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!
the_sage_light•1h ago