# 📚 T81 Foundation — Research & Papers

[t81dev]

This thread collects academic research, technical papers, whitepapers, and serious long-form analysis relevant to the T81 ecosystem.

If you encounter research that intersects with:

• Deterministic computation
• Alternative numeric systems
• Balanced ternary arithmetic
• Reproducible AI inference
• VM architecture design
• Formal verification
• Governance-aware computation
• Content-addressed storage systems

Post it here.

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🔹 Why This Thread Exists

T81 is not a conventional application project. It is architectural research expressed in executable form.

This thread serves to:

• Ground design decisions in prior work
• Avoid reinventing known results
• Identify alignment or divergence from established theory
• Track emerging research relevant to deterministic AI

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🔹 Relevant Research Areas

Examples of useful domains:

Deterministic & Reproducible Systems

• Deterministic replay systems
• Distributed determinism
• Reproducible builds research
• Floating-point determinism studies

Alternative Arithmetic

• Balanced ternary theory
• Redundant number systems
• Signed-digit representations
• Ternary hardware experiments

VM & ISA Design

• Stack vs register architectures
• Bytecode verification models
• Interpreter vs JIT tradeoffs
• Spec-driven VM design

AI Determinism

• Floating-point drift analysis
• Parallel reduction determinism
• Fixed-point / integer AI inference
• Bit-exact model portability

Governance & Policy Layers

• Capability-based security
• Policy enforcement engines
• Formal semantics in runtime systems

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🔹 Posting Guidelines

When sharing a paper:

1. Include the title and link.
2. Provide a short summary.
3. Explain relevance to T81.
4. Note whether it supports or challenges current design assumptions.

Critical engagement is encouraged.

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🔹 Open Research Questions for T81

To seed discussion:

• Can balanced ternary reduce error propagation in deterministic AI pipelines?
• What formal verification model best fits TISC?
• Is interpreter-only determinism preferable to JIT-augmented determinism?
• What numeric substrate best balances performance and reproducibility?
• Can policy engines like Axion be formally proven to enforce execution invariants?

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🔹 Long-Term Goal

Over time, this thread can evolve into:

• A curated reading index
• A bibliography for the T81 book
• A research foundation for deterministic AI infrastructure

If T81 is to mature, it should converse with existing knowledge — not exist in isolation.