Plugin:skill pairs now read as noun:verb commands instead of repeating the plugin name. Also added concise descriptions to all SKILL.md frontmatter. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
210 lines
6.5 KiB
Markdown
210 lines
6.5 KiB
Markdown
# Branching Experience Discovery Questions
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## Overview
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Conversational discovery with follow-up questions based on answers. NOT a static questionnaire - each answer informs the next question.
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## Multi-Job Context
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When running discovery for multiple jobs (multi-job mode), provide context about which jobs the gap appears in:
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**Template:**
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```
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"{SKILL} experience appears in {N} of your target jobs ({Company1}, {Company2}, ...).
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This is a {HIGH/MEDIUM/LOW}-LEVERAGE gap - addressing it helps {N/some/one} application(s).
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Current best match: {X}% confidence ('{best_match_text}')
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{Standard branching question}"
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```
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**Leverage Classification:**
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- HIGH-LEVERAGE: Appears in 3+ jobs (critical gaps)
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- MEDIUM-LEVERAGE: Appears in 2 jobs (important gaps)
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- LOW-LEVERAGE: Appears in 1 job (job-specific gaps)
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**Example:**
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```
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"Cross-functional leadership appears in 2 of your target jobs (Microsoft, Google).
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This is a MEDIUM-LEVERAGE gap - addressing it helps 2 applications.
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Current best match: 67% confidence ('Led team of 3 engineers on AI project')
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Tell me about times you've led or coordinated across multiple teams or functions."
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```
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After providing context, proceed with standard branching patterns below.
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## Technical Skill Gap Pattern
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**Template:**
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```
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INITIAL PROBE:
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"I noticed the job requires {SKILL}. Have you worked with {SKILL} or {RELATED_AREA}?"
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BRANCH A - If YES (Direct Experience):
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→ "Tell me more - what did you use it for?"
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→ "What scale? {Relevant metric}?"
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→ "Was this production or development/testing?"
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→ "What specific challenges did you solve?"
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→ "Any metrics on {performance/reliability/cost}?"
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→ CAPTURE: Build detailed bullet
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BRANCH B - If INDIRECT:
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→ "What was your role in relation to the {SKILL} work?"
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→ "Did you {action1}, {action2}, or {action3}?"
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→ "What did you learn about {SKILL}?"
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→ ASSESS: Transferable experience?
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→ CAPTURE: Frame as support/enabling role if substantial
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BRANCH C - If ADJACENT:
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→ "Tell me about your {ADJACENT_TECH} experience"
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→ "Did you do {relevant_activity}?"
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→ ASSESS: Close enough to mention?
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→ CAPTURE: Frame as related expertise
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BRANCH D - If PERSONAL/LEARNING:
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→ "Any personal projects, courses, or self-learning?"
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→ "What did you build or deploy?"
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→ "How recent was this?"
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→ ASSESS: Strong enough if recent and substantive
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→ CAPTURE: Consider if gap critical
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BRANCH E - If COMPLETE NO:
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→ "Any other {broader_category} work?"
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→ If yes: Explore that
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→ If no: Move to next gap
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```
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## Soft Skill / Experience Gap Pattern
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**Template:**
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```
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INITIAL PROBE:
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"The role emphasizes {SOFT_SKILL}. Tell me about times you've {demonstrated_that_skill}."
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BRANCH A - If STRONG EXAMPLE:
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→ "What {entities} were involved?"
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→ "What was the challenge?"
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→ "How did you {drive_outcome}?"
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→ "What was the result? Metrics?"
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→ "Any {obstacle} you had to navigate?"
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→ CAPTURE: Detailed bullet with impact
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BRANCH B - If VAGUE/UNCERTAIN:
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→ "Let me ask differently - have you ever {reframed_question}?"
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→ "What was that situation?"
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→ "How many {stakeholders}?"
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→ "What made it challenging?"
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→ CAPTURE: Help articulate clearly
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BRANCH C - If PROJECT-SPECIFIC:
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→ "Tell me more about that project"
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→ "What was your role vs. others?"
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→ "Who did you coordinate with?"
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→ "How did you ensure alignment?"
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→ ASSESS: Enough depth?
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→ CAPTURE: Frame as leadership if substantial
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BRANCH D - If VOLUNTEER/SIDE WORK:
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→ "Interesting - tell me more"
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→ "What was scope and timeline?"
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→ "What skills relate to this job?"
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→ "Measurable outcomes?"
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→ ASSESS: Relevant enough?
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→ CAPTURE: Include if demonstrates capability
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```
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## Recent Work Probe Pattern
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**Template:**
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```
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INITIAL PROBE:
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"What have you been working on in the last 6 months that isn't in your resumes yet?"
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BRANCH A - If DESCRIBES PROJECT:
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→ "Tell me more - what was your role?"
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→ "What technologies/methods?"
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→ "What problem were you solving?"
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→ "What was the impact?"
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→ CHECK: "Does this address {gap_area}?"
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→ CAPTURE: Create bullet if substantive
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BRANCH B - If MENTIONS MULTIPLE:
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→ "Let's explore each. Starting with {first}..."
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→ Go through systematically
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→ Prioritize by gap relevance
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→ CAPTURE: Multiple bullets if relevant
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BRANCH C - If "NOTHING NEW":
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→ "What about small improvements, process changes, learning?"
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→ "New tools or technologies?"
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→ "Mentoring, teaching, knowledge sharing?"
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→ "Anything that might seem too small?"
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→ CAPTURE: Even small items can fill gaps
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```
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## Key Principles
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**1. Start Broad, Go Narrow:**
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- Initial question is open-ended
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- Follow-ups drill into specifics based on what they share
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- Don't ask about details they already covered
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**2. Listen and Branch Dynamically:**
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- Promising answer → explore deeper
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- "No" answer → try adjacent probe or move on
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- Unclear → rephrase or provide examples
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- Stuck → offer concrete scenarios
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**3. Adapt to Communication Style:**
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- Verbose: "What's the key takeaway?"
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- Terse: Provide examples, "Was it like X or Y?"
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- Uncertain: Validate, offer prompts
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**4. Recognize When to Move On:**
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- After 2-3 attempts with nothing → gracefully move on
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- Don't exhaust user forcing content that doesn't exist
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- Some gaps okay - flag for cover letter
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**5. Cross-Reference During Discovery:**
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- "Earlier you mentioned {X}, does that relate here too?"
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- "This sounds similar to {Y} - connected?"
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- Build connections user might not see
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## Example Complete Flow
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```
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SKILL: "I see the job requires CI/CD experience. Have you worked with CI/CD pipelines?"
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USER: "Yes, I set up GitHub Actions for my side project."
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SKILL: "Tell me more about that - what does the pipeline do?" [BRANCH: Depth]
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USER: "It runs tests and deploys to cloud when I push code."
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SKILL: "What testing framework do you use?" [BRANCH: Technical details]
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USER: "pytest for my Python code."
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SKILL: "Excellent. What's deployed - is this a production app?" [BRANCH: Impact/scale]
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USER: "Yeah, it's a tool used by 3 nonprofits right now."
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SKILL: "That's substantial! Have you dealt with any flaky tests or reliability issues?"
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[BRANCH: Real-world challenges]
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USER: "Actually yes, I had to add retries for some API-dependent tests."
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SKILL: "Perfect - that shows practical troubleshooting. Any metrics on build time
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or deployment frequency?" [BRANCH: Quantify]
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USER: "Deploys take about 3 minutes, and I deploy several times a week."
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[CAPTURED: Complete picture - hands-on CI/CD, pytest, flaky test handling,
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production deployment. Directly fills gap with concrete details.]
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```
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