Thugonerd

Free Zero-Bullshit Protocol™ – generic version that already kills 90 %+ of Cursor hallucinations. Paste into cursorrules.mdc → lies stop in 30 seconds. Full 2.0 with backups/rollback: https://gracefultc.gumroad.com/l/[your-2.0-link] Free generic: https://gracefultc.gumroad.com/l/ioqmts

I spent the last year (2,080+ hours, 8–12 h days) turning LLMs into the paranoid senior engineer every dev wishes they had.

Turns out what we needed was the Scientific Method for LLMs.

→ Forces the model to list every possible hypothesis instead of marrying the first one

→ Stress-tests each hypothesis before writing a single line

→ Refuses to touch files until the plan survives rigorous scrutiny

→ Full audit trail, zero unrecoverable states, zero infinite loops

95%+ hallucination reduction in real daily use.

Works with ChatGPT, Claude, Cursor, Gemini CLI, Llama 3.1, local models.

Why this protocol exists (real failures I watched for months):

I watched Cursor agents and GitHub Copilot lie to my face.

They’d say “Done – file replaced” while the file stayed untouched.

They’d claim “whitespace mismatch” when nothing changed.

They’d succeed on two files and silently skip the third.

I tried every model (GPT-4, Claude 3.5, Gemini 1.5, even O3-mini).

Same “False Compliance” every time.

The only thing that finally worked 100 % of the time was forcing the LLM to act like a paranoid senior engineer — never letting it “helpfully” reinterpret a brute-force command.

That’s exactly what this protocol does.

No theory. No agent worship. Just the rules that turned months of rage into reliable output.

You get:

• Full Zero-Bullshit Protocol™ (clean Markdown)

• Quick-Start guide

• Lifetime updates on the $299 tier

$99 → Launch Price (one-time)

$299 → Lifetime Access + all future updates forever

https://gracefultc.gumroad.com/l/wuxpg

If you’ve ever had an AI agent swear it did something it didn’t… this is the fix.

I spent the last year working 8–12 hour days (Over 2,080 hours) on these System Instructions that turn LLMs into the rigorous, paranoid senior engineers we developers need. Turns out we needed the The Scientific Method for LLMs! Works with ChatGPT, Claude, Cursor, Gemini CLI, Llama 3.1, local models.

What's inside? Here's a peek: Tired of your AI marrying the first POSSIBLE hypothesis and fixating on it? This Protocol forces the LLM slow down, contemplate all possible hypotheses, stress test them, then formulate a plan for the most likely solution. Tired of debugging

Full Zero-Bullshit Protocol™: https://gracefultc.gumroad.com/l/wuxpg

$149 — Markdown file + quick-start guide.