Trust & Credibility — TalaStar Digital

LOT Network Member

Defending the IP ecosystem.

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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 TalaStar 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 TalaStar 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

Validated Metrics

Benchmarked Performance

All figures derived from internal validation testing. External auditors available on request for enterprise due diligence.

IRIS
ORCH
HUB

IRIS Orchestrator Hub

Clinical AI refusal-bias reduction

Drug-interaction refusal rate 34.3% → <2%

Inter-rater agreement κ = 0.89

Evaluation corpus 2,400 prompts · published methodology

Production environments 4 deployments

PII
SENT
INEL

PII Sentinel · Cyber-Resilience & Data Sovereignty

Pattern coverage and confidence scoring

PII pattern types detected 50+ patterns

Includes NHS numbers, IBAN, sort codes, MRN, biometric hashes, national IDs

Confidence scoring Per-finding scores

Scan latency (Data Sovereignty) <10ms / transaction

DATA
SOV
ENG

Data Sovereignty Engine

Compliance coverage and security architecture

Compliance frameworks GDPR Art.30 · HIPAA BAA · CQC · DSPT

Classification engine Database proxy + BERT NLP

Integrity signing X.509 + GPG

Vault encryption RocksDB encrypted

DEPLOY
MENT

Operational Performance

Delivery speed and code quality

Commit to live deployment <30 minutes

Template code Zero — all clinically-validated

Data Sovereignty scan latency <10ms / transaction

All figures derived from internal validation testing. External auditors available on request for enterprise due diligence.

Legal Entity

Registered Company

Company Name

TalaStar Digital Ltd

Company Number

17060305

Jurisdiction

Registered England & Wales

Registered office: Buckinghamshire, United Kingdom

Statutory Filing

Confirmation Statement Filed

Filed

12 March 2026

Company

TalaStar Digital Ltd

Co. Number

17060305

Confirmation Statement filed with Companies House on 12 March 2026. All statutory obligations current. Status: Active — lawful activities confirmed.

Download Confirmation Statement (PDF)

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