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These professionals are learning to master a new set of skills: AI system design (architecting intelligent Venture capital flows increasingly toward AI-first startups with lean technical teams, while traditional prompt engineering  - This is becoming as fundamental as learning programming languages once was Shift Leading this transformation offers better prospects than waiting for external pressure to force change Raimund Laqua, is also founder of Lean Compliance ( ray.laqua@leancompliance.ca ), a Canadian consulting

Recent advancements in artificial intelligence and machine learning will take this to even higher levels Copyright [2018] Lean Compliance Consulting, Copyright [2018] ethikos, a publication of the Society

At Lean Compliance, we understand the importance of context and connections.

Improvement strategies and techniques such as: Plan-Do-Check-Act, LEAN, Six-Sigma and others have been Compliance failure often leads to mission failure. interpretations of this management philosophy are based on earlier continuous improvement methodologies, such as Lean

This is one of the key tenants of the LEAN mindset and it applies not only to the flow of work but also

This is not unlike how how a LEAN organizations use pull systems to improve the performance of their In LEAN thinking we pull customer demand (rather than pushing it) to stress a production process to expose It is a dance that most never learn.

The LEAN Improvement Kata (IK) also referred to as "Toyota Kata" goes even further. This is a coaching approach where the best coaches help the learner to learn to improve.

LEAN uses the Japanese word KAIZEN (change for the better) to communicate its intent with respect to consisting of a cycle of inquiry by which a suitable intervention approach might be chosen: What this Means Kaizen is used in LEAN practices as an intervention approach to change things for the better.

Take ownership of all obligations (mandatory and voluntary) Taking ownership means more than simply Ownership means being responsible and answering for the outcomes of compliance obligations (i.e. the This is far too late to be used as a means of governing compliance programs. LEAN has taught us that improvements made this way can add up to substantial savings as well as increased LEAN, process maturity, risk-based thinking, etc.)

AI Systems: Learning Machines with Unpredictable Behaviour AI systems—especially those based on machine learning (ML)—work differently. Emergent Logic : The rules are not written by developers, but learned from data, which can make them Bias and Fairness Since AI learns from historical data, it can inherit and amplify existing biases. This article was written by Raimund Laqua, Founder of Lean Compliance and Co-founder of ProfessionalEngineers.AI

here's the thing: these pioneers cannot simply theorize; they must also engineer the very methods and means This means accepting that we are still in the early stages of a much longer journey. computer engineer with over 30 years of expertise in high-risk and regulated industries, specializing in lean He is the founder of Lean Compliance and co-founder of ProfessionalEngineers.AI , organizations dedicated

Variations of this process exist and include: DMAIC, A3, Lean Improvement Kata, and others.