🔥 Vision-first systems builder working on AI-driven adaptive coaching, training intelligence, and human-in-the-loop LLM systems.
🌍 Portfolio · 🦁 Akwanza · 🏋️ Afitpilot · 📬 walter.h.clayton@gmail.com
- 🧠 Afitpilot — AI-driven adaptive coaching system for competitive athletes.
Built to solve under-loading, rigid periodization, and slow feedback loops using human-in-the-loop LLMs and performance science. - 🌍 Akwanza — A design movement rooted in Afro-spiritual aesthetics, nature, and timeless symbols.
- 🧪 Ongoing experiments with prompt templating, evaluation, and local LLMs (Nous-Hermes, DeepSeek, etc.) for resilient edge-case planning.
- High-stakes systems where mistakes matter (training, health, performance)
- Human-in-the-loop AI instead of blind autonomy
- Clear decision authority over vague “smart” automation
- Tools that challenge people instead of pacifying them
I write publicly about the real limits of AI systems, LLM tooling, and why most “AI coaching” products fail in practice.
- 📓 Local LLMs & Their Limitations in Adaptive Coaching
- 🧠 Why Cursor + Claude 3.7 Gets Stuck on One File (and How to Fix It)
- 🤖 Cursor: The AI-Powered Coding Assistant That Changed How I Work (But Not Without Its Flaws)
- afitpilot-core — adaptive coaching logic & decision authority
- llm-evals — rejection-rate metrics, prompt testing, and output quality experiments
- nuxt-ssr-labs — performance and UX experiments in production Nuxt apps
- 📸 Instagram – Afitpilot
- 🌱 I selectively mentor builders working on high-agency, non-BS projects.
If you’re building something real, you’ll know whether to reach out.
- Most of my ideas come while walking, training, or watering plants — not while coding.
- Duolingo Spanish streak: Day 300+ 🇪🇸 add me → walthedude
- Obsessive about clarity — but I still nap through existential dread.