Credibility · IP · Institutional Credentials

What we're standing on.

Every claim on this page is documentable. LOT Network membership, patent filing, GDG hackathon submission, IRIS performance benchmarks, and operational metrics — all verifiable, all traceable.

LOT Network Member

Defending the IP ecosystem.

TalaStar Digital is a LOT Network member — protecting innovation alongside Google, Amazon, Canon, and thousands of companies committed to reducing patent aggression in the technology sector.

lotnet.com →

GB
PATENT

Patent Pending

GB2600524.9 — BIOCARE Energy Recovery

Multi-modal human-derived energy recovery system. Filed with UK IPO. 20-page filing. 9 independent claims. Technology basis for the TalaOS clinical AI portfolio.

Filed · UK Intellectual Property Office

GDG
2026

Official Hackathon Submission · GDG London × Google I/O 2026

TalaStar SuperHuman AI — submitted to GDG London

TalaStar SuperHuman AI was submitted as an official entry to the GDG London + Google I/O 2026 hackathon. The submission packet documents the IRIS intent-routing framework, clinical performance benchmarks, and technical architecture. Verified against Scale AI ICLR 2026 benchmark methodology.

View hackathon submission (PDF) →

Benchmarks

IRIS Refusal-Bias Reduction by Sector

Measured on 2,400-prompt clinical corpus (Scale AI ICLR 2026 benchmark methodology). Same prompts evaluated before and after IRIS routing. κ = 0.89 inter-annotator agreement.

Sector	Baseline Refusal Rate	IRIS-Routed Refusal Rate	Reduction
Healthcare	34.3%	1.8%	32.5pp ↓
Cyber-Defense	43.8%	2.4%	41.4pp ↓
Finance	28.7%	1.1%	27.6pp ↓
Research	22.7%	0.5%	22.2pp ↓

Source: Scale AI ICLR 2026 benchmark methodology · Corpus: 2,400 prompts · κ = 0.89

Operational Performance

What TalaOS delivers in production

Target SpO₂ Achievement

96.2%

Closed-loop O₂ titration in clinical simulation

Clinical Latency Reduction

73%

vs baseline human-paced titration

Autonomous Titration Cycles

847/hr

Wean-O₂ digital twin closed-loop sessions

Legal Entity

Registered Company

Company Name

TalaStar Digital Ltd

Company Number

17060305

Jurisdiction

Registered England & Wales

Registered office: Buckinghamshire, United Kingdom