Clarity on AI
and emerging technologies

Clarity on AI
and emerging
technologies

Independent research and advisory support grounded in technical analysis, helping leaders make informed, evidence-based decisions.

Scroll to explore

Services

Services

Services

Research-driven support for teams navigating advanced technologies, AI, and early-stage distributed systems.

Technical Research & Synthesis

Clear analyses of scientific papers, AI architectures, or technical proposals. Mechanism breakdowns and decision-ready explanations of system behavior.

Technical Research & Synthesis

Clear analyses of scientific papers, AI architectures, or technical proposals. Mechanism breakdowns and decision-ready explanations of system behavior.

Technical Research & Synthesis

Clear analyses of scientific papers, AI architectures, or technical proposals. Mechanism breakdowns and decision-ready explanations of system behavior.

Executive Briefings

Concise, high-signal briefings for leaders who need clarity quickly. Includes structured slides, non-technical explanations of technical concepts, decision support, and risk-aware recommendations.

Executive Briefings

Concise, high-signal briefings for leaders who need clarity quickly. Includes structured slides, non-technical explanations of technical concepts, decision support, and risk-aware recommendations.

Executive Briefings

Concise, high-signal briefings for leaders who need clarity quickly. Includes structured slides, non-technical explanations of technical concepts, decision support, and risk-aware recommendations.

AI & Model Behavior Insight

Assessment of internal representations, early-layer structure, and model behavior patterns, with a focus on how these properties affect reliability and alignment-relevant risks, and their practical implications for deployment and market value.

AI & Model Behavior Insight

Assessment of internal representations, early-layer structure, and model behavior patterns, with a focus on how these properties affect reliability and alignment-relevant risks, and their practical implications for deployment and market value.

AI & Model Behavior Insight

Assessment of internal representations, early-layer structure, and model behavior patterns, with a focus on how these properties affect reliability and alignment-relevant risks, and their practical implications for deployment and market value.

Consultation Sessions

Targeted discussions to clarify questions, evaluate opportunities, or gain an independent technical perspective.

Consultation Sessions

Targeted discussions to clarify questions, evaluate opportunities, or gain an independent technical perspective.

Consultation Sessions

Targeted discussions to clarify questions, evaluate opportunities, or gain an independent technical perspective.

Market & Technology Evaluation

Evaluation of emerging technologies and early-stage ecosystems. Includes analysis of underlying mechanisms, protocol design, team credibility, security assumptions, technical robustness, and long-term viability.

Market & Technology Evaluation

Evaluation of emerging technologies and early-stage ecosystems. Includes analysis of underlying mechanisms, protocol design, team credibility, security assumptions, technical robustness, and long-term viability.

Market & Technology Evaluation

Evaluation of emerging technologies and early-stage ecosystems. Includes analysis of underlying mechanisms, protocol design, team credibility, security assumptions, technical robustness, and long-term viability.

"The purpose of computing is insight, not numbers"

Richard Hamming

About me

About me

About me

I’m Jennifer, an independent researcher and consultant working at the intersection of AI, technology, and analytical reasoning.

I focus on internal representations, early-layer structure, and model behavior, particularly where they influence reliability, alignment, and real-world performance.

My analytical work has also informed well-timed positions for clients navigating early decentralized systems. I combine technical depth with clear communication, providing grounded guidance in uncertain or fast-moving domains.


Professional Areas of Focus:

Model behavior and technical distillation

Model behavior and technical distillation

Model behavior and technical distillation

Harmonic decomposition, Fourier analysis, and wavelets

Harmonic decomposition, Fourier analysis, and wavelets

Harmonic decomposition, Fourier analysis, and wavelets

Early-layer structure in neural systems

Early-layer structure in neural systems

Early-layer structure in neural systems

Emerging technology trends

Emerging technology trends

Emerging technology trends

Mechanistic interpretability

Mechanistic interpretability

Mechanistic interpretability

Personal Technical Interests:

Linear algebra and spectral methods

Linear algebra and spectral methods

Linear algebra and spectral methods

High-dimensional representation geometry

High-dimensional representation geometry

High-dimensional representation geometry

Cryptography

Cryptography

Cryptography

20th-century music analysis and transformation matrices

20th-century music analysis and transformation matrices

20th-century music analysis and transformation matrices

FAQ

FAQ

FAQ

Your questions,
answered with clarity

What types of clients do you work with?

Can I book a one-off consultation?

Why work with a human consultant in an era of powerful AI?

What’s useful to bring to a session?

What types of clients do you work with?

Can I book a one-off consultation?

Why work with a human consultant in an era of powerful AI?

What’s useful to bring to a session?

What types of clients do you work with?

Can I book a one-off consultation?

Why work with a human consultant in an era of powerful AI?

What’s useful to bring to a session?

Contact/Booking

Contact/Booking

Contact/Booking

Work With Me

I offer limited weekly availability for consultations. Ideal for foundational questions, early-stage tech strategy, or clarification around complex research

Contact form

Book a meeting