Researcher Profile and Collaboration

What The Work Produces

SBT (external perception) and OST (internal specification) are two projections of a single system — the business observed from outside and from inside. Neither is complete alone.

How This Differs

Positioning Statements

Aaker drew the anatomy chart. I built the microscope.

Illegibility is a moat. Once you can write the rules down, the moat drains.

From brand management I turned to brand measurement.

Structural Transferability

The same specification architecture has produced working frameworks in four independent domains — three of them outside branding. Each is a render of the same trunk: a canonical specification, a versioned history, and explicit pipelines emitting observer-specific views.

1. Research as a forkable repository — every paper a public GitHub repo, Zenodo as the version-snapshot mechanism, a CHANGELOG that records how the thinking moved.
2. Franchise as a forkable repository — each franchisee a branch with local commits; the franchisor's structural job is to govern merges back into the main branch.
3. Six-tier business ontology — owner intent, business model, business entity, product, process, organisation; each tier a distinct layer of structural commitment with its own observers and failure modes.
4. One-source-three-observers website — this very site emits to Search Engines (SEO + Schema.org JSON-LD), Humans (visual identity + progressive disclosure), and AI Agents (llms.txt + structured GitHub markdown) from a single canonical source.

This file is itself a fifth, meta-self-referential instance: one canonical YAML, multiple renderings (machine-readable, JSON-LD, this HTML page, LinkedIn About, X bio, one-pager PDF).

Method

Origin

Meta-coordination across incompatible systems. 2005-2006 manufacturing transformation: coordinating German TPS engineers, Russian plant operations, and transfers of Russian plant equipment to an Indian venture simultaneously. Not translating between languages — interpreting between operating systems. The same pattern now applied intellectually — standing outside branding and organizational theory to map their structure with a new instrument.

AI as Instrument

Working with AI as an architectural instrument — holding consistency across dimensions, case studies, and companion papers that exceed human working memory. AI does not generate the ideas. It lets me hold the architecture while I generate them. 150+ sessions, 30+ papers, 4 open-source toolkits, 16 HuggingFace datasets.

Intellectual Priors

• The Goal Goldratt

  Systems constraints — brand health has a bottleneck architecture, not a quality average

• Visual Display of Quantitative Information Tufte

  Information density without information loss — make complex systems legible without simplifying them

• The Beginning of Infinity Deutsch

  Good explanations transfer across domains — the pipeline transferred from financial documents to brand perception unchanged

• The Toyota Way Liker

  The standard is a baseline, not a ceiling — separate what must be achieved from how

• TRIZ Altshuller

  Structural contradiction analysis — operational problems are instances of recurring patterns

• Brand Identity Model Aaker

  Four identity perspectives (Product, Organization, Person, Symbol) that SBT formalizes into eight parametrized dimensions — the relationship is formalization, not replacement, like behavioral economics to classical economics. A 10-property side-by-side comparison of SBT against Aaker, Keller, Kapferer, Brakus, J. Aaker, and Holt is on the research page.

Publications

30+ papers across seven theory layers — from mathematical foundations to empirical validation. The complete catalog with reading paths by audience, layer assignments, and open problems is on the Research Atlas.

All preprints available on Zenodo. ORCID: 0009-0000-6893-9231.

Active Research

• Open-source measurement instruments — civilian and professional tiers methodology development

  Two-tier instrument model adapted from open-source-plus-services patterns (Linux / Red Hat). Civilian tier: open framework, auto-runnable. Professional tier: calibrated cross-observer reference panel, longitudinal measurement, signed audit. Need: beta partners for cross-LLM-observer invariance testing.

• Activity Specification protocol — personal identity, organisational specs, research outputs system live (spectralbranding.com/spec); cross-domain extensions

  The track-record-is-not-portable thesis: capability is rendered against substrate, not carried in the person. Need: HR-tech / legal-tech / academic-hiring validation cases where collapsed bios produce structurally misleading matches.

• Cross-industry OST deployment validation reference implementation available

  Six-tier organisational ontology with acceptance-testing cascade as the missing construct. Need: real-world operational data from any industry beyond the reference implementation (Spectra Coffee).

• AI deployment ceilings under the six-tier ontology theoretical formalization

  Each tier carries a structural ceiling on what AI can absorb (the Tier-3 legal-personhood floor; Tier-4 brand-substrate authenticity; Tier-5 procedure-vs-spec drift). Need: empirical cases of AI-deployment failures attributable to tier-ceiling violations.

• Knowledge-graph + Markov-walk hybrid for spec-vs-perception structures conceptual seed

  Deterministic graph (the spec) plus probabilistic walk (observer-specific traversal) as a unified formalism for the spec-and-perception split. Need: co-author with knowledge-graph or Markov-Logic-Network tooling expertise.

• Spec-based research in the post-AI era — cost-asymmetry theory of meaning and meaningfulness published — Zharnikov (2026ao) · DOI 10.5281/zenodo.20409683

  Theory paper introducing the Operator role and a three-layer log / spine / rendering decomposition of organizational knowledge work. Four propositions (P1–P4); P4 (rendering-equivalence under spine-preservation) establishes that distinct prose renderings of a shared spine convey the same meaning. Published on Zenodo; open-license under CC BY 4.0.

• Same meaning, different prose — spine preservation and rendering equivalence (empirical) published — Zharnikov (2026ap) · DOI 10.5281/zenodo.20409701

  Empirical companion to 2026ao demonstrating P4 via management-theory twin pairs (Eisenhardt & Martin 2000 / Zollo & Winter 2002; Grant 1996 / Liebeskind 1996). Reconstruction score Rec = 4 on each pair above a random-shadow null. Published on Zenodo; open-license under CC BY 4.0.

Collaboration Protocol

What I Respond To

• Structured questions about framework mechanisms
• Empirical validation proposals (I have the theory, you have the data)
• Cross-domain applications (applying SBT/OST to your field)
• Genuine intellectual challenges to the framework's assumptions

What I Do Not Respond To

• Generic "let's connect" messages without specific context
• Requests to "make it simpler" without specifying for whom
• AI hype or AI fear — I work with AI as an instrument, not a topic

Contact

Written over verbal. Specific over vague. Structured over narrative.

[email protected]

Machine-readable version: spectralbranding.com/spec.yaml