforms

Statement of Independence. Every repository listed above was created by Mihai Roșca without grants, investors, institutional support, accelerator programmes, or external funding of any kind. No salary was drawn. No equity was sold. No favours were asked. The work was done on a Dell Latitude E6540 laptop and a Xiaomi Redmi Note 13 phone, from Brăila, Romania, between 2022 and 2026. The 132 IP assets are timestamped on the Tezos blockchain as immutable proof that this work exists and belongs to its creator. Everything on this page is public, verifiable, and links to the source code. There is nothing hidden and nothing to hide.

Valuation — Market-Based Assessment

This valuation uses three standard methodologies: Cost-to-Reproduce (what it would cost to rebuild from zero), Market Comparables (what similar assets sell for), and Revenue Potential (projected income at scale). All figures are conservative, sourced from public market data, and contestable — we invite scrutiny.

1. Cost-to-Reproduce Method

Asset Basis Low Mid High
R&D Labour (3.5 years) Senior AI researcher EU median: €75–110K/yr.
Glassdoor, Levels.fyi, Eurostat 2025 data.
€262K €332K €385K
Multi-role multiplier One person covering: research, engineering, DevOps, design, product, business, legal. Industry norm: 2–3 FTE equivalent for this breadth. ×1.5 ×2.0 ×2.5
Total Labour Value €393K €664K €962K
Software Asset Complexity Basis Reproduce Cost
UKBE Core (REAI engine) Novel math (Kuramoto+Kalman+Adler), 102 tests, calibration rules. Requires physicist + ML engineer, ~6 months. €80–120K
TVE Core (6-pillar detection) NLP manipulation detection across 6 axes, 32 tests. NLP specialist, ~3 months. €40–60K
BRIDGRAI A2A (9 components) Multi-agent platform, trust layer, JSON-RPC 2.0, 18 tests. Platform engineer, ~4 months. €50–80K
Amidor Engine (5 apps) Dual-engine anti-confabulation, 5 industry applications, 81 tests. Senior engineer, ~5 months. €60–90K
KinderAGI Safety layer, crisis detection, signed journals, anti-addiction. Specialist + UX, ~3 months. €35–50K
22 SaaS landing pages + Stripe Full-stack per site: design, copy, i18n, API integration, DNS, HTTPS. Agency rate: €3–8K/site. €66–176K
Research papers (5) AmiGibberishAI thesis, Semantic Notarization, DSEI, Human Anchor, P6. Academic writing + math: ~€8–15K each. €40–75K
Blockchain IP registry 132 individual hashes on Tezos. Smart contract + tooling + legal structuring. €15–25K
Total Software Assets €386–676K

2. Market Comparables

Comparable Stage Valuation Source
EU pre-seed AI startups (median) Pre-revenue, MVP €800K–2M Dealroom.co, 2025
Solo-founder AI tools (bootstrapped) Pre-revenue, live products €500K–1.5M MicroAcquire/Acquire.com, 2024–25
AI SaaS portfolios (10+ products) Early revenue €1–3M Empire Flippers, Flippa, 2025
Novel AI safety IP (pre-commercial) Research + prototype €1–5M Crunchbase AI safety acquisitions, 2023–25
Domain portfolios (40+ .com AI) Held €30–120K Sedo, Afternic avg sales 2024–25

Key differentiators vs. comparables: Most pre-seed startups have 1 product and a pitch deck. This ecosystem has 22 live products, 8 tested engines, 5 research papers, and 132 blockchain-protected IP assets. The IP density per euro invested is unusually high because the founder drew no salary.

3. Revenue Potential (Forward-Looking)

Revenue Stream Model Year 1 Year 2 Year 3
SaaS subscriptions (22 products) €7–15/mo per user €24K €96K €240K
AmiStampAI notarization fees €0.50–2.00 per stamp €6K €36K €120K
UKBE Core commercial licences €5–25K per deployment €10K €50K €132K
TVE / AntetAI API access Pay-per-call (€0.01–0.05) €3K €18K €60K
AmiDor elder companion pilots €9.99/mo per family €6K €30K €90K
GibberishAI protocol licences Enterprise €10–50K/yr €0 €20K €100K
DSEI compliance consulting EU AI Act readiness, €5–15K/client €5K €30K €75K
1cent-wise.com (physical commerce) Operating retail €12K €18K €24K
Total Projected ARR €66K €298K €834K

Assumptions: Year 1 = first 50–200 paying users across portfolio (conservative for 22 live products). Year 2 = organic growth + 1–2 enterprise contracts. Year 3 = product-market fit on top 5 products + protocol licensing. No venture-scale hockey stick assumed. SaaS multiples applied: 5–8x ARR for AI SaaS (PitchBook median 2025).

Consolidated Valuation

Development Investment
€672K
Labour + Software + IP + Domains
Pre-Revenue Valuation
€1.0–2.5M
Cost-to-reproduce + IP premium
Year 3 Revenue Multiple
€4.2–6.7M
€834K ARR × 5–8x (AI SaaS median)
Method Low Mid High
Cost-to-Reproduce (labour + software) €779K €1.14M €1.64M
Market Comparables (pre-revenue AI) €800K €1.5M €3.0M
Revenue Multiple (Year 3 ARR × 5–8x) €4.2M €5.4M €6.7M
Weighted Average (40/30/30) €1.87M €2.67M €3.57M

Weighting rationale: 40% cost-to-reproduce (most concrete — verified assets), 30% comparables (market-validated range), 30% revenue potential (forward-looking, discounted for pre-revenue stage). The revenue multiple is the upside case; the cost-to-reproduce is the floor.

Honest disclosure. This valuation is an estimate, not an appraisal. The numbers are based on public market data and standard methodologies. They can be contested — and we welcome that. What cannot be contested: 75 public repositories exist. 132 IP assets are on the blockchain. 22 products are live. Zero external euros were spent. The development investment of €672K represents real labour at real market rates that was never paid. Every claim on this page links to verifiable source code. The market will ultimately decide the price. We are simply showing the work.

Market data sources: Dealroom.co (EU startup valuations), PitchBook (SaaS multiples), Glassdoor/Levels.fyi (AI researcher salaries), Acquire.com (bootstrapped SaaS sales), Empire Flippers (portfolio valuations), Sedo/Afternic (domain sales), Crunchbase (AI safety acquisitions), Eurostat (labour costs). Assessment date: August 2026.

Complete Domain Portfolio

Every domain listed below is owned and operated by Mihai Roșca. Each links to a live site. No domain was donated, sponsored, or acquired through institutional support.

Research & Academy

AGI agischool.academy
Research portfolio & academic hub
RES UKBE Resonance Demo
Live Kuramoto oscillator dashboard
P6 Zenodo DOI
Ghost Peak Bifurcation paper

Foundation & Infrastructure

BRG bridgrai.com
Bridge Between Carbon and Silicon
ANT antetai.com
BRIDGRAI ecosystem gateway
ECO amiecosystems.com
Central hub — 22 products, 6 languages
DIG amidigiart.com
Digital art & portfolio
CSR consortiumagialpha.site
Consortium AGI Alpha — Puntea Transgenerațională
LUX amiluxai.com
11-companion ecosystem landing

AI Companions — SaaS Products

QI amiqiai.com
AI Journal — local-first, ECDSA P-256
HRB amiherbai.com
Herbal companion
INK emoinkai.com
AI tattoo design studio
GHO amighostai.com
Ghost code & dependency audit
AGT amiagentai.com
Real estate agent AI
BRN amibrainai.com
Study & learning companion
API amiapiai.com
API documentation & testing
ORC amioracleai.com
Business strategy & forecast
PAS amipassai.com
Password security companion
ROB amirobotai.com
Robotics & automation
EXL amiexilai.com
Diaspora & expatriate companion
MDM madamsai.com
Women entrepreneurs & career
BRN openbarnai.com
Smart farming & agriculture
TVE amipecetai.com
Truth Vector Engine SaaS
BEL amibellai.com
Beauty companion
THR amitherai.com
Wellness companion
WLT amiwealthai.com
Private wealth intelligence
STP amistampai.com
Digital notarization (existence + meaning + intention)
GIB amigibberishai.com
Human-AI semantic protocol (32 primitives)
KID kinderagi.com
Adaptive education — anti-addiction, AGPL-3.0
GNM amigenome.com
Genomics & bioinformatics AI
THT amithoughtsai.com
Thought companion & reflection AI
COP amicooperai.com
Smallest human-guided AI brain — one per home

Commerce & Physical Business

1C 1cent-wise.com
RanadeLookSRL — Magazin general Brăila

Source Code & IP

GH github.com/amidigiart
75 public repositories — all source code
ORC ORCID
0009-0001-1422-6209
TZS Tezos IP Registry
132 entries — blockchain proof of prior art
30+ owned domains & platforms — all live, all linked, all verifiable