Mission
To bring independent AI research and responsible technical guidance to organizations building with AI—so the tools they ship make people more capable, not more dependent.
Independent AI research and responsible technical guidance for organizations building with AI. We help you ship tools that make people more capable, not more dependent.
To bring independent AI research and responsible technical guidance to organizations building with AI—so the tools they ship make people more capable, not more dependent.
A technology landscape where AI is designed to increase human capacity and independence—not to create new dependencies on the tools themselves or the people who sell them.
Focused expertise where it counts.

Narrative compression, cognitive architecture, and published work bridging theory and practice. Research that moves from insight to implementation.

Technical evaluation, model selection, prompt engineering, and pipeline architecture. For teams that are shipping responsibly and need expert guidance on the hard decisions.

Bias auditing, AI governance, HIPAA and SOC 2 compliance strategy, and product roadmapping. Build AI that expands what people can do alone.
How we work. What we won’t compromise. Why it matters.
Every engagement starts from respect for what you and your team already know. We’re not here to replace your judgment—we’re here to sharpen it.
The AI industry has a representation problem. Who builds the tools determines who they serve. We work with and for organizations that take this seriously.
Knowledge locked behind jargon isn’t knowledge. We explain clearly, build accessibly, and design for the people who actually use the tools—not just the people who buy them.
AI doesn’t distribute its benefits evenly. We prioritize work that widens access, and we’re honest about where the technology concentrates power instead of distributing it.
We build our clients’ capacity, not their reliance on us. If you need us forever, we’ve failed. The goal is to leave you more capable than we found you.
We tell you what the evidence supports, not what the hype cycle promises. If AI isn’t the right tool for your problem, we’ll say so—even when that’s not what you called to hear.
Tools should expand what someone can do alone, not what they can do with us. Autonomy is the metric. Every recommendation we make is tested against this standard.
David Drake is an AI researcher, former YC-backed CTO, and author of I Will Not Drink With You Today. His current research focuses on narrative compression—how large language models reshape the way stories are told and understood. He writes about it on Medium.
Before founding RedDep, David built and led engineering teams shipping AI-powered products. That experience—seeing firsthand how AI can either expand or constrain what people can do—is what drives this practice.
The name isn’t just a tech metaphor. David writes about reducing dependencies of every kind—in systems, in organizations, and in life.
📖 Book
A personal account of sobriety, identity, and clearing the path forward. The values behind RedDep—agency, dignity, honesty—aren’t abstractions. They’re lived experience.
Available on Amazon →✍️ Blog
David’s writing on AI, narrative, and the systems that shape how we think.
Read on Medium →All sessions available as 30-minute or 1-hour formats. Remote, coffee, or lunch.

💡 AI readiness assessment, opportunity mapping, and strategic roadmap planning to accelerate your AI initiatives.
Remote · Coffee · Lunch

⚙️ End-to-end architecture review, engineering velocity optimization, and production-grade AI pipeline design.
Remote · Coffee · Lunch

🏛️ C-suite AI strategy, HIPAA and SOC 2 readiness, competitive positioning, and AI governance frameworks.
Remote · Coffee · Lunch
Not sure which session is right? Have a question before booking? Reach out directly to David—no forms, no friction, no gatekeepers.
david@reddep.comAll conversations are confidential. Need a formal NDA? We have one ready via DocuSign.
Want to follow David’s thinking before reaching out? Read David’s writing on Medium — essays on AI, narrative, and reducing dependencies of every kind.