
Techniques
Context Engineering Beats Prompt Engineering: How to Design Token Budgets That Actually Work
Stop optimizing words. Start optimizing what the model sees
Brian Gagne

Author
CTO, Kief Studio
CTO of Kief Studio. 20+ years technology consulting. Cisco Certified Ethical Hacker, UPenn AI for Business, Perplexity AI Business Fellow. Builds the tools Qurtoo teaches you to use.

Stop optimizing words. Start optimizing what the model sees
Brian Gagne

Roleplay reversal makes the AI the user. You become the machine. It’s one of the best ways to train, test, or simulate real-world usage, especially when you're prototyping LLM interfaces.
Brian Gagne

Inverse prompting is prompt forensics. It flips the script, working from outputs to plausible inputs. It’s essential for audit trails, meta-model training, and understanding how LLMs think in reverse.
Brian Gagne