Prompt Compiler
Transform a vague request into a production-grade prompt with tests.
A curated arsenal of advanced AI prompts for students, builders, defenders, researchers, creators—and anyone tired of asking an artificial superintelligence to “make this better.”
Every category contains prompts designed to produce work—not just paragraphs wearing business casual.
36 prompts in current view
Transform a vague request into a production-grade prompt with tests.
Audit an AI answer for hidden assumptions, weak evidence, and failure modes.
Design the exact context package an AI system needs—no token landfill.
Run STRIDE, attack-tree, and abuse-case analysis against a system.
Turn messy alerts into an evidence-driven incident hypothesis.
Review a proposed feature before its vulnerabilities achieve sentience.
Design a supervised multi-agent workflow with explicit controls.
Decide what should be automated—and what should remain stubbornly human.
Build operations around what breaks instead of what demos nicely.
Force competing architectures to make their case under cross-examination.
Build and test hypotheses before rewriting half the codebase.
Recover intent and create a low-drama modernization path.
Interrogate a dataset before its chart becomes executive folklore.
Convert analysis into a decision with uncertainty still attached.
Design a dashboard where every pixel has a job.
Find the narrow entry point that can expand into a serious business.
Assume the plan failed spectacularly, then salvage it before reality gets ideas.
Design an offer around measurable transformation, risk reversal, and proof.
Build a lesson that survives contact with a new problem.
Create AI-aware assessment without pretending 2004 is coming back.
Teach through adjacent problems without stealing the learner’s victory.
Try to kill a hypothesis before spending a year becoming emotionally attached to it.
Synthesize disagreement instead of averaging abstracts into oatmeal.
Connect a proposed mechanism to observations that could actually confirm it.
Evaluate a health claim without becoming either a zealot or a pamphlet.
Test a personal intervention with fewer vibes and more signal.
Replace heroic motivation with an environment that quietly wins.
Improve prose without laundering the author’s personality out of it.
Turn technical complexity into a decision-ready one-pager.
Make both sides intelligent before choosing one.
Move from text to theology to application without interpretive teleportation.
Build a sermon around the text’s tension rather than three alliterated roommates.
Design ministry workflows so the workers are few, but not needlessly exhausted.
Build speculative technology that obeys physics—or pays handsomely for breaking it.
Translate an idea into a coherent visual system for humans and image models.
Map dynamics, instrumentation, and congregational energy across a song.