The Zero-Bullshit Protocol (gracefultc.gumroad.com)

An independent developer released the "Zero-Bullshit Protocol," a year‑long, 2,080+ hour effort of system instructions designed to make LLMs behave like "rigorous, paranoid senior engineers." The author claims the exact, unredacted protocol yields dramatic practical gains after 12 months of daily use: 95%+ reduction in hallucinations, zero unrecoverable file states, elimination of infinite debugging loops, and a complete audit trail for every change. The package is distributed in clean Markdown with a Quick‑Start guide and is reported to work across Gemini CLI, Cursor, Claude, Llama 3.1 and other local models. Significance for the AI/ML community is straightforward: this is a model‑agnostic, prompt‑level approach to reliability, reproducibility, and safety in code and systems workflows. Technically, the protocol is implemented as system instructions that enforce a "scientific method" style loop—explicit hypotheses, verifiable tests, stepwise verification, and evidence logging—so actions are only committed once validated. The audit‑trail and fail‑safe behaviors imply deterministic change logs and safe rollback semantics, reducing integration risk for automated developer tooling and ML pipelines. If the claims hold up under independent evaluation, the protocol could materially cut developer debugging time, improve governance/compliance, and raise the bar for productionizing LLM‑driven engineering workflows.