https://thinkingml.com/blog Updates and reflections from the thinkingML research group en-gb Sun, 01 Mar 2026 12:00:00 GMT https://thinkingml.com/primers/consult-caio https://thinkingml.com/primers/consult-caio Sun, 01 Mar 2026 12:00:00 GMT Fractional Chief AI Officer engagement: right-sized AI leadership scoped to your organisation's maturity, situation, and strategic moment. https://thinkingml.com/primers/consult-stratex https://thinkingml.com/primers/consult-stratex Wed, 04 Mar 2026 12:00:00 GMT Closing the gap between a proven AI capability and the business value it was built to deliver: operating model, ownership, and the organisational bridge to P and L. https://thinkingml.com/primers/consult-govern https://thinkingml.com/primers/consult-govern Wed, 04 Mar 2026 12:00:00 GMT Replacing passive policy with active, verifiable controls: audit trails, explainability pipelines, and governance that withstands regulatory scrutiny https://thinkingml.com/primers/consult-production https://thinkingml.com/primers/consult-production Wed, 04 Mar 2026 12:00:00 GMT Industrial-grade discipline for AI infrastructure: observability, fallback logic, and monitoring that sustains reliable operation beyond deployment https://thinkingml.com/primers/consult-assessment https://thinkingml.com/primers/consult-assessment Wed, 04 Mar 2026 12:00:00 GMT Audit, assessment and evaluation of internal AI capabilities and maturity, vendor offerings, and COTS solutions https://thinkingml.com/primers/res-method-not-magic https://thinkingml.com/primers/res-method-not-magic Sun, 01 Mar 2026 12:00:00 GMT The engineering foundations that separate organisations that scale AI from those that collect pilots https://thinkingml.com/primers/res-unstructured-data https://thinkingml.com/primers/res-unstructured-data Sun, 01 Mar 2026 12:00:00 GMT Making available the vast ocean of organisational unstructured data https://thinkingml.com/primers/res-intelligent-workflow https://thinkingml.com/primers/res-intelligent-workflow Sun, 01 Mar 2026 12:00:00 GMT Intelligent routing and human oversight for systems that act on what they find https://thinkingml.com/primers/res-rag-systems https://thinkingml.com/primers/res-rag-systems Sun, 01 Mar 2026 12:00:00 GMT Coordinated multi-agent reasoning for data management in complex environments https://thinkingml.com/primers/res-ai-pipelines https://thinkingml.com/primers/res-ai-pipelines Sun, 01 Mar 2026 12:00:00 GMT The collaboration architecture that connects extraction to action https://thinkingml.com/primers/res-doc-proc https://thinkingml.com/primers/res-doc-proc Sun, 01 Mar 2026 12:00:00 GMT What happens after extraction: processing, aggregation, and behavioural response https://thinkingml.com/primers/res-framework https://thinkingml.com/primers/res-framework Sun, 01 Mar 2026 12:00:00 GMT The build, buy, or rent decision as a board-level sovereignty choice https://thinkingml.com/primers/res-impl-qa https://thinkingml.com/primers/res-impl-qa Sun, 01 Mar 2026 12:00:00 GMT Systematic assessment of production readiness before deployment, not after damage https://thinkingml.com/primers/res-engex-eco https://thinkingml.com/primers/res-engex-eco Sun, 01 Mar 2026 12:00:00 GMT Constructive optimisation that builds its search landscape from reinformcement evidence rather than assumption https://thinkingml.com/primers/res-lora-llama https://thinkingml.com/primers/res-lora-llama Sun, 01 Mar 2026 12:00:00 GMT A research overview of fine-tuning Large Language Models with ECO-guided optimisation on proprietary data https://thinkingml.com/primers/res-medical-imaging https://thinkingml.com/primers/res-medical-imaging Sun, 01 Mar 2026 12:00:00 GMT Clinical production challenges, cross-device generalisation, and the architecture of data sanctity https://thinkingml.com/primers/res-medical-xdomain https://thinkingml.com/primers/res-medical-xdomain Sun, 01 Mar 2026 12:00:00 GMT Generalisation, stability, and the governance of combining outputs across multiple medical AI systems https://thinkingml.com/blogs/blog-prod-operating-model https://thinkingml.com/blogs/blog-prod-operating-model Thu, 15 Jan 2026 12:00:00 GMT The AI Operating Model: From Pilot Success to Enterprise Capability https://thinkingml.com/blogs/blog-prod-steeling https://thinkingml.com/blogs/blog-prod-steeling Thu, 15 Jan 2026 12:00:00 GMT AI Production Steeling: Why Your AI System Will Fail Under Load https://thinkingml.com/blogs/blog-prod-impl-qa https://thinkingml.com/blogs/blog-prod-impl-qa Thu, 15 Jan 2026 12:00:00 GMT Implementation Quality Assurance: Advanced Technical Audit for Production Readiness https://thinkingml.com/blogs/blog-prod-capital https://thinkingml.com/blogs/blog-prod-capital Wed, 14 Jan 2026 12:00:00 GMT AI is not a technology problem, it is a capital problem. https://thinkingml.com/blogs/blog-prod-culture https://thinkingml.com/blogs/blog-prod-culture Thu, 15 Jan 2026 20:00:00 GMT The Organisational Mindset for AI. https://thinkingml.com/blogs/blog-stratex-framework https://thinkingml.com/blogs/blog-stratex-framework Wed, 20 Aug 2025 00:00:00 GMT The AI Sourcing Decision: A Strategic Framework for Leaders https://thinkingml.com/blogs/blog-stratex-aia-cmm https://thinkingml.com/blogs/blog-stratex-aia-cmm Sat, 23 Aug 2025 12:00:00 GMT The AI Agent Capability Maturity Model: A Board-Level Framework for Strategic Advantage https://thinkingml.com/blogs/blog-stratex-oversight https://thinkingml.com/blogs/blog-stratex-oversight Wed, 20 Aug 2025 00:00:00 GMT A Framework for AI Oversight: From Inquiry to Advantage https://thinkingml.com/blogs/blog-stratex-pilot-purgatory https://thinkingml.com/blogs/blog-stratex-pilot-purgatory Wed, 20 Aug 2025 00:00:00 GMT Escaping 'Pilot Purgatory': From a Museum of Experiments to an Innovation Engine https://thinkingml.com/blogs/blog-stratrisk-llm-exec-primer https://thinkingml.com/blogs/blog-stratrisk-llm-exec-primer Mon, 25 Aug 2025 00:00:00 GMT LLMs for Your Organisation: What They Are, What They're Not, and Why They Matter https://thinkingml.com/blogs/blog-stratrisk-adopt https://thinkingml.com/blogs/blog-stratrisk-adopt Fri, 08 Aug 2025 00:00:00 GMT AI Adoption: Strategic Imperatives for Board-Level Leadership https://thinkingml.com/blogs/blog-stratrisk-govern https://thinkingml.com/blogs/blog-stratrisk-govern Fri, 08 Aug 2025 00:00:00 GMT AI Governance: The Strategic Framework for Responsible AI Leadership https://thinkingml.com/blogs/blog-stratrisk-assure https://thinkingml.com/blogs/blog-stratrisk-assure Fri, 08 Aug 2025 00:00:00 GMT AI Assurance: Validating Promise, Verifying Performance, Managing Risk https://thinkingml.com/blogs/blog-agent-decoding-term https://thinkingml.com/blogs/blog-agent-decoding-term Sun, 27 Jul 2025 18:00:00 GMT One Term, Three Realities: A Technical Guide to Agentic AI, AI Agents, and Software Agents https://thinkingml.com/blogs/blog-agent-agentic-ai https://thinkingml.com/blogs/blog-agent-agentic-ai Wed, 25 Jun 2025 14:00:00 GMT What makes AI truly agentic and why it changes how we build. https://thinkingml.com/blogs/blog-agent-ai-agents https://thinkingml.com/blogs/blog-agent-ai-agents Wed, 25 Jun 2025 14:00:00 GMT AI Agents are not 'chatbots with ambition' https://thinkingml.com/blogs/blog-engex-method https://thinkingml.com/blogs/blog-engex-method Thu, 19 Jun 2025 08:00:00 GMT A short piece on clarity, intelligibility, and reproducibility in optimisation workflows. Why sound methods matter more than tricks. https://thinkingml.com/blogs/blog-engex-eco https://thinkingml.com/blogs/blog-engex-eco Sat, 03 May 2025 08:00:00 GMT Introducing ECO's guiding principle: treating the search space as a constructible object, not a fixed domain. https://thinkingml.com/blogs/blog-engex-self-driving https://thinkingml.com/blogs/blog-engex-self-driving Thu, 21 Aug 2025 08:00:00 GMT Discussing the challenges of tuning self-driving systems under real-world constraints and unpredictable inputs. https://thinkingml.com/blogs/blog-medic-strategic-ai https://thinkingml.com/blogs/blog-medic-strategic-ai Mon, 25 Aug 2025 12:00:00 GMT A Board's Guide to Governing Intelligence in Complex Medical Systems https://thinkingml.com/blogs/blog-medic-radiology https://thinkingml.com/blogs/blog-medic-radiology Mon, 25 Aug 2025 12:00:00 GMT Clinical Decision Support in the Era of Algorithmic Assistance https://thinkingml.com/blogs/blog-medic-clinical-int https://thinkingml.com/blogs/blog-medic-clinical-int Sat, 23 Aug 2025 12:00:00 GMT AI Agents and the Transformation of Medical Data https://thinkingml.com/blogs/blog-legal-caio https://thinkingml.com/blogs/blog-legal-caio Sun, 24 Aug 2025 12:00:00 GMT The Strategic Imperative: Why Legal Firms Need AI Leadership Now https://thinkingml.com/blogs/blog-legal-reg-ethics https://thinkingml.com/blogs/blog-legal-reg-ethics Sun, 24 Aug 2025 12:00:00 GMT The Governance Imperative: From Compliance Burden to Strategic Advantage https://thinkingml.com/blogs/blog-legal-doc-auto https://thinkingml.com/blogs/blog-legal-doc-auto Sat, 23 Aug 2025 12:00:00 GMT The Strategic Context: Forces Reshaping Legal Practice