Security · Forensics · LLM Engineering

We build it, secure it, and prove it.

Three focused areas: LLM application security, mobile device forensics, and cryptocurrency investigation. Each handled with experienced, hands-on expertise and clear accountability from first scope to signed report. Project-based engagements with written deliverables.

PrincipalArchitect & Developer
CISSPCSSLP · CRISC
Ex-Chainalysis Engineer

Think like an attacker. Write like an expert witness. Ship like an engineer.

Deposition-Grade
Written reports
Builder & Breaker
Code that ships

Forensic and adversarial work for the people who need it most, from a practice that can build the tool and break the system.

Shirley Singleton, Principal of Secure Data Consortium
Shirley Singleton
Principal · CISSP, CSSLP, CRISC
Who We Are

A builder and architect with adversarial depth

Secure Data Consortium is an independent cybersecurity practice based in Jacksonville, Florida. The practice combines over a decade building production systems across financial services, government, and security tooling with active adversarial research and digital forensics.

Most LLM-adjacent consulting comes from one of two directions: security generalists who don't ship code, or developers who don't think about security architecture. This practice is both: builder-architect expertise paired with CISSP-level security depth.

Every engagement is project-shaped, handled by experienced, hands-on expertise from start to finish, and delivered as a written report.

More About the Practice
Practice Areas

Three areas where depth beats breadth

Deliberately narrow. Each area rewards experienced, hands-on expertise that has actually built and broken the systems in question.

Credentials & frameworks the work is grounded in

CISSPCSSLPCRISC OWASP LLM Top 10MITRE ATLASEU AI ActEx-Chainalysis
Why Work With Us

Experienced and hands-on, accountable end to end

Hands-On Expertise

Experienced, hands-on attention on every engagement, from first scope to final report.

Builder & Breaker

Production code and adversarial research together, a rare combination that LLM work demands.

Written Deliverables

Every engagement ends in a clear, defensible written report, built on CISSP-grade documentation discipline.

Project-Shaped

Defined scope, fixed timeline, fixed or capped fee. No open-ended retainers or staff-augmentation arrangements.

From the Lab

Independent research, published in the open

Public writeups are proof of work, the same methodology that goes into client engagements.

Reasoning Defense · 576 trials

Does reasoning make LLMs safer against prompt injection? Testing Qwen 3, DeepSeek-R1, and Gemma 4

A 576-trial controlled study across reasoning and non-reasoning open-weight models. Chain-of-thought reasoning lowers conventional injection rates, but attacks that target the reasoning step itself sidestep the defense, and reasoning costs roughly 15 to 20 times more tokens per call. Reasoning belongs alongside input and output controls, not instead of them.

Prompt Injection · 1,280 trials

Temperature is not a defense: indirect prompt injection across four open-weight LLMs

A 1,280-trial study of indirect prompt injection susceptibility across Llama 3.1 8B, Mistral 7B, Qwen 2.5 7B, and Qwen 2.5 Coder 7B. Key finding: temperature reduction is not a reliable defense; output-format constraint achieved 0 of 40 injection on the most-susceptible model tested.

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