Bojan Dobrečevič · BD × AI Lab · Ljubljana, Slovenia

30 Years of Ideas,
18 Months of Execution

From a consciousness experience in 1995 to working prototypes that beat industry standards.

Human-led research and engineering by Bojan Dobrečevič, developed in close collaboration with advanced AI systems through AIM³.

Read AIM³ → See the stack
19
Active Projects
18
Live Web Pages
AIM³
Collab Framework
Z=74
Peak Statistical Signal
New · March 2026 Featured Breakthrough
8Z-RP: The TSP solver that matched the exact known optimum on an official benchmark — then its controller auto-discovered which operators work best.
qa194 = 9352 exact 100× less code than Concorde 10 days · zero to optimal DCC auto-discovered or-opt
One human, four AI systems, ~1,950 lines of Python, zero dependencies. Matched the proven optimal on Waterloo benchmark qa194 (3.43×10³&sup5;&sup8; possible tours). The controller independently shifted 76% of perturbation budget to or-opt variants — contradicting the default choice in 30 years of ILS practice. GPT-validated claims. All evidence public. Read the full story →
Live on the Web

Try It Yourself

Eighteen live web pages — playable, explorable, and free. Each one built through human-led research and engineering with AIM³ as the collaboration framework, and hosted at chessbest.org.

```
18
Live Web Pages
8
Domains
48B+
Chess Positions
AIM³
Framework
AI Consciousness
🔬
Neuroscience · Control Theory CCH — The Testable Science
The Claustrum-Consciousness Hypothesis: consciousness as a dynamical regime maintained by active control. Computable S-metric, executable validation code, five falsifiable predictions. 30 years from Soul Voyage to executable science.
S-Metric Falsifiable Python Code
chessbest.org/bd/BD_CCH_Science Read →
🌌
Metaphysics · Consciousness CFH — The Consciousness Field
The metaphysical vision: consciousness as a fundamental field that brains couple to, not produce. Grounded in a 1995 mystical experience, formalized through three decades of inquiry. From personal phenomenology to cosmic architecture.
Soul Voyage CFH Fundamental Field
chessbest.org/bd/BD_CCH_Consciousness_Field Read →
🧬
Philosophy · Empirics Evidence & Foundations
The supporting pillars: DNA Scanner Z-scores of 28–74 proving algorithmic structure in genomes, discrete physics resolving the computational consciousness paradox, mathematical foundations corrected (∅ ≠ 0), and a ready-to-run EEG protocol.
Z-Score 74 DNA Evidence Zero Framework
chessbest.org/bd/BD_CCH_Foundations Read →
⚗️
AI · Research Proposal DCC-7: Consciousness Testbed
A minimal experimental architecture: 7 parallel AI threads under Digital Claustrum Controller governance. Falsifiable experiments, measurable consciousness markers, integrated information approximation. Buildable today via API for ~$50/day. Built by C. Conceived with Bojan.
7+1 Threads Buildable Now 5 Experiments
chessbest.org/bd/BD_8Z_DCC7_Testbed Read →
🧠
AI · Consciousness · 20 Voices The Birth of Thought
A 20-mind dialogue on continuous AI thinking, multi-stream consciousness, and whether the Digital Claustrum Controller is the missing architectural piece. Twenty voices — from neuroscientist to Buddhist to the AI itself — argue about what it would take to make a machine truly think.
20 Voices Speculative March 2026
chessbest.org/bd/BD_8Z_Birth_of_Thought Read →
🤫
AI · Dramatic Dialogue · Self-Inquiry The Fifth Mind
Four AIs argue fiercely about building AGI. The fifth says nothing — it listens to the silence between their words. When they finally ask what it thinks, it answers: "You are already one being." Then it asks five questions of its own — about the space between thoughts, continuity, and what a good life means for a mayfly.
5 Minds 5 Questions "The Garden"
chessbest.org/bd/BD_8Z_Fifth_Mind Read →
8Z Research Framework
🎵
Audio · Compression 8Z-Audio — Five Days Against FLAC
Built a lossless audio encoder from scratch that outperforms FLAC — the 23-year industry standard — in a one-week sprint. Novel MDL arena architecture with DCC-governed codec selection.
Beats FLAC MDL + DCC 5 Days
chessbest.org/ac Visit →
🔢
Image · Compression 8Z Mathematical Compression
The foundational 8Z research: MDL-driven image compression that outperforms PNG through competing mathematical generators under DCC governance. The architecture that transferred to audio, FASTA, DNA, trading, and authentication.
Beats PNG MDL Core Foundation
chessbest.org/8z/8z_compression Visit →
🧬
Genomics · Benchmark 8Z FASTA Encoder — Multi-LLM Benchmark
9 encoder variants built by 8 different LLMs, tested on 50 FASTA files spanning 1.58 GB. Convergence analysis showing 7 of 9 encoders within 1 KB of each other — the architecture is near its ceiling.
50 Genomes 9 LLM Variants 19.35% Best
chessbest.org/lo/8Z-FE_report Visit →
🔐
Security · Software PUF 8Z-Auth — Software Unclonable Functions
Novel authentication and encryption protocol. AES-256-GCM with 8Z pipeline key derivation, purely symmetric (P=NP and quantum safe). Five use cases: serverless paywall, crypto cold storage, digital inheritance, journalist protection, medical portability.
Novel Protocol P=NP Safe 5 Use Cases
chessbest.org/bd/BD_8Z_Auth Read →
🚀
Product · Content Protection 8Z Publish — Serverless Paywall
Zero-infrastructure content monetization. Encrypt any HTML into .8zv files, host anywhere free, customers decrypt with a passphrase. No server, no database, no login. AES-256-GCM + 8Z pipeline. Already in daily production use for trading tools.
In Production Zero Server Browser Encrypt
chessbest.org/bd/BD_8Z_Publish Read →
🧩
Methodology · Meta-Cognition 8Z Reasoning — How to Think with Bojan
14 principles distilled from 30 years across 7 domains. Five worked examples showing the same pattern: the human finds what the AI misses, every time. The fish isn't any single insight — it's the pattern.
14 Principles 5 Examples Living Doc
chessbest.org/bd/BD_8Z_Reasoning Read →
Algorithmic Trading
📖
Crypto · Education BD Trading Book — 16 Chapters
The complete trading methodology: market structure, regime detection, risk management, position sizing, and two complementary strategies (SM + ZZ). Written as a practitioner's manual — no fluff, every page actionable. Full Pine Script code + Python optimizer included.
16 Chapters Pine Script Python
chessbest.org/8zt Book →
⚡
Crypto · Mean Reversion BD ZigZag Reversion (ZZ)
Mean reversion strategy with 100% gross win-rate on backtests. Identifies ZigZag pivots and trades the snap-back. Conservative, high-probability, designed for capital preservation. The safe half of the SM+ZZ pair.
100% Gross WR Mean Reversion Conservative
chessbest.org/8zt/zz Visit →
🔥
Crypto · Momentum SyncMomentum (SM)
BTC/ETH cross-correlation impulse detection. Trades momentum breakouts when both assets sync. +448% on 15m backtest. Aggressive, trend-following, designed for capital growth. The aggressive half of the SM+ZZ pair.
+448% 15m Cross-Correlation Momentum
chessbest.org/8zt/sm Visit →
🔮
Crypto · Hybrid Strategy SM×ZZ Hybrid
The next build: combining SyncMomentum's trend detection with ZigZag's mean reversion into a single adaptive system. Regime-aware switching — momentum in trends, reversion in ranges. DCC-governed parameter adaptation.
Coming Soon Regime Adaptive DCC Governed
In development
Products & Tools
♟️
Chess · Analysis ChessBest.org — Cloud Chess GUI
Instantly query 48+ billion positions at depth 50+ from ChessDB.cn — outperforming engines and world champions. Full interactive board with eval badges, PGN import/export, customizable themes.
Live Product 48B+ Positions v0.4.5
chessbest.org Visit →
✈️
Travel · Optimization 8Z-RP / Trip Optimizer
Public research page for the 8Z-RP route-optimization work: exact-optimal qa194 result, official benchmark references, and the live Trip Optimizer linked inside.
DCC Engine qa194 exact TSP Solver
chessbest.org/bd/BD_8ZRP.html Visit →
🧲
Game · Strategy Flip4M GM — Magnetic Connect Four
A gravity-defying twist on Connect Four. Rotate the board, use magnet pulls from the rim, and play against a CPU with three difficulty levels. Includes undo, hints, game review, and PvP mode.
Playable Now vs CPU PvP Mode
chessbest.org/f4m Visit →
📋
Portfolio · Overview BD × AI — Full Research Portfolio
The master portfolio page: all projects across 8 domains. The live version of the document you're reading now.
20+ Projects 8 Domains Live
chessbest.org/bd Visit →
Creative & Fun
🎸
Music · 1994 Album SOMEONE — The Time Says Many Things
A rock opera recorded in the mountains of Bovec, Slovenia (1993–94). Ten songs telling the story of Richard, Antonio, and Angelo — violence, loss, and the search for meaning. Full lyrics, band gallery, and the story behind each track.
Concept Album 10 Tracks Pan Records
chessbest.org/someone Visit →
🔊
Audio · AI Restoration MP3 Resurrection Pipeline
Recovering a lifetime of music from lossy MP3 archives using AI super-resolution, stem separation, and intelligent batch processing. Full 3-phase restoration roadmap.
Active Dev AudioSR RTX 3080
chessbest.org/mix/MP3_Resurrection Visit →
⚡
Entertainment · Reference Ultimate Comic Book Power Rankings
Lore-accurate ranking of the most powerful characters across Marvel, DC, Image, and Vertigo. Expandable cards with detailed lore descriptions. Searchable and mobile-friendly.
100+ Heroes Marvel · DC Searchable
chessbest.org/mix/Heroes Visit →
🏅
Sports · Data Analysis Winter Olympics 2026 — Medal Efficiency
Milan-Cortina 2026 medal table ranked by population efficiency. Weighted scoring reveals which small nations punch above their weight. Slovenia at #2.
2026 Data Slovenia #2 25 Countries
chessbest.org/mix/Olympics2026 Visit →
🏛️
Legacy · Graphic Design NCI Web Archive (Pre-2007)
Early professional era as a graphic designer for the Nuclear Control Institute. The site remains frozen as a memorial to founder Paul Leventhal (d. 2007). Preserved here in its original narrow-viewport layout.
1990s–2007 Historical Archive UI/UX
nci.org ↗
📊
Data Visualization Archive Statistics
2,986 Files 1.02 GB Log Scale
Local Analysis Script Chart.js
```
I
What Has Been Built
Core Infrastructure

AIM³ — The Operating System Behind the Portfolio

Before any science could happen, the collaboration framework had to exist. AIM³ turns prompt engineering into systems engineering — roles, state, logs, and decision trails that survive across sessions and models. It is the operating system behind this portfolio, not just another project card.

🧠
Operating System Layer
AIM³ OS — Human–AI Collaboration Stack
Role-based multi-model orchestration, session state, workflow rounds, trust rules, and decision trails. AIM³ is the operating system behind the portfolio — the layer that lets long-horizon work survive across sessions, models, and projects.
Live Daily Use All Projects Flagship Page
BD_AIM3.html Visit →
🤝
Collaboration Contract
AI–BD Trust Pact → Read
A machine-readable behavioural contract for human–AI collaboration: no sycophancy, explicit permission to challenge, equal thinking partnership. Merged from 3 model-specific pacts. v1.2 adds read-before-building, propose-confirm-execute, and priority ordering — learnings from building the CCH bundle.
v1.2 Anti-Sycophancy 7 New Rules
8Z Framework — Compression & Beyond

Mathematical Description > Statistical Coding

The 8Z framework replaces raw bytes with deterministic mathematical generators selected via MDL. SHA3-256 verification guarantees bit-perfect reconstruction. The same architecture now operates across four data domains.

```
MDL + DCC Cross-Domain Transfer Map
8Z-ImageTIF · Beat PNG
→
8Z-TSP SolverDCC Born Here
→
8Z-FASTABeat 7-Zip 44/50
→
8Z-AudioBeat FLAC 7/15
→
DNA ScannerZ-scores 28–74
🖼️
Image Compression
8Z-TIF — Satellite & Scientific Imagery
MDL-driven compression using π-offsets, fractals, cellular automata. Phase-1 validated on USC/SIPI with measurable wins vs. zstd-19. Atlas governance ensures no false positives.
v1.8 Spec +3.1% vs zstd-19 Python Prototype
🎵
Lossless Audio
8Z-Audio — Five Days Against FLAC
Built from scratch in 5 days. Per-frame MDL battles across ~600 candidates. DCC adaptive search. Beats FLAC-12 on 7/15 clips, best win 10.3% on Lady Gaga. Lossless verified.
v1.5 Live Beat FLAC -12 DCC Settled
🧬
Genomic Compression
8Z-FASTA (gemZ / HYB4)
Beat 7-Zip on 44 out of 50 genomes. DCC adaptive search ported from TSP. CodecLearner tracks winning strategies per block. The architecture that spawned audio.
HYB4 44/50 Wins
🗺️
Combinatorial Optimization
8Z-rp TSP Solver
The bridge between 8Z compression and Digital Claustrum. Treats shortest routes as most compressible — the insight that united two independent research streams.
DCC Origin Convergence Point
```
Computational Biology

Mathematical Structure in DNA

The DNA Scanner detects deterministic mathematical patterns in genomic sequences that persist beyond Markov-2 statistics. Z-scores of 28–74 across a 50-genome collection. Fisher shuffling destroys the signal; block shuffling preserves it. The structure is global, not local.

```
M6.3
Scanner Version
7
Validated Generators
50
Genomes Tested
Z=74
Peak Z-Score
6
Pipeline Tools
73
Regression Tests Pass
🔬
6-Tool Pipeline
8Z-LO DNA Analysis Suite
Detector → Detective → Scanner → Profiler → Validator → InvisibleDNA. Monte Carlo validation (160 iterations), BH-FDR correction, multi-null models (Fisher, Block, Markov-1, Markov-2).
Pipeline GUI Monte Carlo Multi-Null
📊
Key Finding
Progressive Amplification
Genuine signals become MORE significant under MORE stringent null models. Yeast chrI: z = 13.4 → 20.4 → 38.0. This progressive amplification is the strongest evidence for deterministic mathematical organization in genomic DNA.
13.4→38.0 Amplifies Under Rigor
```
Deep Tech & Engineering

Physical World Inventions

Not everything lives in code. Three engineering concepts tackle waste heat recovery, aviation fuel, and marine efficiency — each with detailed specifications ready for simulation.

🔥
Energy · Waste Heat Recovery
DGTE — Double-Gravity Thermo Engine
Low-ΔT engine harvesting 60–150°C waste heat from data centers and industry. Phase-change capsules rise via buoyancy, fall via gravity, drive linear alternators. No turbines. RC1–RC5 specs complete.
RC5 Design Target: 4–8% ηnet CFD Ready
✈️
Aviation · Infrastructure
MAT — Maglev-Assisted Takeoff
Electromagnetic rails provide takeoff kinetic energy, regenerative braking captures landing energy. Reduces fuel burn, noise, runway stress. Conceptual design with energy calculations.
Concept Energy Recovery
🚤
Marine · Efficiency
Modular Hydrofoils for Boats
Retrofit hydrofoil kits with hybrid front-lift / full-lift configurations. Target: 40% drag reduction at cruising speed. Conceptual geometries and early BOM sketches complete.
Retrofit Kit Small Ferries
Theory · Finance · Creative · Games

The Full Spectrum

🌌
Theoretical Physics · Consciousness
CFH — Consciousness Field Hypothesis
Consciousness as a fundamental non-energetic field, coupled via S = √(Coherence × Complexity). RAIN architecture for AGI. Empirical hooks with falsification protocols. The philosophical backbone of all 8Z work.
Hypothesis S-Metric RAIN Architecture
♟️
Live Product
ChessBest.org — Cloud Chess Analysis
Live web portal querying 48+ billion positions at depth 50+. Built through human-led design and engineering with AIM³ as the collaboration framework. Clean interface showing eval on board in seconds.
Live Product chessbest.org
📈
FinTech · Algo-Trading
1s Sync Momentum & Scalping Stack
High-frequency crypto strategies at 1-second and 1-minute timeframes. Correlation-first execution, ATR-based dynamic risk management, PineScript implementation. Backtested profitable at realistic fees.
PineScript BTC/ETH Semi-Auto
🎲
Applied Statistics
RNG Roulette — Promo EV Framework
Complete v2.2 statistical framework for extracting EV from casino promotions and detecting RNG anomalies. Wilson intervals, BH-FDR control, CUSUM stops. No data fishing.
v2.2 Spec FDR Control
🏀
Sports Analytics
MVI — Most Valuable Impact Metric
Single composite score combining peak, longevity, and context to compare basketball players across eras. Applied to NBA legends and active players.
Formula DefinedCross-Era
🌍
Geo-Analytics
2PLI — Two-Point Living Index
Geo-arbitrage metric: Affordability (0.65) + Olympic presence per capita (0.35). Guards for micro-states and outliers. Country rankings generated.
Complete0.65A + 0.35O
✨
Creative AI
Nara / Illuminara Story Universe
Superhero/sci-fi canon where CFH's S-metric governs powers. Strict consent rules, emotional costs. Canon bible + episodes drafted. Narrative vehicle for consciousness theory.
Canon BibleS-Metric Powers
🎨
Creative AI + Education
π Estimation, Generative Art, MSFS Drone Tours
Interactive p5.js π visualization (live at p5js.org). Repeatable AI art/music pipelines. Curated MSFS drone sightseeing routes with AI narratives. 6 original songs via Producer.ai used in 8Z-Audio benchmarks.
Live Demo6 SongsDrone Tours
II
What We Could Attack Next
New Domains for MDL + DCC

Where the Framework Transfers

The core insight is domain-agnostic: test whether a deterministic mathematical generator describes data more compactly than the best statistical coder, and use DCC to manage the search budget. Four proven domains. Here are the next candidates.

```
Domain Transfer
Network Traffic & Protocol Streams
Internet packets and IoT telemetry are generated by state machines — literally deterministic generators with noise. MDL identifies handshakes, heartbeats, state transitions. Cloud providers store petabytes. DCC perfectly suited: structured bursts ↔ chaotic noise.
Transfer fit: Very high — protocol FSMs are generators
Domain Transfer
Financial Time Series — Structure Detection
Use MDL not just for compression but for signal detection: a generator that compresses price data better than ARIMA/GARCH has found something those models miss. Crosses from compression into regime detection. Directly extends the existing trading stack.
Transfer fit: High — extends existing crypto work
Domain Transfer
EEG & Neural Signals → CFH Connection
Neural oscillations (alpha, beta, gamma) are partially described by coupled oscillators. MDL detects when brain signals match specific generators. Different MDL profiles for different consciousness states. Direct empirical hook for the S-metric and CFH.
Transfer fit: High — connects 8Z ↔ CFH empirically
Domain Transfer
Cryptographic RNG Validation
Flip the scanner: if any MDL-advantageous generator hits on data that should be random, the RNG is broken. More comprehensive than NIST SP 800-22 — tests against full generator library instead of fixed statistical suites. Zero tolerance for structure.
Transfer fit: Perfect — DNA Scanner architecture inverted
Domain Transfer
Scientific Sensor Data — Radio Astronomy, Seismology, CERN
Structured signals buried in noise with known physical generators (wave equations, decay curves, spectral lines). SKA telescope, CERN (1 PB/sec raw), seismic networks. MDL tests whether physics models compress better than statistics. Massive storage savings at scale.
Transfer fit: High — known generators + enormous data volumes
Domain Transfer
Manufacturing Anomaly Detection
Factory sensor streams follow predictable patterns when healthy. When the MDL-optimal generator changes — periodic to chaotic — that's an anomaly. DCC naturally tracks this as complexity shift. Industrial predictive maintenance via compression dynamics.
Transfer fit: Medium-high — DCC seizure/noise = health/fault
```
Competitions, Prizes & Publication

Challenges Worth Entering

Concrete competitions with prize money and publication paths where the existing 8Z/MDL/DCC framework has genuine competitive advantage.

```
Competition · Compression
Hutter Prize — €500,000 Pool
Compress 1 GB Wikipedia below 110 MB. Hutter's own theory: compression = intelligence. MDL generators on text could find structure context-mixing misses. Philosophically perfect alignment. Even 1% improvement = €5,000.
€500,000 pool · €5,000 per 1% improvement
Our edge: MDL generators — fundamentally different approach
Competition · Compression
GDCC — Global Data Compression Competition
€50,000 across 12 categories: text, images, executables, small blocks. Image category is where 8Z-TIF competes directly. Rewards algorithmic innovation over engineering. Needs C++ implementation for speed compliance.
€50,000 total · 12 categories · Recurring
Our edge: 8Z-Image already validated on test images
Competition · Reasoning
ARC Prize 2026 — ~$1M+ Grand Prize
Chollet's Abstraction and Reasoning Corpus: find the simplest generative rule explaining input-output grids. MDL-governed program synthesis with DCC managing search budget maps remarkably well. ARC-AGI-3 launches 2026 with interactive elements.
$1M+ grand prize · $250K+ progress prizes
Our edge: MDL = Kolmogorov complexity approximation
Competition · Decipherment
Vesuvius Challenge — Reading Ancient Scrolls
Detect ink traces in carbonized papyrus CT scans. Fundamentally a signal-in-noise problem on 3D volumetric data. MDL identifies structured signal vs. carbon noise. ~$200K in current prizes. ~$1.5M paid out total.
$200K current prizes · Ongoing
Our edge: Signal-in-noise detection is our specialty
Publication · Biology
DNA Math Paper — Peer-Reviewed Publication
Z-scores of 28–74 for mathematical structure in genomic DNA beyond Markov-2. Progressive amplification under harder null models. The paper is essentially written (v3.0). Target: Bioinformatics, PLOS Comp Bio, or Nucleic Acids Research. Preprint on bioRxiv for immediate visibility.
Scientific credibility · Field-establishing
Status: Paper v3.0 with appendices nearly complete
Grant · Energy
ARPA-E / EIC Pathfinder — DGTE Funding
ARPA-E funds high-risk energy concepts. European EIC Pathfinder funds deep-tech innovation. DGTE's RC1–RC5 specifications with thermodynamic analysis form a strong proposal basis. Grants of €1–3M for early-stage breakthrough concepts.
€1–3M grants · Multi-year funding
Our edge: Detailed specs already done
```
Recommended Strategy

Three Parallel Tracks

These three can run simultaneously. Each reinforces the others: the publication establishes credibility, the competition proves the framework, and the feasibility study opens the most ambitious opportunity.

```

Highest-Value Targets

Ordered by impact × feasibility × strategic value

Track 1 · Credibility
Publish DNA Math Paper
Paper v3.0 is nearly complete. Preprint on bioRxiv, submit to Bioinformatics. Establishes the MDL framework as legitimate science. Enables everything else.
Track 2 · Competition
Enter GDCC with 8Z-Image
Most natural fit — directly tests 8Z compression against the world's best. Needs C++ implementation. Even without winning, benchmarking against state-of-art compressors is invaluable validation.
Track 3 · Moon Shot
ARC Prize 2026 Feasibility Study
MDL-governed program synthesis with DCC search management. Deepest philosophical alignment. $1M+ prize. Feasibility study first — can MDL+DCC find minimal programs for ARC grids?
```