Researcher · Author · Technologist Independent · Interdisciplinary · Unaffiliated
I(V) = γ²(V)
A single mathematical identity binding information, spacetime, and thermodynamics through the geometry of binary distinction. The Fisher information of a binary measurement is the squared Lorentz factor: the cost of knowing anything is γ². Built in the margins of a career in technology and product marketing — advising a startup on AI, and creating OKAE, an open architecture that puts a complete AI tutor, entirely offline, on a hundred-dollar computer. Two peer-reviewed papers in Next Research and BioSystems (Elsevier), seven preprints across Zenodo and SSRN, and five patents pending — every result descending from one identity, with zero free parameters. And something new is taking shape, arriving 2026. Coming soon.
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The Pacific Northwest
Peer-reviewed & preprints

Manuscripts

Two peer-reviewed papers. Seven preprints across Zenodo and SSRN. One mathematical identity, traced from its proof through its consequences.

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Anchor: Fisher information is the squared Lorentz factor
Fisher Information Is the Squared Lorentz Factor: Why the Qubit Is Special
Anchor preprint · Zenodo 2026

The Bures metric and the Beltrami–Klein metric are conformally equivalent on the qubit Bloch ball: ds²BK = 4γ² ds²Bures. The Weyl tensor obstructs this for every N ≥ 3. The foundational theorem from which every other preprint descends.

Algebra of the Qubit
The Algebra of the Qubit: Fourteen Theorems on I(V) = γ²(V)
Zenodo · 2026

Fourteen theorems extending the anchor identity into a complete structural algebra: closed-form Thomas–Wigner rotation, SLD saturation, Jeffreys uniqueness, the Gudermannian bridge, Möbius covariance, modular flow, holographic complexity, a γ² Page curve, and a Lawvere obstruction to self-knowledge.

Measurement Irreversibility Criterion for AI consciousness
Why Current AI Cannot Be Conscious: A Thermodynamic Criterion from the Fisher–Lorentz Identity
Zenodo · 2026

The Measurement Irreversibility Criterion: a physics-based necessary condition for consciousness derived from the Fisher–Lorentz identity. Current digital AI architectures fail this minimum condition. Three testable predictions distinguish it from IIT, GNWT, and the Free Energy Principle.

Thomas-Wigner vs Pancharatnam-Berry discriminator protocol
Discriminating Thomas–Wigner from Pancharatnam–Berry Rotations: A Variable-Visibility Protocol
Zenodo · 2026

A pre-registered qubit experiment crossing the PB 45° baseline at V× ≈ 0.9102. About 45k shots at 3σ on any current superconducting, trapped-ion, or neutral-atom platform. No new instrumentation. Either outcome is publishable.

A Modular Speed Limit on the Qubit
A Modular Speed Limit on the Qubit: Bloch Precession, Saturation, and the Vanishing of Modular Flow at Pure States
Zenodo · 2026

A finite-dimensional Bisognano–Wichmann analog. Modular flow on the qubit is an SL(2,ℂ) boost with imaginary spinor rapidity ζ = 2itηM. Twelve theorems; a saturating Mandelstam–Tamm bound; Bloch precession at 2ηM. Every coefficient verified to 4 × 10−15.

Natural Gradient Descent and the Fisher-Lorentz Identity
The Lorentz Factor in Binary Classification: Natural Gradient Descent and the Fisher–Lorentz Identity
Zenodo · 2026

The Fisher information of a binary classifier’s sigmoid output equals γ²(V). Amari’s natural gradient inherits the conformal geometry of the qubit Bloch ball at every binary classification node in every neural network. A relativistic speed limit on classifier convergence.

From Measurement to Reality
From Measurement to Reality: I(V) = γ²(V) and the Geometry of Binary Distinction
Zenodo · 2026

One identity traced across twenty cross-disciplinary domains — thermodynamics, population genetics, allosteric biology, ecosystem tipping points, quantum speed limits, flat-band superconductivity, embryonic development. Nine proven results, three honest tensions, thirty-three falsifiable predictions.

The Hill Coefficient as Fisher Information, preprint
The Hill Coefficient as Fisher Information — preprint of record
SSRN · 2026

The open-access preprint companion to the peer-reviewed BioSystems article: I = nH²/4 at the midpoint of any Hill-type curve, traced through hemoglobin, the flagellar motor, and morphogenesis.

Quantum computation preprint
The Squared Lorentz Factor in Quantum Computation — preprint of record
Zenodo / SSRN · 2026

The open-access preprint companion to the peer-reviewed Next Research article: Grover as a Fubini–Study geodesic, battery charging through the Gudermannian, the Zeno timescale as ħ/ΔE · γ(V).

Manifesto · past the edge of the proven
Theory of Reality
Companion manifesto · 2026

I(V) = γ²(V) is a theorem; what it means is not. This manifesto bets, carefully, on the window: 3+1 spacetime as a downprojection from a higher-dimensional information manifold, a Gödelian horizon on what any embedded observer can know, and experience as the measurement process felt from within. Conjecture, kept clearly separate from the proofs.

Read the manifesto →
Old-growth firs rising into Pacific Northwest fog
Sunrays breaking through a coastal forest canopy
Sword ferns carpeting the rainforest floor
Cascade Head above the Oregon coast
An emerald pool in a mountain stream
Coyote Wall basalt cliffs over the Columbia Gorge
The deep blue of Tamolitch Pool
Five patents pending

Patents

Five patents pending, each built on the same published information-geometric identity. Where conventional practice fixes a worst-case rule in advance, these methods read a live measurement, compute one quantity in closed form, and let a system match its effort to the conditions it faces, while provably never relaxing a guaranteed floor. The principle recurs across several distinct industries; descriptions are kept deliberately high-level.

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I · Adaptive Allocation of Protective Capacity

Reads a live signal and decides, in closed form, how much protective margin the moment actually requires — spending less when conditions are easy, more when they are not.

Patent Pending
II · Live Reliability Monitoring with Self-Correction

Watches reliability as it unfolds and corrects course on the fly, replacing a fixed worst-case assumption with a measurement taken in real time.

Patent Pending
III · Adaptive Integrity Monitoring with a Guaranteed Floor

Matches its effort to live conditions while proving it can never drop below a guaranteed floor of integrity, however favorable the reading.

Patent Pending
IV · Self-Sizing Verification with a Decisive Verdict

Sizes its own verification to the difficulty at hand and returns a single decisive verdict, rather than running a fixed, oversized check every time.

Patent Pending
V · Unified Qualification and Grading from One Measurement

Collapses what is normally two separate passes — qualification and grading — into one measurement, read once and interpreted in closed form.

Patent Pending
The deep blue caldera of Crater Lake Wizard Island in Crater Lake Weathered pines above Crater Lake
Mt. Hood, Oregon
In preparation

Coming Soon

In preparation
Something new is taking shape

A new work, charted from the same instinct that runs through everything here. More will be revealed in time.

Coming 2026

A separate creative strand · No AI used

Mystic Thanks

A solipsistic pen wandering through eternity — gratitude offerings to time, nature, and the cosmos, written in the voice of someone who has been alive for all of it. Sequoias and supernovae, alpine mornings and ancient pyres, the physics underneath and the feeling on top. Each post closes with a thank-you to whatever fragment of existence inspired it. Handwritten, single-pass, no edits. No generative AI. Not poems, not essays — musings.

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Multnomah Falls in the Columbia River Gorge
Alpine wildflowers on a summer meadow
A quiet subalpine meadow
Wildflowers scattered across a mountain slope
A ground squirrel on the slopes of Mt. Hood
Pacific Northwest landscape
Sunset over a Cascade lake
The rim of Crater Lake
A wide panorama of Crater Lake
Clouds drifting over Crater Lake
Mount Rainier under a clearing sky
Career

Industry

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Present · Product Marketing Lead

Enterprise SSDs for the AI Data Center

Product marketing and go-to-market for next-generation enterprise SSDs powering the AI data center — positioning high-capacity storage for AI inference, KV-cache, and sovereign-AI deployment.

Decentralizing Generative AI Inference On Device
Decentralizing Generative AI Inference On Device
Whitepaper · 2025

Sole-authored strategy paper on running generative AI inference on-device — ending cloud dependency and cutting inference cost to near zero at the edge.

Offline AI for Underserved Classrooms
Talk · 2025

Led the world’s first offline GenAI education platform — on-device tutoring for students with no internet, piloted in Guatemala and expanding worldwide.

World’s First EdTech Platform with Offline AI
Product launch · 2025

Conceived and launched an AI-enabled EdTech appliance for resource-limited classrooms — full generative-AI tutoring, entirely offline, zero cloud.

Advisory · Executive Leadership

AI Advisor to a Startup

Advising a startup’s executive leadership on applied AI — how machine intelligence is built into the product, evaluated, and deployed responsibly at scale.

In the press
Open source

Open-Source Reference Architecture

Open-source · Apache 2.0 · runs entirely offline
OKAEOpen Kit for AI in Education

A complete AI tutor on a hundred-dollar computer — offline, curriculum-grounded, and multilingual — for the classrooms the cloud forgot.

One commodity computer serves an entire classroom — no per-student devices, no cloud accounts, no recurring fees. A resident language model, a 1.5-million-chunk curriculum index grounding every answer in teacher-approved material, layered child-safety, on-device handwriting and voice, and a full teacher dashboard. Conceived, engineered, and documented end to end as a single-author reference architecture.

2.2B
Students the internet can’t reach
~$100
Full tutor · one device
~$1–3
Per student / year
100%
Offline · zero cloud
1.5M
Curriculum chunks indexed
2B
Parameter model, on-device
Curriculum-Grounded RAG Multilingual On-Device Vision + Voice Layered Child-Safety Teacher Dashboard Model-Agnostic Apache 2.0
Architecture record · Zenodo
Coming soon Partnerships & deployment

Pilot programs, ministry and NGO partnerships, and reference deployments are taking shape now. Detailed partnership and field-deployment announcements will follow — this is a working program, not only a codebase.

Architecture and documentation timestamped on Zenodo. Record public; files restricted.
The lithography years

Earlier Work

Co-authored research from the semiconductor lithography years.

An evergreen vista over rolling ridgelines Fog rolling along the Pacific Northwest coast
Four facets · the stack

The Framework

Four facets of the same identity: the proof, its algebra, its boundary, and the stack that follows.

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01 · The Identity & Its Geometry

I(V) = γ²(V)

The Fisher information of a binary quantum measurement is exactly the squared Lorentz factor. Not approximately. The qubit Bloch ball supports the Bures metric and the Beltrami–Klein metric simultaneously, conformally equivalent through the single factor γ². Six converging formulations arrive at the same identity. Anchor preprint · Zenodo 19363449.

02 · The Algebra · Fourteen Theorems

One identity becomes an algebra

The anchor identity is a seed, not an endpoint. Closed-form Thomas–Wigner rotation; the SLD eigendirection as optimal axis; Jeffreys uniqueness; the Gudermannian bridge; a Lawvere argument that no embedded observer can reconstruct the γ² field from within. Möbius covariance, modular flow, holographic complexity, a γ² Page curve all follow. Zenodo 19653530.

03 · The Boundary & Thermodynamics

Why the qubit is special, and why time has a direction

Beyond the qubit, the Weyl tensor becomes nonzero and blocks the conformal equivalence. One bit of distinction is the only measurement that maps onto spacetime geometry. All three laws of thermodynamics follow: the second says γ² ≥ 1, the third says γ² = ∞ is unreachable, and the arrow of time is the irreversibility of a Lorentz boost. Biology is not exempt.

04 · The Stack

One proof, then everything that follows

One identity produces a deductive chain with no free parameters and no circular reasoning. The anchor proves the identity; the algebra extends it to fourteen theorems; “From Measurement to Reality” traces it across twenty domains; the consciousness paper derives a criterion no current AI satisfies. Each layer depends only on what came before. Nothing assumed that isn’t proven; nothing claimed that isn’t testable.

Correspondence

Contact

Bharath G. Srivats business card, front
Bharath G. Srivats business card, back

One bit of distinction is geometrically privileged.

Bharath G. Srivats