by Rob Malcolm | Sep 2, 2026 | Source Note
Purpose HASP is a structured Human–AI learning method for exploring plausible futures, understanding consequences, and continuously regenerating organisational knowledge. It does not seek to predict a single future. Instead, it enables organisations to explore...
by Rob Malcolm | Aug 31, 2026 | Source Note
The Tools Core Pattern integrates the principal tools used in the Action Domain into a continuous cycle of organisational cognition, decision and learning. Purpose, Ethics & Governance bound the pattern. These establish the paradigm within which the organisation...
by Rob Malcolm | Aug 27, 2026 | Subject Area
One-line proposition Automation should remove the work that makes humans machine-like, while strengthening the conditions that enable them to adapt, learn and flourish. What is changing Much discussion about artificial intelligence and work begins with the question:...
by Rob Malcolm | Aug 26, 2026 | Articles
Opening — From AI-generated hypotheses to shared organisational knowledge The NaturFlourish Knowledge Base was developed through a collaborative Human–AI modelling exercise using the Human–AI Knowledge Base Development Guideline (HAK V4), an existing Sparx Enterprise...
by Rob Malcolm | Aug 25, 2026 | Subject Area
Using guided Human–AI collaboration to develop, socialise, test and continuously refine a shared organisational Knowledge Base. What it is Human–AI Knowledge Base Development is a disciplined approach to developing candidate organisational knowledge through...