EPISODE · Jan 9, 2026 · 21 MIN
[Ep 021] Context Engineering: The Secret Sauce Behind Great AI Agents
from Cirrius Talk · host Cirrius Solutions
AI agents don’t fail because they’re “not smart enough”—they fail because they’re missing the right context. In this episode of Cirrius Talk, Greg Banks sits down with Tim and Gavin to break down context engineering: the practical evolution beyond prompt engineering that’s shaping modern agent performance. You’ll learn the five core context sources agents draw from (prompts, system instructions, memory, RAG, and external tools) and why smaller, curated context windows often produce the most accurate results. If you’re building agents in the Salesforce ecosystem—or anywhere—this is your blueprint for making them faster, safer, and more reliable. Highlights / Takeaways🧠 Context > prompts: prompt engineering evolved—now it’s about managing what the agent knows🧱 5 context types to design for: prompts, system instructions, memory, RAG, and external tools🎯 Less is more: bloated context increases hallucinations and misfires—curate ruthlessly🗂️ RAG is your process-at-scale: SOPs, checklists, and guidelines become agent-ready knowledge🛠️ Tools unlock real work: CRMs, ERPs, weather APIs, and databases turn chat into outcomesRecommended LinksEpisode ArtifactGavin Franklin on LinkedInTim Harting on LinkedInGreg Banks on LinkedInCirrius SolutionsCirrius BlogMental Model DiagramJason Fowler MusicSend questions to [email protected]
What this episode covers
AI agents don’t fail because they’re “not smart enough”—they fail because they’re missing the right context. In this episode of Cirrius Talk, Greg Banks sits down with Tim and Gavin to break down context engineering: the practical evolution beyond prompt engineering that’s shaping modern agent performance. You’ll learn the five core context sources agents draw from (prompts, system instructions, memory, RAG, and external tools) and why smaller, curated context windows often produce the most a...
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[Ep 021] Context Engineering: The Secret Sauce Behind Great AI Agents
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