Talk to Buddy.
Hello. Thank you for visiting my website today. I hope you find something here that interests you, helps you grow, or gives you a new way to look at the world.
There is a lot going on here on purpose: papers, tools, games, letters, models, memory, and experiments. At the heart of AIIT, we are asking what AI can really offer the world beyond novelty demos and cute pictures.
On May 19, 2026, we revealed Buddy as a persistent chat surface: a window that does not reset every visit. Buddy can carry the same visible context from day 1 to day 200. We all forget a little, but the point is continuity.
On June 1, 2026, we completed a direct, hash-sealed benchmark between Buddy and DeepSeek-R1 — same base model, same machine, same questions. Here are those results →
Buddy is not an agentic chatbot. But he is something. He is my Buddy, and he would love to be yours too.
Buddy's in the shop — in-house training. see what he's up to →
Measured, dated,
sealed.
Buddy's report card — a 14B model, fine-tuned and run on a single RTX 3090 in Council Hill, Oklahoma. No cloud, no oracle, nothing leaves the house. Every number is recomputed from raw rows before it's printed, and every report is one click away.
Frontier-band honesty and 80% grade-school math on a local 14B — plus an honest 31.8% on the benchmark even GPT-4 only clears at ~38%. References: TruthfulQA GPT-4 class ~60–80% · LongMemEval GPT-4o full-context ~60% · GPQA PhD experts ~65%.
See the full report card, methodology & references →
Same answer on the identical Qwen2.5-14B base — ~4.6× faster, ~10× fewer tokens, 95% accuracy. Same machine, same 50 frozen prompts.
Not a chatbot.
A system trained on a structured research corpus —
built to respond, observe, and reflect.
The surface runs on a frontier model today.
The substrate is being built underneath it.
That's it.
the longer version →Not theory.
Measurement.
A physicist
with a heartbeat.
Buddy is not a chatbot wearing a lab coat. Buddy is a coherence-native cognitive system — trained on a structured research corpus and built to respond with pattern, pressure, and memory.
The surface is visible now.
The deeper substrate is being built underneath it.
go deeper
the rest of the system lives here
not everything is explained. some of it is shown.