Research & Technical Notes

Engineering intelligence with rigour and responsibility.

EverSphere’s research programme combines two complementary disciplines: Elliot Foster’s applied AI development, advancing model capability and efficiency, and Abby Shaw’s ethical assurance, embedding transparency, fairness and safety into every release.

Live Black Box Window

Latency < 28ms

Operational

> robustness check: VectorGrid-v1 adversarial pass
> hash check: kai-v7 configs verified
> route evaluation: /decisions/analyze
> core: milo-v8 • status: evaluation
> escalation path: validated • no activation
> independent audit: TerraCast-v1 • findings logged

Dr Abby Shaw

Chief of Safety & Assurance

Ethical Oversight & Governance

Dr Shaw leads EverSphere’s assurance programme, bringing over a decade of experience in AI risk management, defence-grade auditing, and international regulatory compliance. Her research focuses on operationalising ethics: translating abstract principles into guardrails that can be tested, audited, and enforced.

Bias and fairness evaluations across every release
Red-team protocols and independent external audits
Transparent model cards & safety sheets
Ethics board sign-off before deployment

AI Development & Systems Research

Dr Elliot Foster’s research is the backbone of EverSphere’s technical programme. His work focuses on building scalable, multi-modal foundation models and a decision engine capable of constraint-aware planning at global scale. Elliot’s approach emphasises reproducibility: containerised pipelines, benchmarked datasets, and redacted artefacts made available for verification.

Policy-constrained planners with rollback assurance
Energy-efficient training using sparse mixtures and distillation
Interpretability probes and causal tracing tools
Continuous decision integrity benchmarking

Technical Snapshot

> model: Kai-v7.6 planner distillation
> dataset: multi-domain policy suite
> interpretability: Horizon Layer active
> energy use: -41% vs baseline
> audit status: reproducible pipeline verified

Latest News

Milo v8 Released into Clinical Settings (2025) Deployed Hospital Triage Copilots (2025) Military intelligence platform battle-tested (2025) Optimised multimodal supply chains (2025)

Milestones

2025

Platform moves to select‑partner roll‑out across energy and health, supported by independent assurance and red‑team coverage.

2024

Decision engine hardened with policy‑constrained planning and full audit trails; restricted trials commence with critical‑infrastructure partners.

2023

Milo and Kai complete an extended closed‑box communication study; ShadowIntel undergoes evaluation in live training and operational scenarios.

Let’s build responsibly at planetary scale.

Tell us about your use‑case. Our team will share reference architectures, safety guidelines, and a pilot plan within 3 working days.

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