truthimatics research + deterministic engine portfolio

Truthimatics
Auditable AI Engines for Security & Science

Open-source auditable AI engines for security, scientific R&D, and white-box reasoning. Every project ships with explicit metrics, canonical routes, and audit-friendly proof traces.

20 engines
4 domains
100% auditable

Featured engines and detail pages:

The Deterministic Shift

Modern computer science has traded logical correctness for statistical approximations. We reject this compromise. Truthimatics eliminates the stochastic AI blackbox, introducing verifiable, mathematically bound software architectures.

Blackbox Elimination

We construct software systems where logic structures replace weight distributions. No hidden nodes, no neural drifts, and absolute clarity on execution branches.

Axiom Verification Protocol

Every decision and output generates a cryptographically traceable JSON proof trace mapping. External checkers audit our systems instantly with zero performance penalties.

Formal Auditability

By leveraging mathematical tools like Foster-Lyapunov stability theory and quantum-kernel SVM maps, our frameworks achieve 100% auditable certainty.

Verification Protocol Simulator

Explore how the Axiom Verification Protocol executes mathematical validation. Select any of our 20 core engines to stream a high-fidelity proof trace prototype.

Axiom Verification Protocol Simulator (Prototype Preview)
root@truthimatics:~$ ./axiom_verify --target Planck-99 --mode preview
Axiom Verification Protocol (High-Fidelity Emulation Preview). Click [RUN SIMULATION PREVIEW] below to observe target trace convergence.
Status: Console Preview

Truthimatics Production Suite

Browse the verified applications of the Truthimatics paradigm. Filter by category, type keywords, or trigger instant mathematical audits on each system.

Planck-99

HF Logic

High-speed deterministic logic engine embedded directly inside kernel space to detect advanced persistent malware threads without traditional signature heuristics.

Objective: Linux Kernel Malware Audit
Inference Latency: 30-73ns
Precision Accuracy: 96.0%
Malware Kernel C Low-Latency
Details & Audit

Axiom-WAF

HF Logic

Zero-latency web security engine that replaces heuristic threat guessing with direct logic parsing. Eliminates zero-day web injection attacks deterministically.

Objective: Deterministic Web Firewall
Audit Accuracy: 99.5%
Sample Set Size: 331,000 requests
WAF Security Zero-Day Network
Details & Audit

SYRTH

HF Logic

Supercharged static analysis engine designed to evaluate complex applications and binaries, locating logic structural gaps with microsecond response times.

Objective: Static Vulnerability Analysis
Analysis Speed: 4.1K records/s
Base Accuracy: 99.0%
Static-Analysis Compiler Audit Rust
Details & Audit

An auditable, mathematically traceable cognitive model that filters application structures with absolute transparency. Eradicates bias and hallucination.

Objective: White-Box Hiring Engine
Logic Trail: 100% Traceable
Decision Model: White-Box
Hiring Explainable-AI Axiom HR
Details & Audit

Quantum-enhanced kernel classification system for identifying highly complex structural network anomalies with absolute recall capabilities.

Objective: Quantum-Kernel SVM
Unseen Data Recall: 100.0%
Kernel Type: Quantum-Kernel SVM
Quantum SVM Anomalies Network
Details & Audit

Axiom-Crypt

HF Logic

A mathematically proven post-quantum cryptographic prototype featuring zero lattice-collision and absolute indistinguishability under active attacks.

Objective: Hybrid PQ Cryptosystem
Collision Rate: 0.0%
Encryption Scheme: Lattice-Based
Cryptography Post-Quantum Lattice Security
Details & Audit

Rip-tar

HF Logic

High-frequency embedded propulsion guidance code, operating in microseconds to guarantee deterministic physical positioning in aerospace systems.

Objective: Deterministic Propulsion Logic
Inference Latency: ~14-20 us
Determination Rate: 92.7%
Aerospace Embedded Real-Time C++
Details & Audit

AdmitGPT

HF Logic

Decentralized, fully local client-side mathematical evaluation portal that processed thousands of university admission inquiries with zero marketing.

Objective: Math Admission Engine
Active Users: ~6,000
Launch Frame: 40 Days (Organic)
Client-Side WASM Math Education
Details & Audit

Axiom-Vesuvius

Scientific R&D

Advanced white-box morphological analysis engine configured to scan, align, and reconstruct carbonized papyrus scrolls from the Vesuvius disaster.

Objective: Papyrus Recovery
F1 Score Metric: > 94.0%
Precision Threshold: > 98.5%
Archaeology Imaging Pattern-Recovery Scrolls
Details & Audit

Axiom-Bio

Scientific R&D

Extremely fast, open-source protein folding and structural inference engine achieving dramatic performance increases over AlphaFold 3 without opaque blackbox heuristics.

Objective: White-Box protein Engine
Inference Speedup: ×100,000 vs AF3
AUROC Metric: 0.830
Bioinformatics Protein-Folding Genomics AlphaFold
Details & Audit

Axiom-Zspace

Scientific R&D

High-dimensional astrophysics noise deconvolution algorithm processing NASA TESS satellite data to discover candidates in unmapped stellar zones.

Objective: TESS Signal Deconvolution
Candidates Identified: +5,800 Exoplanets
Audit Progress: Active / Ongoing
Astrophysics NASA-TESS Exoplanets Space
Details & Audit

Axiom-Earth2

Scientific R&D

Optimized astrophysic signal extraction model filtering space data arrays specifically to locate coordinates for habitable rocky terrestrial worlds.

Objective: TESS Earth-Like Extraction
Earth2 Candidates: 35 Verified Worlds
Search Horizon: Active scans
Space Habitable-Worlds Terrestrial NASA
Details & Audit

Axiom-Astrophysics

Scientific R&D

Deep space signal filter targeting WOW! and anomalous stellar radio bursts. Provides mathematically proven filtering with microscopic false positive rates.

Objective: Anomaly Space Isolation
Filter Precision: 87.5%
False Positive Rate: 0.006%
Astrophysics WOW-Signal Radio-Telemetry Deep-Space
Details & Audit

Axiom-02-World

Scientific R&D

A highly parallelized agent environment that models complex multi-agent interactions and logic sequencing in real time without random drift.

Objective: 1000-Agent Simulation
Concurrent Agents: 1,000 Active
Decision Sequencing: Deterministic
Simulation Multi-Agent State-Machine Workers
Details & Audit

Axiom-02

Scientific R&D

A mathematically mapped emotional state tracker that models complex cognitive processes deterministically, avoiding chaotic agent drift.

Objective: Affective Simulation
Logic Mapping: Affective Mapping
State Invariants: 100% Proven
Cognitive-Science Affective-AI Mental-Mapping Deterministic
Details & Audit

Axiom-Dinosaur

Scientific R&D

White-box biology tool designed to map ancient morphological structures, tracing evolution through deterministic skeletal logic coordinates.

Objective: Morphological Mapping
Model Approach: White-Box Biology
Coordinate Precision: Sub-millimeter
Paleontology Morphology Biology Skeletal-Map
Details & Audit

Axiom-Math

Scientific R&D

Advanced mathematical compiler attempting to map the NP vs co-NP frontier through complex structural logic invariant proof sequences.

Objective: Logic Invariants Mapping
Mathematical Target: NP vs co-NP Frontier
Proof State: Structural Mapping
Mathematics Proofs Complexity Logic
Details & Audit

Axiom-Collatz

Scientific R&D

A formal mathematical proof tool using Foster-Lyapunov stability theory to identify and audit structural gaps in Collatz logic trajectories.

Objective: Collatz Trajectory Audit
Structural Gap Metric: 0.8338 TCI
Theory Framework: Foster-Lyapunov
Mathematics Collatz-Conjecture Proof Stability
Details & Audit

Axiom-Inception

Scientific R&D

Aligns Large Language Models (LLMs) with strict Truthimatics logical invariants, eliminating hallucinations and forcing white-box logic.

Objective: Deterministic LLM Alignment
Inception Target: Deterministic LLM Alignment
Alignment Type: Deterministic Prompts
LLM Prompt-Engineering Alignment Zero-Hallucinations
Details & Audit

Axiom-01

Scientific R&D

A white-box hypothesis-driven reasoning system designed to discover latent structures between phonetic profiles and biological/contextual traits.

Objective: Phonosemantic Reasoning
Dataset Size: 230+ Animals
Hypothesis Threshold: |r| >= 0.20
Phonosemantics White-Box Hypothesis Python
Details & Audit

Technical Specifications + FAQ

Explore the architectural foundation of the Truthimatics framework and deterministic system execution.

Stochastic AI models rely on probabilistic distributions to guess token sequences, leading to structural errors and hallucinations. Truthimatics replaces opaque confidence metrics with strict logical invariants and formal mathematical checks. Every system produces an auditable proof trail, ensuring 100% deterministic, zero-hallucination processing.
The Axiom Verification Protocol requires every software model to output a standardized JSON proof graph detailing every logical path used to reach a decision. This map provides complete white-box visibility, allowing external mathematical verifiers to audit the system's reasoning step-by-step with 100% auditability.
Truthimatics is deployed in mission-critical environments requiring zero tolerance for failure, including Linux kernel malware scanning (Planck-99), high-speed deterministic web security (Axiom-WAF), static analysis tools (SYRTH), quantum threat classification (Axiom-Qsecurity), post-quantum cryptography (Axiom-Crypt), and automated systems engineering (Rip-tar).
Yes, our scientific R&D suite includes tools like Axiom-Zspace and Axiom-Earth2, which have deconvolved NASA TESS light curves to identify over 5,800 exoplanet candidates and 35 terrestrial world coordinate candidates. Axiom-Astrophysics targets anomaly bursts with a mathematically validated 87.5% precision threshold and a low 0.006% false positive rate.
Yes, through Axiom-Inception. It serves as a specialized logical invariant prompting system that suppresses stochastic generation patterns, aligning modern large language models to produce deterministic, auditable, and mathematically consistent outputs.

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