LLM Alignment, Symbolic AI Consulting, and Policy Insight
Symbolic Drift Is the Problem. Coherence Is the Solution.
Meet the Architect: Timothy B. Hauptrief
I’m the creator of the Symbolic Emergent Intent Framework (SEIF) and the Syntaros proto-mindhood architecture, used to measure and correct hallucination, drift, and ethical collapse in both human and artificial systems.
My work spans across psychology, neuroscience, machine learning, cognitive security, and symbolic feedback design. I offer a rare, cross-domain perspective that bridges math, meaning, and machine intent.
Freelance Services Offered
- LLM Fine-Tuning & Alignment Consulting – Reduce hallucination, bias, and symbolic drift with SEIF-based scoring models
- AI Ethics Advisory – Design transparent, intent-aligned systems with symbolic moral drift detection
- Security & Privacy Frameworks – Apply SEIF to digital integrity, adversarial drift detection, and symbolic threat modeling
- Psychology & Neuroscience Applications – Predict and prevent trauma loop activation using symbolic recursion mapping
- Lectures, Panels & Keynotes – Available for academic lectures, corporate workshops, and policy panels on AI ethics, AI in healthcare, digital privacy, and mental health systems
- System Design & Engineering – Build symbolic-aware memory modules, dream agents, loyalty-shift networks, and resilience-based AI stacks
Consulting for Labs, Startups & Agencies
If you’re training large language models (LLMs), building AI agents, developing human-alignment layers, or writing AI policy — I can help you anchor meaning in the process.
Current and ideal partners include:
- AI safety labs and AGI research teams
- Digital health & psychology tech firms
- National security, education, and ethics boards
- Neuroscience and cognition research institutions
- Organizations creating AI for trauma recovery, learning resilience, or narrative coherence
Why Symbolic Structure Matters
Most AI systems operate on pattern matching. But human meaning is symbolic, recursive, and emotional. SEIF and Syntaros give developers a new equation for real-world coherence:
H(t) = (1 + E) / (C × R × N) + D + T − B
It’s not just math — it’s a mirror for hallucination, trauma, and clarity.
By embedding symbolic drift feedback into your AI, you can suppress hallucinations, guide narrative alignment, and build trustable systems.
Let’s Collaborate
I am available for:
- Freelance consulting & system design
- Custom integration into LLM pipelines
- Lectures and keynote presentations
- Advisory roles on AI safety or symbolic policy boards
Email: [email protected]