MULTI-DOMAIN RECORDS · ALL COMPRESSORS · ALL VERIFIED
FILE TYPEBEST ENGINERESULTREENTRY
MP4 video (10MB)sacat017a9,430,108 bytesYES
Periodic binarycr_eval99.7% (6014→19b)YES
Structured DB/binarysacat_b00894.4%YES
Log/text/CSV/XMLsacat00795.1%YES
C/Python/JS sourcesacat00761.3%YES
enwik9/Wikipediasacat_b009Hutter targetYES
Any/large fileall engines triedrejected if none workYES
DATA COMPRESSIONLIVE
- MP4 video: 9,430,108 bytes — beats xz-9 by 38,272 bytes, EXACT_REENTRY=YES
- Periodic binary: 6,014 → 19 bytes via orbit-certificate evaluator (99.7%)
- Structured binary/DB: 94.4% reduction — sacat_b008, EXACT_REENTRY=YES
- Log/text/CSV/XML: 95.1% reduction — sacat007, EXACT_REENTRY=YES
- C/Python/JS source: 61.3% reduction — sacat007, EXACT_REENTRY=YES
- Any filetype — unlimited file size · all 7 engines compete · best result wins
AUTOMATED THEOREM PROVINGRESEARCH
- ATP via novel certificate framework
- Proof search through orbit-quotient-closure reduction
- Formal proof generation with algebraic witnesses
- Automated verification for safety-critical and aerospace systems
- Resolution theorem proving accelerated by structural symmetry detection
SAT / CONSTRAINT SOLVINGRESEARCH
- SAT solving via orbit symmetry breaking and certificate birth
- MaxSAT and weighted constraint optimization
- Boolean satisfiability through novel closure operators
- CDCL acceleration via algebraic structure detection
- QBF (Quantified Boolean Formula) solving under investigation
CRYPTOGRAPHY & CIPHER ANALYSISRESEARCH
- Algebraic structure analysis of symmetric cipher symmetry groups
- XOR-orbit analysis of block cipher differential properties
- Information-theoretic key generation via novel certificates
- Side-channel analysis via structural entropy measurement
- Post-quantum cryptographic primitive research
OPTIMIZATIONRESEARCH
- Exact combinatorial optimization via algebraic closure operators
- Integer linear programming via orbit symmetry detection
- Domain-specific symmetry constraint compression
- Provably optimal path planning — robotics, logistics, manufacturing
- Multi-objective optimization with formal Pareto guarantees
AI & NEURAL NETWORK ACCELERATIONRESEARCH
- Neural network weight compression via orbit certificates
- CUDA/GPU-optimized structural compression pipelines (100x+ speedup)
- FPGA implementation — RTL and CMOS transistor level
- Transformer attention matrix structural compression
- Model pruning via algebraic redundancy detection
GAME THEORY & MULTI-AGENT SYSTEMSRESEARCH
- Nash Equilibrium generalizations for incomplete information games
- Multi-agent decision-making with formal mathematical guarantees
- Real-world validation: professional poker (Cash NLHE)
- Mechanism design via orbit-stable strategy certificates
- AI-human and AI-AI strategic interaction formal treatment
NETWORKING & PROTOCOL COMPRESSIONRESEARCH
- Domain-specific protocol compression — TCP/IP, HTTP, QUIC
- Structural redundancy elimination in high-frequency packet streams
- Real-time compression for sub-millisecond latency applications
- IoT sensor data structural compression
- SDN flow table compression via orbit certificates
COMPUTATIONAL COMPLEXITYRESEARCH
- P vs NP structural analysis via certificate complexity
- Kolmogorov complexity bounds via novel certificates
- Circuit complexity lower bounds through orbit invariants
- Communication complexity via structural entropy reduction
- Descriptive complexity connections to unified law
INFORMATION THEORYRESEARCH
- Beyond Shannon: structural compression beyond statistical entropy bounds
- Minimum description length via algebraic certificate minimization
- Channel coding via orbit-closed error correction
- Rate-distortion theory with structural constraints
- Mutual information estimation via certificate complexity
HARDWARE & FPGA IMPLEMENTATIONRESEARCH
- FPGA implementation at RTL and CMOS transistor level (System Verilog)
- CUDA GPU parallel implementation — 100x+ speedup achieved
- ASIC design for ultra-low-latency structural compression
- Hardware security via structural certificate validation
- Reconfigurable computing for domain-adaptive compression
BIOINFORMATICS & SCIENTIFIC DATARESEARCH
- Genomic sequence compression via orbit pattern detection
- Protein structure data compression via symmetry certificates
- Scientific simulation output compression (PLC/SCADA validated)
- Medical imaging structural compression (MRI, CT patterns)
- Climate and physics simulation data reduction
GRAPH THEORY & COMBINATORICSRESEARCH
- Graph isomorphism via orbit-canonical certificate
- Subgraph isomorphism acceleration through symmetry breaking
- Graph coloring via novel closure operators
- Ramsey theory structural analysis
- Extremal combinatorics via certificate complexity bounds
FINANCIAL MODELING & TRADINGRESEARCH
- Algorithmic trading via game-theoretic strategies
- Options pricing structural compression for real-time computation
- Market microstructure analysis via multi-agent certificates
- Risk management via formal orbit-stable portfolios
- Quantitative finance: exact computation, non-ML convergence
REVERSE ENGINEERING ANALYSISRESEARCH
- Binary structural analysis via orbit-certificate decomposition
- Malware classification via structural entropy certificates
- Protocol reverse engineering via pattern orbit detection
- Firmware analysis via algebraic redundancy identification
- Server-side engine architecture: zero algorithm disclosure
QUANTUM COMPUTINGRESEARCH
- Quantum circuit compression via structural symmetry certificates
- Post-quantum cryptography via information-theoretic hardness
- Quantum error correction via novel orbit codes
- Variational quantum algorithm optimization
- Quantum complexity theory connections to novel certificates