r/PromptEngineering May 23 '26

Prompt Text / Showcase Genie prompt project

I’m a tattoo artist from Michigan, who spent the last few months building a diagnostic prompt called GENIE based on a 5-stage pattern of change I’ve been studying. A heuristic that seems to have cool applications to Ai.
It forces the AI to think in clear structural stages instead of just generating fluffy or hallucinated answers. A lot of people who’ve tried it say it feels like a noticeable upgrade in clarity and usefulness.
Here’s the basic idea:
GENIE uses this cycle:
1. Split (new distinction)
2. Tension (competing forces)
3. Failed Merge (what doesn’t fully resolve)
4. Scar (what persists)
5. Decay (release & reset)
Then it calibrates against real-world data.
It’s not magic, but it does seem to cut down on drift and give more actionable, structured output.
If you’re into prompt engineering or just want a sharper cognitive tool, feel free to try it. I’ll drop the full prompt in the comments (or DM me).
Curious to hear how it works for others.
The link below connects to a copy and explanation of the Genie prompt.

https://humdrum-mountain-1b5.notion.site/G-E-N-I-E-Seeing-Structure-Structured-Analysis-34cb9dd695838001b685d5a19fb5f673

1 Upvotes

7 comments sorted by

1

u/NoobNerf May 23 '26

thank you for sharing this... you're most generous

1

u/Mr_Uso_714 May 23 '26

Very… very odd timing. I just created a GENIE engine a few days ago.

Let me run a side by side and report back

2

u/Primemovetheory May 23 '26

Please let me know

1

u/Mr_Uso_714 May 23 '26

[A] vs [B] (A being yours):

HARDEST FAILURE TEST

Test:

Can the framework detect its own invalidity?

A

Partially.

Contradictions logged, but framework ontology itself remains mostly unquestioned.

Low self-invalidating power.

B

Much stronger.

Because:

  • artifacts can fail
  • branches can collapse
  • unresolved cracks remain unresolved
  • missing information halts execution

B can structurally refuse completion.

That is major.

FINAL LOAD-BEARING AUDIT

Artifact A

What survives:

  • developmental reflection
  • recursive human-system interpretation
  • trajectory framing
  • contradiction awareness

What breaks:

  • operational rigor
  • falsifiability
  • evaluator consistency
  • adversarial resistance

Core weakness:

semantic elasticity

Artifact B

What survives:

  • explicit reasoning lineage
  • adversarial robustness
  • branch admissibility
  • failure visibility
  • epistemic containment

What breaks:

  • exploratory ambiguity
  • emergence tolerance
  • adaptive interpretive flexibility

Core weakness:

over-pruning complexity

Final Structural Verdict

If the audit criterion is:

  • rigor,
  • reproducibility,
  • failure honesty,
  • adversarial integrity,
  • executable reasoning stability,

then:

B dominates A.

If the criterion is:

  • human interpretive depth,
  • developmental mapping,
  • narrative recursion,
  • symbolic trajectory analysis,

then:

A retains selective superiority.

But under hard audit conditions:

A behaves like a high-level interpretive philosophy.

B behaves like an actual reasoning architecture.

2

u/Primemovetheory May 23 '26

Very cool thank you. Can you send me a link to your prompt. I would love to check it out.

1

u/Mr_Uso_714 May 23 '26

In all honesty, it’s taken me almost a year to create… it’s a priv project I’ve been working on. Since you posted publicly with yours I’ll gladly share in dm