Skip to main content
ΙΔ ∴ develekos.ai Brain-v3 Online
BRAIN-V3 SOVEREIGN AI OS // DUAL RTX 3090 (48GB VRAM) // 2,746 OKF KNOWLEDGE NODES // 14,754 QWEN3-8B VECTORS // 35 AUTONOMOUS SKILLS
ARCHITECTURAL DOSSIER // 1991 - 2026

Systems and Agency Build Empires. Tools Just Follow Orders.

I am Ioannis Develekos. For over 30 years I have engineered at the intersection of Information Technology, MIT Predictive Analytics, Think with Google-recognized algorithmic growth, and sovereign local AI infrastructure. Managing Director at iNous, AI Instructor at Big Blue Data Academy, and architect of Brain-v3.

YEARS IN IT & GROWTH
30+
GOOGLE GLOBAL BENCHMARK
2X Rev
EXECUTIVES TRAINED
2,000+
Ioannis Develekos - Sovereign AI, IT & Performance Marketing Systems Architect
DEVELEKOS, IOANNIS
Managing Director @ iNous • MIT & Big Blue Alum
● VERIFIED

// CORE TRINITY OF MASTERY

Triangulated Sovereign Competence

True competitive moats emerge where bare-metal computing fundamentals meet statistical rigor and commercial psychology.

PILLAR 01 // FOUNDATION

IT & Sovereign AI Infrastructure

Unbroken engineering lineage from 1991 Computer Science roots to Brain-v3: an air-gapped Ubuntu Linux AI Operating System running on Dual NVIDIA RTX 3090s (48GB VRAM) with zero SaaS lock-in.

CUSTODY: 100% LOCAL SOVEREIGN SILICON
PILLAR 02 // COGNITION

Applied AI & Statistical Data Science

MIT Executive Education alumnus (Predictive Marketing Analytics) and Lead AI Instructor at Big Blue Data Academy. Multi-agent orchestration, Qwen3-8B two-stage retrieval, and Generative Engine Optimization (GEO).

35 AUTONOMOUS AGENT SKILLS IN PRODUCTION
PILLAR 03 // VELOCITY

Mathematics-First Growth Architecture

Greece's longest-serving active Google Ads practitioner and the only Greek strategist featured globally in Think with Google AI Excellence. Governed by marginal ROI curves rather than platform guesswork.

2X REVENUE VERIFIED BY GOOGLE
● GLOBAL BENCHMARK // THINK WITH GOOGLE AI EXCELLENCE

Cosmorama Cultural Travel: Scaling Revenue via Google Veo 3 & Causal Architecture

The sole Greek case study selected globally by Google's editorial board for AI Excellence. Fusing the proprietary iNous Neural Production Workflow (Google Veo 3 + Imagen 3) with Connected TV, YouTube, and Performance Max doubled online revenue with zero physical film crews.

2X
ONLINE REVENUE
+37%
BRANDED SEARCH
+42%
CONVERSION LIFT
0
FILM CREWS NEEDED

// TECHNICAL SCHEMATIC

Anatomy of the Sovereign Brain-v3 Node

How local Dual-Ampere silicon in Athens replaces fragile cloud subscriptions with deterministic retrieval and total data sovereignty.

COMPUTE & RETRIEVAL TOPOLOGY Ubuntu Linux • Google Antigravity 2.0

Dual NVIDIA RTX 3090 Cluster (48GB VRAM)

Zero-API-tax two-stage neural retrieval: GPU 1 runs Greek-normalized FTS5 BM25 alongside 4096-dimensional dense vector embeddings, while GPU 0 executes deep cross-encoder reranking and bidirectional graph expansion.

Stage 1 (cuda:1): Qwen/Qwen3-Embedding-8B (4096-dim) + SQLite FTS5
Stage 2 (cuda:0): Qwen/Qwen3-Reranker-8B + Backlink Graph Traversal
Audio & Speech: CUDA Whisper Large-v3 + Sovereign VoxCPM2 Neural TTS
AIR-GAPPED PRIVACY

Zero Third-Party Context Leakage

Client strategies, financial audits, and 2,746+ Open Knowledge Format notes remain under strict local custody with atomic write-locking.

COMPOUNDING MEMORY

2,746+ Interlinked OKF Knowledge Nodes

Every meeting, technical benchmark, GAQL script, and strategic essay compounds inside a structured semantic graph.

// THE STRATEGIC LIBRARY

Flagship Essays & Architectural Blueprints

Browse Full Library (14 Essays) →
KAJABI-POWERED ANNUAL PRIVATE COLLECTIVE

The Develekos Inner Circle

An exclusive annual membership hosted on Kajabi for founders, executives, and operators mastering Applied AI, sovereign workflows, and mathematical growth: 2 live screen-share Masterclasses per month, monthly Live Q&A, and battle-tested blueprints.

  • • 2 IN-DEPTH SCREEN-SHARE MASTERCLASSES PER MONTH
  • • MONTHLY LIVE ARCHITECTURAL Q&A WITH IOANNIS DEVELEKOS
  • • ALSO TEACHING LIVE AT BIG BLUE DATA ACADEMY (COHORT STARTS NOV 24, 2026)