#principles

9 #Principles of #Prototyping.

https://designnotes.blog.gov.uk/2026/09/29/what-are-the-principles-of-prototyping/

1. A prototype answers a question.

2. A prototype is only as detailed as we need to answer our question.

3. A prototype can be any format.

4. A prototype is tested with people who will use the service.

5. A prototype is accessible.

6. A prototype involves team collaboration.

7. A prototype reduces the risk of delivering something that is not needed.

8. A prototype should be changed.

9. A prototype can be archived.

Title: P6: Main principles of programming and AI Engineering. http s:/ /w ww.sei.cmu. edu/documents/582/2019_019_001_634648.pdf http s:/ /www.turingcollege .com/playbooks/ai-engineering-guidebook ⚰ #dailyreport #aiengineering #principles #aiprinciples #programming

Title: P3: Main principles of programming and AI Engineering.

SOLID "Interface Segregation Principle": (relevant now with AI) Such shrunken interfaces are also called role interfaces. ISP is intended to keep a system decoupled and thus easier to refactor.

Carnegie Mellon Institute:

1. Problem Suitability – Use AI only when needed, keep solutions simple. #dailyreport #aiengineering #principles #aiprinciples #programming

Title: P1: Main principles of programming and AI Engineering.

• Outcome-Oriented Principle - not model benchmarks, real impact.
• Clarity & Structure Principle - reliability
• Iterative Decomposition Principle - step-by-step for error reduction and modularity.
• Grounding-First Principle - Base answers on trusted external or retrieved sources
• Data Hygiene & Provenance - one bad source poisons results long-term #dailyreport #aiengineering #principles #aiprinciples #programming

Title: P2: Main principles of programming and AI Engineering.

• Red-Team & Adversarial Checks – Systematically
• Modular Composability - for upgrading independently
• Cost-Latency-Quality Trade-offs - route, cache, compress, and batch to control costs and meet SLAs.
• Observability & Traceability
• Human-in-the-Loop Feedback
• Ethical-by-Design - Guardrails from Day 0 #dailyreport #aiengineering #principles #aiprinciples #programming

A sharp take on the motivation behind good choices. #atheist #morals #ethics #principles #antifascism #anarchism

All parties have a sludge who are desperate to become MPs - at whatever the cost and bugger any principles they might have held. Alba are no different. He has gone from SNP to Alba to Labour in search of a seat. Make sure voters know the about bar stewards lost ‘principles’. But he is a dody ‘businessman’ and that is al he cares about. #ScotPol #SNP #Alba #Labour #Principles #WotPrinciples