Bojan Dobrečevič · AIM³ Institute · Ljubljana, Slovenia

30 Years of Ideas,
18 Months of Execution

From a consciousness experience in 1995 to working prototypes that beat industry standards — orchestrated by one human and a team of AI research partners.

17
Active Projects
12
Live Web Pages
7+
AI Partners
Z=74
Peak Statistical Signal
Live on the Web

Try It Yourself

Twelve live web pages — playable, explorable, and free. Each one built through human × AI collaboration and hosted at chessbest.org.

12
Live Web Pages
7
Domains
48B+
Chess Positions
100%
AI Co-Built
♟️
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, and next-move preview.
Live Product 48B+ Positions v0.4.5
chessbest.org Visit →
🗺️
Travel · Optimization 8Z Trip Optimizer
Plan multi-stop trips with route optimization (fast & deep modes), interactive maps, and a built-in AI chatbot powered by Gemini. Finds optimal driving/walking routes, base camp hotels, and dining spots along the way.
AI Chatbot Route Optimizer Maps
chessbest.org/trip Visit →
🎵
Audio · Compression 8Z-Audio — Five Days Against FLAC
The full story of building a lossless audio codec from scratch in 5 days — and beating the 25-year-old gold standard on 7/15 clips. Interactive benchmarks, architecture diagrams, the development sprint timeline, and per-song results.
Beat FLAC-12 10.3% Best Win v1.5
chessbest.org/ac Visit →
🖼️
Compression · Research 8Z Mathematical Compression
The first lossless framework that stores math instead of bytes. Beats PNG, 7-Zip, and ZIP on image test sets (46.8% ratio). MDL-governed generators with SHA3-256 verification. Cross-domain results across image, audio, DNA, and TSP.
Beat PNG 46.8% Ratio 5 Domains
chessbest.org/8z/8Z_compression Visit →
📈
Finance · Compression × Trading BD Trading System — Sync Momentum
A complete trading manual spanning 14 months of development — from BTC/ETH correlation insight to a multi-preset, zero-fee scalping engine. Includes the MDL/DCC bridge from 8Z compression to market regime detection, plus The Leap competition results (top 2%, +$15.5K in 4 hours).
Top 2% The Leap +$15.5K Live 13 Chapters
chessbest.org/8zt Visit →
🧬
Genomics · Benchmark 8Z FASTA Encoder — Multi-LLM Benchmark
Round 2 benchmark report: 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 →
📋
Portfolio · Overview BD × AI — Full Research Portfolio
The master portfolio page: all 17+ projects across 5 domains, competition targets, domain transfer roadmap, and the three-track strategy. The live version of the document you're reading now.
17+ Projects 5 Domains Live
chessbest.org/bd Visit →
🎸
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. Detailed plan covering AudioSR, DeepFilterNet, HiFi-GAN BWE, and the full 3-phase restoration roadmap.
Active Dev AudioSR RTX 3080
chessbest.org/mix/MP3_Resurrection 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 →
⚡
Entertainment · Reference Ultimate Comic Book Power Rankings
Lore-accurate ranking of the most powerful characters across Marvel, DC, Image, and Vertigo — from The One-Above-All to street-level heroes. Expandable cards with detailed lore descriptions for each entry. 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 — medals per 1,000 people. Weighted scoring (Gold=3, Silver=2, Bronze=1) reveals which small nations truly punch above their weight. Slovenia at #2.
2026 Data Slovenia #2 25 Countries
chessbest.org/mix/Olympics2026 Visit →
I
What Has Been Built
Core Infrastructure

The AI Operating System

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.

🧠
Protocol Suite
AIM³ — AI Teamwork & Memory
Multi-LLM orchestration with defined roles (Creator, Skeptic, Architect, Editor), persistent mind/log files, and explicit decision trails. The backbone of every project in this portfolio.
Live Daily Use All Projects
🤝
Collaboration Contract
G51-BD Trust Pact
A machine-readable behavioural contract: no sycophancy, explicit permission to challenge, breach signal for blunt mode. Defines how AI treats the human as a thinking peer, not a customer.
v1.0 Anti-Sycophancy
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 entirely via human×AI collaboration. 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?