Intelligent systems for complex networks
Two brothers in Arizona shipping language models, traffic intelligence, and consciousness research that runs in the real world.
Qira LLC was founded in January 2025 to build production AI platforms from first principles. Where most teams pick a single domain and stay inside it, we work across three: live traffic intelligence on Phoenix freeways, a custom hybrid Transformer-SSM language model in active training, and an empirical consciousness study now into its third-hundred participants.
We do not raise venture capital and we do not file pre-announcements. Every product on these pages has running infrastructure, a public artifact, or a peer-visible repository. The work is the proof.
The research is protected under U.S. Provisional Patent #64/002,166, filed March 10, 2026.
Production platforms, not slide decks.
Real-time freeway monitoring
Eight Phoenix freeway corridors monitored 24/7. AZ-511 + TomTom live speed feeds, cascade prediction, FHWA delay-cost analysis, and AI-powered crew-dispatch recommendations every two minutes.
Latent Order Language Model
Hybrid Transformer-SSM architecture separating language into surface and latent streams. The 29% minority SSM path is 8,645× more essential than the 71% majority Transformer path — dependency inversion. 7 complementary training losses, 5-stream fan-out. Tested at 20.5M, 149M, 304M, and 1.57B parameters. 43% faster convergence at 300M, 15% lower perplexity at 1.57B.
View on GitHub →An empirical consciousness framework
A mathematical framework measuring how emotional knowledge gates conscious expression. Gating function g(K) = 4K(1−K). N=344+ participants across 20+ countries. Three confirmed response types — Compressors 40%, Suppressors 30%, Expanders 30%. Stable inverse correlation r = −0.988 from N=9 through N=344.
Take the study →AI coding assistant
An AI coding assistant with structural code analysis and multi-provider LLM routing. Currently in early development — not yet production-ready.
Custom websites & data dashboards
Custom websites and data dashboards built to spec. Fixed pricing, full code ownership, modern stack — from landing pages to full-scale data platforms.
Enquire by email →A quieter social network
A free, public social network for real-life friendship. Quieter by design — no ads, no metrics, no public follower counts. Anyone can sign up.
Visit arewefriends →Self-taught from Arizona.
Co-Founder & Lead Researcher
Phoenix, Arizona
Self-taught systems engineer and applied researcher. I build production AI platforms from scratch — live traffic intelligence, custom language models, and empirical consciousness research. No degree, no VC, no excuses.
Co-Founder & Research Lead
Maricopa, Arizona
I design the architectures. LOLM's hybrid Transformer-SSM dual-stream system, the traffic network operating-band framework, and the g(K) = 4K(1−K) gating function in EGC — these are mine. I built them because no existing tool solved the problem the right way.
The LOLM architecture and supporting frameworks are under active U.S. Provisional Patent protection.