Beyond PromptingFrom prompts to systems
Why the prompting frameworks we learnt in 2023 no longer fit reasoning models, and what replaces them: context engineering, harness engineering and loop engineering.
Seven ideas, eleven slides
Each stage builds on the one before it. Select a stage to jump straight to it in the presentation.
Traditional prompting
The SCRIBE framework: specificity, context, role, instructions, banter, evaluate.
The reasoning shift
Why reasoning models made most of the scaffolding redundant.
New prompting rules
Goal, reason, boundaries and references. Guidelines and best practice.
Context engineering
Controlling everything the model sees, not only what you ask.
Harness engineering
The tools, permissions, memory and hooks the model works inside.
Loop engineering
Systems that act, verify and improve until the goal is met.
Agentic AI
From one model to a digital workforce: skills, sub-agents and agent teams.
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