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
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#aiprinciples
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#aiprinciples
4 posts· Last used 27d
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:
- 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
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