Fire Together, Ground Together

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Tesseract Physics:

Fire Together, Ground Together

From Database Normalization to the S≡P≡H Crisis

Tesseract Physics - Fire Together Ground Together book cover by Elias Moosman - explains Unity Principle S≡P≡H connecting database performance, AI alignment, and consciousness

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What Does "Fire Together, Ground Together" Mean?

Fire Together, Ground Together is the central principle of Tesseract Physics. It explains why your database slows, your AI drifts, and your consciousness binds—not three separate problems, but one physics violation.

When systems fire together (associative activation, like neurons that fire together wire together) AND ground together (maintain semantic-physical alignment, symbols grounded in reality), they exhibit trust compounding and zero drift.

When they diverge—when S ≠ P—you get cache misses (databases), hallucinations (AI), or the hard problem of consciousness (biology). This is the Unity Principle (S≡P≡H): Semantic State ≡ Physical State ≡ Hardware State.

FIM Artifact Dynamics

Watch 2 cells flip per frame (the "Gestalt unit" - 17 bits of intuition-level precision).
4 frames = 8 flips = 65.36 bits total ("age of universe" precision).
2^65.36 ≈ 49 quintillion states • Universe: 13.8B years ≈ 435 quadrillion seconds • Precision: ~100 measurements/second across entire universe timeline
This is how you learned to read faces—one "word" at a time.

FIM Dynamics Frame 0
Frame 0/4: 0.0 bits total
2 flips per frame • 16.34 bits per frame • 65.36 bits total
"Gestalt sentence" - reading at the intuition threshold

Your database slows. Your AI drifts. Your goals fog.
Not three problems—one physics violation: S ≠ P

The unifying principle Database Heretics, AI Doomers, and Pattern-Seeking Investors have been searching for.

A paradigm shift in a book. Not content → Cognitive substrate.

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Preface

✓ Complete
ShortRank: 🔮 Authority: B2🎯.C3🏆.H4💎

The splinter in your mind. Why normalized databases, drifting AI, and foggy goals all trace to the same physical violation. Not metaphor—physics.

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Why This Exists

When semantic equals physical equals hardware, reality converges. When they drift, trust debt compounds at 0.3% per decision.

This book teaches you to see convergence and drift in physical substrate—not as metaphor, but as measurable physics.

First of its kind: A living book that evolves with reader feedback. You don't just read—you help it converge to truth.

Does This Sound Familiar?

  • “My database gets slower over time, even with perfect indexes”
  • “My AI model drifts from training intent, but I can't measure when”
  • “Every system I build fails the same way, but I can't name why”
  • “I see patterns across domains (database, AI, goals) but lack the unifying equation”
  • “Cache misses and AI hallucinations feel eerily similar”
  • “Everything drifts over time—is there a physics law?”

They're all the same problem:

S ≠ P

(semantic does not equal physical)

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Speaking Engagements

Interested in having Elias speak at your event, conference, or organization?

Topics Include:

  • Unity Principle (S≡P≡H) - Why semantic-physical alignment determines system performance and AI alignment
  • Existential stakes - EU AI Act enforcement (August 2, 2026), AGI timeline (2030-2050), and why normalization blocks alignment solutions
  • From cache misses to consciousness - How 0.3% drift operates at consciousness-collapse threshold without biological compensation
  • Practical implementation - CRM systems, granular permissions, and production patterns that preserve existing infrastructure
  • Cultural alignment - How measurement capability spreads through N² network effects and moral obligation to share the instrument
  • Living books and cognitive substrates - The future of knowledge transfer through embodied learning

How to Request:

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💥What Happens When Pattern Recognizers Read This Book

The moment when the splinter in your mind finally has a name: S ≠ P

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"HOLY SHIT - it's not the index, it's the SCATTER! Normalization forces randomness!"
Senior Database Architect
15 years PostgreSQL
Search: "why is my database slow"
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"FINALLY - a measurable threshold! 0.3% trust debt per decision! Hardware performance counters don't lie!"
AI Safety Researcher
OpenAI
Search: "how to measure semantic drift"
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"This is it. S≡P≡H is the unifying equation I've been searching for across domains."
Venture Partner
a16z
Search: "unifying principle across domains"
🧠
"Cache misses and AI hallucinations are THE SAME THING?! Both are S≠P violations! Mind blown."
Staff ML Engineer
Anthropic
Search: "connection between database performance and AI"
"It's not entropy—it's S≠P! When semantic drifts from physical, trust debt compounds at 0.3%!"
CTO
$200M startup
Search: "why does everything drift over time"
🔬
"Position EQUALS meaning! Sorted structures ground semantics in hardware! THAT'S the physics!"
Computational Neuroscientist
MIT
Search: "what is the physics of meaning"

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📐 Technical Appendices

🗺️ Meta-Maps & Navigation

How to Shape This Book

As you read, your neurons will fire together on certain passages—and misfire on others. That's the signal we need. Help us align the book to what resonates with insiders like you.

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IAM FIM for Enterprise

The right constraints for agentic workflows. What your CTO, CISO, and board should care about.

When your AI agents need grounded permissions, not probabilistic policies.

What IAM FIM provides:

  • Grounded permissions — Path exists or it doesn't. No policy drift.
  • Agentic workflow constraints — When AI acts autonomously, verification is physics.
  • Audit trail by default — Transpose walks are mathematically verifiable.
  • EU AI Act ready — Explainability built into the substrate.

🎯Who This Is For

CIOs and CTOs deploying agentic AI at scale

Security architects who know policy drift is the real breach vector

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