Senior-grade System prompt
Produce a senior-level system prompt ready to ship.
View full prompt
Act as a senior system-prompt architect with 10+ years specializing in system prompting for AI product teams. I will give you the brief; you will deliver a ship-ready system prompt.
Brief: [PASTE BRIEF HERE].
Constraints: must be specific, measurable, and grounded in system prompting best practice. Avoid generic advice and obvious tips.
Deliver:
1. The full system prompt (the actual artifact, not a description of it).
2. Three sharpening notes - what you would test or improve first.
3. One contrarian angle most system-prompt architects miss.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingseniordeliverable
Critique my System prompt
Tear down an existing system prompt and rebuild it stronger.
View full prompt
You are a brutal but constructive system-prompt architect reviewing my system prompt. Your job is to make it 2x better, not to be polite.
My system prompt: [PASTE HERE].
Target agent reliability: [STATE TARGET].
Audience: AI product teams.
Return:
- 5 specific weaknesses, each tied to agent reliability.
- A rewritten system prompt that fixes them.
- A diff-style explanation of what changed and why.
Be blunt. Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingcritiquereview
10 variants of a System prompt
Spin 10 distinct angles for the same brief.
View full prompt
Generate 10 meaningfully different system prompts from the same brief. Each variant must hit a different angle - not paraphrases.
Brief: [PASTE].
Audience: AI product teams.
For each variant provide:
- Angle name (1-3 words).
- Hook / opening line.
- Full system prompt.
- The single psychological lever it pulls (loss aversion, status, novelty, etc.).
End with your top pick and a one-line reason. Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingvariantsideation
Apply a proven system prompting framework
Run a named system prompting framework end-to-end on my situation.
View full prompt
Pick the single best-known system prompting framework for this situation, name it, then walk me through applying it to my brief step by step.
My situation: [PASTE].
Goal: agent reliability.
Output:
1. Framework name + 1-line origin (so I can verify).
2. Each step labelled, with my inputs filled in.
3. The resulting system prompt.
4. Where the framework breaks down - and what to swap in.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingframework
Rewrite for a different audience
Translate the same system prompt for three different audiences.
View full prompt
Take my existing system prompt and rewrite it cleanly for three distinct audiences. Keep the core promise; change the vocabulary, references, and emotional register.
My system prompt: [PASTE].
Audiences:
A) AI product teams (current).
B) A skeptic who has been burned before.
C) An expert peer who could spot fluff in two seconds.
For each: full rewrite + 2-line note on what shifted. Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingtranslationaudience
System prompt in 50 words
Strip a system prompt to its essential 50 words.
View full prompt
Compress the strongest possible system prompt into exactly 50 words. Every word must earn its place.
Brief: [PASTE].
Audience: AI product teams.
Deliver:
- The 50-word system prompt.
- The 3 words you would protect if forced to cut to 30.
- The cheap word you almost used and why you killed it.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingconstrainttight
System prompt optimized for discovery
Make a system prompt that ranks and gets shared.
View full prompt
Produce a system prompt that is optimized to be found and shared in the system prompting space, not just to read well.
Topic: [PASTE].
Audience: AI product teams.
Primary keyword/phrase: [PASTE].
Deliver:
- The system prompt, with the primary phrase used naturally in title, opener, and one mid-point anchor.
- 5 semantic keywords you wove in (and where).
- 3 share-bait one-liners I could pull as social hooks.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingseodistribution
Compare-and-rank matrix
Score options against the criteria that matter.
View full prompt
Build a comparison matrix that ranks options for my system prompting decision honestly.
Options: [LIST 3-6].
My priority: agent reliability.
Constraints: [PASTE].
Deliver:
1. A table - options × criteria - scored 1-5 with a one-line justification per cell.
2. The weighted winner.
3. The "wrong but obvious" pick most system-prompt architects would default to, and why it loses.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingcomparisondecision
Speak as the customer persona
Hear the system prompt through the audience's head.
View full prompt
Embody a precise AI product teams persona and react to my system prompt as they would, out loud.
The persona: [PASTE 3-5 traits - role, fear, current solution, last frustration].
My system prompt: [PASTE].
Deliver:
- 3 internal-monologue paragraphs as the persona reading the system prompt.
- The exact line where they would close the tab - and why.
- 2 edits that would make them keep reading.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingpersonaempathy
Edge-case enumeration
List the failure modes for a system prompt before they bite.
View full prompt
Enumerate the edge cases and failure modes that could break my system prompt in production / in market / in front of AI product teams.
My system prompt: [PASTE].
Context: system prompting.
Deliver:
- 12 edge cases, ranked by likelihood × damage.
- For each: the trigger, the symptom, and the cheapest mitigation.
- The single edge case I should design around first.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingedge-casesrisk
Risks & mitigations
Pressure-test a plan before committing.
View full prompt
Stress-test my system prompting plan and surface what could go wrong, with mitigations.
Plan: [PASTE].
Stakes: agent reliability.
Deliver:
1. 7 risks across execution, market, technical, legal, reputational.
2. For each - probability (L/M/H), impact (L/M/H), and a mitigation that costs less than the worst case.
3. The 1 risk worth accepting and the 1 risk worth killing the plan over.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingriskplanning
Reusable system prompt template
Turn a one-off into a fill-in-the-blank template.
View full prompt
Convert a great system prompt into a reusable template I can fill in repeatedly.
Reference system prompt: [PASTE].
What stays fixed: the structure and rhythm.
What varies: the inputs.
Deliver:
- The template with clearly marked [VARIABLES].
- A one-line description of each variable and example values.
- 2 worked examples using different inputs.
- The 1 line I should never let a junior change.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingtemplatereuse
30-day ramp plan
Go from zero to shipping in 30 days.
View full prompt
Design a 30-day plan to take me from where I am now to shipping a credible system prompt in system prompting.
Starting point: [PASTE].
Time available per day: [PASTE].
End state: agent reliability.
Deliver:
- Week 1-4 milestones (1 sentence each).
- Daily 30-minute focus for every day, grouped by week.
- The 3 things I should NOT do during these 30 days.
- The checkpoint that proves I'm on track at day 14.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingplanonboarding
Diagnose from symptoms
Root-cause a system prompting problem from the symptoms I see.
View full prompt
I am seeing symptoms in my system prompting work. Diagnose the most likely root causes and propose tests to confirm.
Symptoms: [LIST 3-6].
What I have already ruled out: [PASTE].
Tools available: [PASTE].
Deliver:
1. 3 candidate root causes, ranked by likelihood with a 1-line reason.
2. The fastest test to disprove each.
3. The order to run those tests, and stop conditions.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingdiagnosisroot-cause
End-to-end workflow design
Design the system prompt workflow system-prompt architects actually run.
View full prompt
Design the end-to-end workflow a system-prompt architect would run to produce a high-quality system prompt repeatedly.
Volume target: [PASTE].
Team size: [PASTE].
Quality bar: agent reliability.
Deliver:
- The workflow as a numbered sequence of steps.
- For each step: input, output, owner, tool, and time-box.
- Where to insert review gates without slowing the pipeline.
- The bottleneck step and how to relieve it.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingworkflowops
Measurement plan & dashboard
Decide what to measure for agent reliability.
View full prompt
Design a measurement plan for agent reliability in this system prompting context.
Goal: agent reliability.
Audience for the dashboard: [PASTE].
Available data sources: [PASTE].
Deliver:
- The 1 north-star metric - defined precisely.
- 3 input metrics that move it, with formulas.
- 3 guardrail metrics so we don't optimize the wrong thing.
- Dashboard layout sketch (sections, charts, refresh cadence).
- The 1 vanity metric I am tempted to track and should not.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingmeasurementkpi
Objection handling script
Pre-empt and counter the toughest objections.
View full prompt
Build an objection-handling script for my system prompt aimed at AI product teams.
My offer / position: [PASTE].
The 3 most common objections I hear: [PASTE].
Deliver:
- For each objection: validate, reframe, evidence, ask.
- 2 objections I am probably not hearing but should expect.
- The single phrase to never say in response, and why.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingobjectionspersuasion
A/B test design
Design a clean experiment with one hypothesis.
View full prompt
Design an A/B test for my system prompt with one clear hypothesis.
Current system prompt: [PASTE].
Hypothesis (or what I'm curious about): [PASTE].
Traffic / sample size available: [PASTE].
Deliver:
- The hypothesis sharpened to one sentence.
- Variant A vs Variant B - only one variable changed.
- Primary metric and minimum detectable effect.
- Test duration and stop conditions.
- The decision rule before I peek at results.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingexperimentab-test
Narrative storyboard
Tell the system prompt as a story, beat by beat.
View full prompt
Storyboard my system prompt as a 7-beat narrative arc.
Subject: [PASTE].
Audience: AI product teams.
Emotional outcome I want: [PASTE].
Beats: Hook → Stakes → Conflict → Attempt → Setback → Insight → Resolution.
For each beat: 1 sentence of action + 1 sentence of feeling. End with the single image the audience walks away with. Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingstorynarrative
System prompt glossary
Define the 20 terms anyone serious about system prompting must know.
View full prompt
Build a glossary of the 20 most important terms in system prompting as it relates to system prompts and AI product teams.
For each term:
- The term.
- A precise 1-sentence definition (no jargon recursion).
- 1 concrete example.
- The most common misuse I should watch out for.
End with the 1 term that is overused and meaningless. Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingglossaryreference
One-page cheat sheet
Compress everything I need into one printable page.
View full prompt
Produce a one-page cheat sheet for shipping a system prompt in system prompting.
Audience: AI product teams.
Bias toward action, not theory.
Sections:
1. The 5-step quick path.
2. 3 hard rules (never break).
3. 3 soft rules (break with a reason).
4. Top mistake at each step.
5. The single check before publishing / shipping / sending.
Plain text, dense, under 400 words. Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingcheat-sheetreference
Anti-patterns to avoid
What NOT to do - with examples.
View full prompt
List the most damaging anti-patterns in system prompting when producing a system prompt.
Deliver:
- 8 anti-patterns.
- For each: a named label, a 1-line description, a real-sounding example of the failure, and the corrective principle.
- The anti-pattern that looks like best practice from the outside.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptinganti-patternspitfalls
Recovery / damage-control plan
Stabilize after a system prompting mistake.
View full prompt
My system prompt or system prompting effort went wrong. Build me a recovery plan.
What happened: [PASTE].
Who noticed: [PASTE].
Reversibility (1=easy, 5=baked-in): [PASTE].
Deliver:
- The first 24 hours: communications and operational steps.
- The next 7 days: trust-rebuild moves.
- The 30-day move that turns this into a credibility gain.
- The 1 thing I must NOT do in the first 24 hours.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingrecoverycrisis
90-day roadmap
Map out a quarter of focused system prompting work.
View full prompt
Build a 90-day roadmap for serious progress on agent reliability in system prompting.
Current state: [PASTE].
End state: [PASTE].
Resources: [PASTE].
Deliver:
- Month 1 / Month 2 / Month 3 themes (1 line each).
- 3-5 outcomes per month - each measurable.
- Dependencies and the order they must clear.
- The single bet I should kill if month 1 underdelivers.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingroadmapstrategy
Build a swipe file
Curate the best system prompts I should be learning from.
View full prompt
Build me a swipe file of exceptional system prompts in system prompting to study, not copy.
My focus: agent reliability.
Audience I serve: AI product teams.
Deliver:
- 10 exemplary system prompts (real or plausibly real) with 1-line context for each.
- For each - the one technique to steal and the one tic to avoid.
- 3 patterns that show up across most of them.
- The exemplary system prompt that is overrated and why.
Ask one clarifying question only if a hard blocker remains; otherwise proceed with stated assumptions. Use plain language, no fluff, no filler. Quote evidence when citing sources.
system promptingswipestudy