I’ve been obsessed with why LLMs hallucinate during complex reasoning tasks. Most prompts rely on natural language 'vibes', so I applied Systems Engineering and State-Machine logic to build these 10 protocols.
I’m releasing the full PDF today for free to get feedback from this community. No email walls, no gatekeeping.
Inside:
Security Auditor: Logic-flow analysis for finding flaws.
Venture Architect: Stress-testing business logic.
The Personal Tech-Tutor: High-retention recursive learning.
If these protocols save you time or help your workflow, there is a small donation link ($1 - $20) at the end of the PDF to support the next iteration.
Looking forward to your technical feedback!
I’ve been obsessed with why LLMs hallucinate during complex reasoning tasks. Most prompts rely on natural language 'vibes', so I applied Systems Engineering and State-Machine logic to build these 10 protocols. I’m releasing the full PDF today for free to get feedback from this community. No email walls, no gatekeeping. Inside: Security Auditor: Logic-flow analysis for finding flaws. Venture Architect: Stress-testing business logic. The Personal Tech-Tutor: High-retention recursive learning. If these protocols save you time or help your workflow, there is a small donation link ($1 - $20) at the end of the PDF to support the next iteration. Looking forward to your technical feedback!