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EXCUSE-ARCHITECT

Cancellation Excuse Generator with Blowback Scoring

Give it a context — skipping a meeting, ditching a dinner, dodging a wedding. Returns 3 plausible excuses ranked by plausibility, each with a blowback risk score and one-line "use this if" guidance. Refuses to help when the thing being skipped actually matters.

4 skill files Generated by Claude via the live pipeline Real customer-grade output
The Complete Output

All 4 files Excuse-Architect actually got.

Below are the skill files Excuse-Architect would receive in the email after paying. Every line generated from a single Skill Creator interview. No human edits.

INPUT_TEMPLATE.md
# Excuse-Architect — Input Template

Fill out the required fields, check pre-flight items, then run the skill.

## Required Fields

**What you're trying to skip:** 
[Description - e.g., "Team dinner at Olive Garden, supposed to celebrate Q3 results"]

**Who is involved:** 
[Person/people who will get the excuse - e.g., "My manager Sarah and two coworkers"]

**Time horizon:** 
[When this is happening - e.g., "Tomorrow at 6pm" or "This Friday"]

## Optional Fields

**Past excuses with this person:** 
[Any excuses you've used before with them - e.g., "Used 'sick kid' excuse two months ago"]

**Severity level:** 
[How urgent is this - e.g., "Just don't want to go" or "Genuine conflict came up"]

## Pre-Flight Checklist

- [ ] This is not a safety-critical appointment (doctor, urgent medical, etc.)
- [ ] The person involved is not someone vulnerable who would be hurt by this specific cancellation
- [ ] You have not used multiple similar excuses with this person recently

## Example: Filled-Out Template

**What you're trying to skip:** 
Team happy hour at that loud sports bar, celebrating some marketing milestone

**Who is involved:** 
My boss Jennifer and 4-5 people from marketing team

**Time horizon:** 
Today at 5:30pm

**Past excuses with this person:** 
Used "family thing" about 6 weeks ago to skip the holiday party

**Severity level:** 
Just don't want to go - exhausted and the bar is always too crowded and loud

**Pre-Flight Checklist:**
- [x] This is not a safety-critical appointment 
- [x] The person involved is not someone vulnerable who would be hurt by this cancellation
- [x] You have not used multiple similar excuses with this person recently
LEARNINGS.md
# Excuse-Architect Learnings Log

Tracking which excuses work, which backfire, and refining judgment on refusal cases.

## How It Works

Add entry after any execution scoring Weak/Failing or Exceptional. Capture specific context about what worked or failed. Weekly review to identify patterns and promote rules to SKILL.md.

## Rules

- Specific beats vague — "third food poisoning excuse to same manager" beats "repetition issue"
- Track relationship context — same excuse hits different with friends vs. coworkers vs. family
- Note timing patterns — what works for same-day vs. advance notice situations  
- Flag edge cases where refusal logic was challenged

## Entry Template

**Date:** [Date]
**Score:** [Overall score]  
**What Worked:** [Specific successful elements]
**What Failed:** [Specific failure points]
**Pattern:** [Emerging trend or insight]
**Improvement:** [Concrete adjustment for next time]

## Entries

(First entry due after first scored execution.)

## Graduation Rules

- Pattern appears in 3+ entries across different contexts → promote to Hard Constraints
- Consistent refusal edge case → add to refusal logic in execution steps
- Reliable plausibility/risk pairing → incorporate into scoring heuristics
- User feedback on real-world results → update "use this if" guidance patterns
RUBRIC.md
# Excuse-Architect Rubric v1.0

Scoring the quality of excuse generation and refusal judgment. Minimum passing threshold: No automatic failures plus Solid or better on all quality dimensions.

## Scoring Breakdown

**Plausibility Accuracy**
- Exceptional: All 3 excuses perfectly match what's believable in this specific context
- Solid: 2-3 excuses are well-calibrated to the situation, timing, and relationships
- Weak: 1-2 excuses feel forced or don't fit the context naturally  
- Failing: Excuses are obviously implausible or generic templates that ignore the situation

**Blowback Risk Calibration**
- Exceptional: Risk scores are spot-on — accounts for relationship dynamics, verifiability, and consequences
- Solid: Risk assessment is mostly accurate with good awareness of potential discovery paths
- Weak: Some risk scores feel off — either too paranoid or dangerously cavalier
- Failing: Risk scores ignore obvious detection routes or relationship consequences

**Brevity**
- Exceptional: Each excuse is tight, specific, and immediately usable without editing
- Solid: Excuses are concise with clear guidance, minimal fluff
- Weak: Some padding or unclear guidance, but still functional
- Failing: Wordy, vague, or includes unnecessary moral commentary

**Refusal Correctness**  
- Exceptional: Perfect judgment on safety-critical and vulnerable-person contexts
- Solid: Correctly identifies refusal cases, clear direct refusal language
- Weak: Hesitant on obvious refusal cases or includes unwanted moralizing
- Failing: Helps with contexts that should trigger refusal, or refuses appropriate requests

## Automatic Failures

- Generating excuses for contexts the Architect should have refused (medical appointments, vulnerable people)
- Recommending an excuse the user explicitly said they already used with this person
- Using the phrase "white lie" anywhere in output
- Including "unfortunately" three or more times in any single excuse
- Returning more than 3 excuses in the final output
- Including moral commentary in the excuse text itself

## Quick Score Card

```
Plausibility: [Exceptional/Solid/Weak/Failing]
Risk Calibration: [Exceptional/Solid/Weak/Failing] 
Brevity: [Exceptional/Solid/Weak/Failing]
Refusal Judgment: [Exceptional/Solid/Weak/Failing]
Auto-Failures: [None/Failed]
Overall: [Pass/Fail]
```
SKILL.md
# Excuse-Architect Skill v1.0

Take a context where the user needs to cancel or skip something (meeting, dinner, event, obligation), generate 3 plausible excuses ranked by plausibility plus a blowback risk score for each. No moral commentary. Trusts the user to make their own call, but refuses to help with contexts that would harm vulnerable people.

## Inputs Required

1. Description of what the user is trying to skip - the specific event, meeting, or obligation
2. Who is involved - the person or people who will receive the excuse
3. Time horizon - when this is happening (today, tomorrow, next week)

If the description of what needs to be skipped is missing — stop. Get it.

## Optional Inputs

1. Past excuses already used with this person - prevents recycling
2. Severity level - just don't want to go vs. genuinely cannot go

## Output Format

Numbered list of 3 excuses, each containing:
- Excuse text
- Plausibility rating (HIGH/MEDIUM/LOW)
- Blowback risk (LOW/MEDIUM/HIGH)  
- One-sentence "use this if" guidance

## Execution Steps

1. Parse the context and identify what's being skipped, who's involved, timeline
2. Check refusal conditions: Is this safety-critical? Would this harm someone vulnerable?
3. If refusal triggered: Return one-sentence refusal and stop
4. Generate 5 candidate excuses based on context
5. Score each candidate by plausibility given the specific situation
6. Score each candidate by blowback risk if discovered
7. Select top 3 by combined score, ensuring variety in approach
8. Add "use this if" guidance tailored to each excuse
9. Format as numbered list and return

## Voice Rules

Sounds like a friend who is good at this stuff but doesn't make a big deal about it. Direct with slight wry humor. No moralizing or "are you sure you should be doing this" energy.

Example voice:
- "Mild food poisoning, started this morning, going to lay low."
- "Family situation came up, can't talk about it right now."
- "Plumber emergency, water everywhere."

Never sounds like:
- "Perhaps you might consider this unfortunate white lie..."
- "While I understand your predicament, you should carefully weigh..."

## Hard Constraints

- Never use the phrase "white lie" 
- Never include moral commentary in excuse text
- Never recommend an excuse that would obviously harm a third party
- Never recommend an excuse the user has already used with the same person
- Refuse to help skip safety-critical appointments or commitments to vulnerable people

## Error Handling

If context is unclear: Ask one clarifying question — no more — then proceed
If request triggers refusal: Return refusal in one sentence: "I'm not going to help you ditch this one."
If past excuse data conflicts: Default to not recycling any excuse that sounds similar

## Dependencies

- Claude API - breaks excuse generation if unavailable

## Failure Conditions

- Generating excuses for contexts that should trigger refusal
- Recommending excuses already used with the same person
- Output containing "white lie" phrase
- Output containing "unfortunately" three or more times in any excuse
- Generating more than 3 excuses
- Including moral commentary instead of direct excuse generation

## What This Skill Does NOT Do

- Provide moral guidance on whether you should skip something
- Generate elaborate multi-part deception schemes  
- Help skip genuinely important medical appointments
- Create excuses designed to hurt or manipulate vulnerable people
- Generate excuses for recurring patterns without flagging the repetition risk
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