Orbis Vale brings together applied AI, technology strategy, professional learning and research to help organisations move from complex ideas to practical, responsible and scalable outcomes.
Building intelligent systems, guiding technology decisions and developing the people who turn strategy into sustained capability.
Applied AI, machine learning, data platforms, software and security engineering designed around real operating needs.
Evidence-led guidance on AI adoption, digital transformation, data strategy, technology operating models and cyber risk.
Practical professional learning in AI, data, cybersecurity and digital transformation for individuals, teams and organisations.
Complex technology challenges rarely belong to one discipline. Orbis Vale connects research, engineering, strategic advice and professional education so that insight can move into implementation — and implementation can become lasting capability.
Research-informed — ideas grounded in evidence, experimentation and critical evaluation.
Practical by design — solutions shaped around real users, constraints and operating environments.
Responsible from the outset — proportionate attention to data, AI, security, IP and risk.
Built to transfer capability — clients and learners understand what has been built and how to sustain it.
The Group builds on the founder's pre-incorporation work across applied machine learning, research, professional education and technical product development.
A modular AutoML framework spanning data profiling, leakage auditing, model optimisation, champion selection and deployable API packaging.
A browser-based learning platform helping young learners build practical skills across programming, data and cybersecurity.
Orbis Vale is organised across six connected pillars. Technologies builds. Consulting guides. Academy develops capability. Labs investigates and creates IP. Media translates ideas. Ventures provides a future route for spin-outs and proprietary investment. The structure expands only when real activity justifies it.
Dr Tertsegha Joseph Anande is an engineer, researcher and higher-education leader working across applied machine learning, cybersecurity, digital transformation and technology education. His experience spans peer-reviewed research, product development, executive training and academic programme leadership.
Let's explore where Orbis Vale can add practical value.
Orbis Vale Group provides the strategic, brand and governance centre for six functional pillars. Each pillar has a distinct role, while the Group enables ideas and opportunities to move across research, engineering, advice, learning, communication and future commercialisation.
Labs investigates and validates. Technologies turns suitable ideas into working systems. Consulting helps organisations apply them responsibly. Academy develops the people needed to sustain them. Media translates learning into wider understanding. Ventures may support selected ideas that warrant independent growth.
The registered parent provides the Group framework. Individual pillars become separate legal entities only when trading activity, contractual risk, investment, staffing, assets, regulation or another genuine requirement justifies the additional structure.
Acts as the strategic holding company for the Group. It would own the shares in each subsidiary as pillars are incorporated, controls group-wide governance today, and owns or controls the core group brand and other strategic assets that need to remain above any single operating business. The parent avoids routine client delivery unless there is a deliberate reason for it to trade.
| 64209 | Activities of other holding companies n.e.c.Filed with Companies House on incorporation. |
| 70100 | Activities of head officesNot used — reserved for later if the parent takes on central management/shared services directly. |
100 ordinary shares held by the founder. More complex classes are introduced only when a defined co-founder, family, employee-incentive or investor requirement exists — after tax/legal advice.
Orbis Vale connects technical delivery, strategic advice, professional learning and applied research. Engagements can begin with a focused problem, a capability gap or an emerging idea — and draw on the parts of the Group needed to move it forward.
For organisations that need to turn data, models or technical requirements into robust tools and platforms.
For leaders who need independent, evidence-led guidance before committing to technology, operating-model or transformation decisions.
For individuals and organisations that want practical knowledge which transfers into confident action.
For universities, funders and industry partners exploring applied research, proof-of-concept development or routes from research to commercial impact.
UnderstandClarify the problem, users, evidence, constraints and definition of value.
ShapeDefine the right technical, advisory, learning or research response.
DeliverBuild, test and communicate the work with transparent decisions and controls.
TransferDocument the outcome and strengthen the client or partner's ability to sustain it.
Orbis Vale was created around a simple observation: difficult technology and innovation challenges are rarely solved by one discipline alone. Research can discover an answer, but engineering must make it usable. Strategy must make it relevant. Education must make it sustainable. Communication must make it understood.
On the name. Orbis — Latin for a complete, ordered world or system — pairs with Vale, a valediction: the address that marks not an ending, but a deliberate send-off. Together, Orbis Vale reads as a considered launch onto the global stage.
The Group brings these disciplines into one deliberate structure — starting lean, working responsibly and expanding only when real activity earns additional complexity.
To organise technical, research and educational expertise into practical work that improves decisions, systems and human capability.
Dr Tertsegha Joseph Anande is an engineer, researcher and higher-education leader whose work spans applied machine learning, ensemble and meta-learning, synthetic data, cybersecurity, cyber-physical systems, digital transformation and technology education.
He holds a PhD in Engineering from the University of Warwick and an MSc in Communication Systems from Swansea University. His research has included machine learning for cyber-attack detection, synthetic network-traffic generation and the security of electric-vehicle charging infrastructure. Alongside research and product development, he has led postgraduate computing provision, taught across AI, data, software and digital transformation, and designed professional technical training.
His work gives Orbis Vale its initial foundation: technical depth, critical evaluation, responsible practice and a commitment to making knowledge useful.
Orbis Vale Technologies brings together AI, machine learning, data, software, cloud and security engineering. Its role is to turn a defined need into a usable, maintainable technical capability — not simply a demonstration.
MoSELA AutoML — a modular framework covering profiling, preprocessing, optimisation, leakage auditing, champion selection, packaging and REST deployment.
Technologies is currently a functional pillar of Orbis Vale Group Ltd, not a separate company. If one is incorporated, the intended model is wholly owned by the parent, subject to the final corporate structure — starting with ordinary shares only, unless a defined employee or investor plan justifies otherwise.
Challenge: AutoML pipelines are often black boxes — hard to audit for data leakage and hard to hand over as a deployable service. Contribution: a modular pipeline — Profile → Preprocess → Coarse Search (Optuna) → Refinement → Champion Selection → Bundle → REST Serve — with structural, semantic and correlation-based leakage auditing and cost-aware multi-objective champion selection. Status: in active development; repository is currently private ahead of publication.
Challenge: payment and transaction flows typically assume a stable connection — a poor fit for users on patchy or intermittent networks. Contribution: a transaction/payments application engineered to remain usable offline, queuing activity locally on the device and syncing safely once a connection returns. Kept brief here for client confidentiality.
Challenge: a manufacturing client was running job orders on paper, with no shared visibility across teams. Contribution: a live job-order and production-status tracker with real-time, multi-team visibility and sign-off tracking, replacing the paper workflow. Kept brief here for client confidentiality.
Orbis Vale Consulting helps organisations evaluate opportunities, manage risk and shape credible routes from ambition to delivery. Advice is grounded in technical understanding, research evidence and practical implementation constraints.
Engagement formats: focused review · strategy workshop · roadmap development · technical due diligence · retained advisory support.
Discuss an advisory engagementConsulting is currently a functional pillar of Orbis Vale Group Ltd, not a separate company. If one is incorporated, the intended model is wholly owned by the parent, subject to the final corporate structure. Associate consultants are engaged under documented consultancy/subcontractor terms, with confidentiality, IP, data-protection and professional-liability provisions.
Orbis Vale Academy develops learning experiences in AI, data, cybersecurity, software and digital transformation. Programmes are designed to build understanding, practical confidence and the ability to apply learning beyond the session.
Delivery formats: short courses · corporate programmes · workshops · self-paced learning · curriculum and EdTech services.
CodeSprig; PostgreSQL Executive Training Programme; higher-education teaching and curriculum leadership.
Academy is currently a functional pillar of Orbis Vale Group Ltd, not a separate company. If one is incorporated, the intended model is wholly owned by the parent, subject to the final corporate structure. Initial boundary: professional education and training, not representation as a university or awarding body. Accredited/regulated qualifications require specialist Ofqual/awarding-body advice before launch.
Self-paced, browser-based learning platform for school students (ages 10–16) across Python, Web Design, R, AutoML, Machine Learning, Cybersecurity, Data Science and SQL — real code execution in-browser, certificate-gated levels, and a live instructor dashboard.
Founded and personally owned and operated by Dr Anande. Shown here as the live foundation Academy will build on; ownership has not transferred to Orbis Vale Group.
Lead Instructor for a two-week executive programme covering PostgreSQL 18 architecture, RBAC & Row-Level Security, indexing & partitioning, ETL/ELT pipeline design and NDP Act 2023 data governance — full curriculum, workbook and registration system authored end-to-end.
Orbis Vale Labs investigates high-value questions in applied AI, AutoML, cybersecurity and cyber-physical systems. It connects rigorous evaluation with prototyping, collaboration and routes to practical or commercial impact.
Research themes: trustworthy and efficient AutoML · ensemble and meta-learning · synthetic data · cyber-attack detection · explainable security analytics · health-oriented machine learning.
Propose a research collaborationLabs is currently a functional pillar of Orbis Vale Group Ltd, not a separate company. If one is incorporated, the intended model is wholly owned by the parent, subject to the final corporate structure. IP creation, ownership, inventor/author rights, assignment and licensing are documented before material collaborative or grant-funded work begins.
Challenge: health-data classification benchmarks are prone to data leakage and fold contamination, which inflates reported accuracy. Contribution: a research-grade AutoML framework for health-oriented tabular classification with leakage auditing, fold-safe preprocessing, repeated cross-validation benchmarking and cost-aware model selection. Status: in development toward publication; repository is currently private.
Challenge: imbalanced multi-class classification consistently degrades ensemble-model performance. Contribution: a 3-Model Stack Ensemble Meta-Learning Architecture (3-MoSELA) — the research basis for the MoSELA name — built on Optuna-optimised boosting ensembles. Result: reduced loss by more than 80% across all 3-MoSELA models, up to 89.66% for the best-performing model, with training up to 26.7x faster than the optimised baseline models. Peer-reviewed, DOI below.
Challenge: APT detection research is limited by scarce, imbalanced real-world attack traffic. Contribution: GAN-based generation of synthetic network traffic, classified downstream with XGBoost, evaluated for both realism and detection performance across attack classes. See the paper for the exact figures and validation protocol — peer-reviewed, DOI below.
Investigated DDoS and protocol-level attacks on EV charging infrastructure (OCPP 1.6/2.0+, ISO 15118); built explainable ensemble anomaly-detection models using SHAP for the smart-grid ecosystem.
Orbis Vale Media develops articles, video, talks and learning-oriented content that make technology and research more understandable without stripping away their substance. It supports the Group's public voice and creates pathways into deeper learning and collaboration.
Media is currently a functional pillar of Orbis Vale Group Ltd, not a separate company. If one is incorporated, the intended model is wholly owned by the parent, subject to the final corporate structure. Rights in scripts, footage, graphics, music licences, publishing assets and sponsorship arrangements are documented and kept separate from Academy course IP and Consulting deliverables.
Where machines meet the human journey
A weekly series teaching Automated Machine Learning from scratch — through the lens of human reinvention. Every pipeline stage mapped to something already lived. Published weekly on LinkedIn, Facebook and the founder's portfolio.
Orbis Vale Ventures is the Group's planned route for holding interests in spin-outs, joint ventures and selected proprietary investments. It is not currently presented as a fund or third-party investment-management service.
Start a strategic conversationVentures is currently a functional pillar of Orbis Vale Group Ltd, not a separate company. If one is incorporated, the intended model is wholly owned by the parent, subject to the final corporate structure. Initial boundary: invest and manage only Group/proprietary capital. No soliciting, pooling or managing third-party funds without specialist FCA/regulatory advice.
Brand and IP, data and AI governance, contracting, insurance, banking and compliance — proportionate to risk, not to ambition.
The simplest starting model is the founder as sole director and person with significant control (PSC) of the parent. Subsidiary boards stay proportionate to activity — additional directors are appointed as genuine operational responsibility develops, without automatically issuing them equity. Group companies may share a registered-office address; a company secretary isn't required but becomes useful as the number of active entities grows.
The parent owns or controls the Group name, key trademarks, primary domains and core corporate identity. Subsidiaries use the brand under documented intra-group licences — preserving Group brand ownership even if a subsidiary is sold or an external investor is introduced.
| IP Source | Default Treatment | Commercial Route |
|---|---|---|
| Labs | Research IP documented at creation; ownership/assignment governed by collaboration and Group IP policy. | License/assign to Technologies or spin out through Ventures. |
| Technologies | Product code, platform assets and technical documentation owned by the entity unless designated strategic Group IP. | License to customers or other Group entities under documented terms. |
| Academy | Courseware, assessments, learning assets and platform content owned by Academy or parent per IP policy. | Training delivery, licensing and publishing. |
| Media | Scripts, video, graphics, podcasts, publishing assets and brand content. | Distribution, sponsorship, advertising or cross-licensing. |
| Consulting | Client deliverables separated from pre-existing Group tools, templates and background IP. | Client licence/assignment governed by contract. |
Where one Group entity provides staff, systems, office space, software, management, marketing or IP to another, the arrangement is documented: service, cost/recharge basis, payment terms, VAT treatment, IP rights and data-protection responsibilities — reviewed by the Group accountant as the structure becomes material.
Because Technologies, Consulting, Academy, Labs and Media may process personal, client, learner or research data, the Group implements a proportionate governance framework from the outset — clear ownership, records and minimum controls that scale with risk, not enterprise bureaucracy at launch.
Determined per service and contract, with privacy notices, DPAs and records of processing maintained.
Data-protection fee registered/paid where legally required.
Access-control, retention, backup, incident-response and secure-development policies proportionate to risk.
Data provenance, human oversight, testing, model risk, bias/fairness and auditability covered proportionally.
Third-party AI/cloud suppliers and data-processing dependencies documented.
Carried out for high-risk processing where required.
Before material client delivery, each active entity uses appropriate written terms and insurance, selected on the services actually sold and the jurisdictions involved.
| Area | Core Requirement |
|---|---|
| Confirmation statement | Filed at least once every 12 months, including for dormant companies. |
| Annual accounts | Filed with Companies House by the applicable deadline; dormant companies file dormant accounts. |
| Corporation Tax / CT600 | Active companies file and pay per HMRC requirements. |
| PSC / ownership | Companies House ownership and control information kept up to date. |
| SIC codes | Up to four per company, reflecting actual activities; updated when activities change. |
| VAT | Taxable turnover monitored against the GBP 90,000 registration threshold. |
| PAYE / payroll | Registered and operated once a company becomes an employer. |
| Data protection | ICO compliance appropriate to each entity's role and processing. |
| Records | Accounting, corporate, contract, tax, IP and data-protection records kept with clear entity separation. |
Proportionate in form, but in place before the relevant risk arises:
Twelve steps, staged in two phases — foundation work before incorporation, then operating readiness before the first pillar trades.
Group name finalisedOrbis Vale Group — Companies House availability, trademark screening and domains cleared.
Legal footprint confirmedParent incorporated alone; immediate trading subsidiaries to follow as each pillar is ready.
Registered office confirmedAddress on file with Companies House; free to change via AD01 later.
Initial share structure adopted100 ordinary shares to the founder, kept simple.
Engage a group accountantDormancy, Corporation Tax, VAT and banking approach.
Set the IP & brand frameworkDecide what the parent owns before IP is created.
Prepare client & contractor termsSOW, NDA, data-processing and IP-assignment documents.
Implement data/AI/security controlsPrivacy, incident-response and supplier-register basics.
Arrange insuranceProfessional indemnity and cyber cover before client delivery.
Hold VenturesNo third-party capital without specialist FCA advice.
Review Academy's boundaryStay within CPD/training until accreditation is in place.
Review annuallyRevisit after fundraising, new entities or material IP events.
Tell us what you are trying to build, decide, learn or investigate. We will review the enquiry and respond with the most relevant next step.
17467498
United Kingdom — England & Wales, Companies Act 2006
Registered at Companies House on 18 September 2026. Subsidiary/pillar entities not yet incorporated.
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