Building in public.
TIV publishes what it can without exposing what it shouldn't. Financial reports, governance, security, and research — all visible. This is one of the defining features of the organization.
What we publish.
Let the work speak for the company.
TIV does not ask for trust based on corporate statements. We publish our codebases, AI models, research papers, and architecture specifications so that our claims can be independently inspected and verified.
Inspect Source Code
Browse open-source repositories, system implementations, and tooling on GitHub.
Inspect AI Models
Examine M31 checkpoints, architecture configs, weights, and interactive Spaces on Hugging Face.
Inspect Research
Explore foundational research across distributed systems, optical networking, and AI.
Inspect Publications
Read technical reports, peer papers, and formal whitepapers with versioned revisions.
What is Public
Open Access- ·Shipped Products: Complete, stable platforms (OpenMail, Mercura, M31A, Octate) with full documentation and active maintenance.
- ·Open Source Repositories: Permissively licensed developer tooling, runtime engines, and protocol packages hosted at github.com/eshanized.
- ·Institutional Governance: Management financial estimates, leadership charters, annual reviews, and security disclosures.
What is Experimental
Research & Prototypes- ·AI Model Checkpoints: M31Genesis (425M), M31Tesla (228.9M), and M31Entropy (314M) published on huggingface.co/eshanized.
- ·Interactive Demonstrators: M31 Q // For programmers hosted on Hugging Face Spaces.
- ·Experimental Architectures: Large-vocabulary tokenization, sliding window attention tests, and GQA runtime harnesses.
What is Proprietary / Internal
Restricted Infrastructure- ·Operational Telemetry: Physical optical cross-connect telemetry, core routing tables, and dark fiber monitoring feeds.
- ·Raw Datasets & Pre-training Corpora: Raw multi-gigabyte training corpora subject to partner licensing and intellectual property terms.
- ·Production Secrets & Keys: Cryptographic infrastructure keys, root certificates, and client enterprise credentials.
Why Checkpoints Remain Research-Only
Scientific Integrity- ·Honest Status Labeling: Foundation models like M31Genesis explore causal generation in sub-billion parameter classes; labeling them "production" would be dishonest.
- ·Peer Review & Community Audit: Open checkpoint publishing allows researchers to inspect weights, measure perplexity, and identify biases openly.
- ·Evaluation Prior to Deployment: Checkpoints require domain-specific fine-tuning and safety filters before deployment in mission-critical environments.
Transparency reports.
Annual reports covering TIV's activities, finances, and direction.
TIV Annual Report 2026
Version 1.0 · Published 2026-09-12