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Career Blueprint

Build Interview-Ready Resumes With Honest AI Agents

MadeByTokensMay 2026

Multi-agent resume refinement that balances compelling storytelling with factual accuracy through adversarial iteration.

Resume GenerationFact-Checking & ValidationInterview PreparationATS Compatibility Analysis

Install Command

Run this command to deploy the blueprint to your environment.

What does this do

You face a resume paradox: undersell yourself and qualified roles pass you by; oversell and you waste everyone's time with buzzwords. Traditional resume writing doesn't resolve this tension.

How It Works

You provide your raw experience, then an adversarial team of AI agents (Writer, Fact-Checker, Interviewer, Coach) iterates together. The Writer advocates for you, the Fact-Checker catches hallucinations, the Interviewer reviews skeptically like a real hiring manager would, and the Coach synthesizes feedback. The loop continues until your resume is both compelling and grounded in truth. You also get interview prep and an audit trail of the entire development process.

Included Skill Groups

Key Features

Adversarial Iteration

Four agents with opposing perspectives (Advocate, Validator, Skeptic, Mediator) collaborate until the resume passes all quality gates

Hallucination Prevention

Fact-Checker verifies every claim against your original input, ensuring no invented details make it into the final resume

Information Isolation

Interviewer sees only the resume (not your full story), simulating how real hiring managers evaluate applications

Interview Prep Generation

Generates likely interview questions and preparation guide based on your final resume

ATS Compatibility Check

Analyzes keyword matching, formatting, and page limits to ensure your resume passes automated screening systems

Key Features

Adversarial Iteration

Four agents with opposing perspectives (Advocate, Validator, Skeptic, Mediator) collaborate until the resume passes all quality gates

Hallucination Prevention

Fact-Checker verifies every claim against your original input, ensuring no invented details make it into the final resume

Information Isolation

Interviewer sees only the resume (not your full story), simulating how real hiring managers evaluate applications

Interview Prep Generation

Generates likely interview questions and preparation guide based on your final resume

ATS Compatibility Check

Analyzes keyword matching, formatting, and page limits to ensure your resume passes automated screening systems

Tools in this Blueprint

Claude logo
4.7(315 reviews)
Claude API (Opus, Sonnet, Haiku models)
Markdown

About This Blueprint

License
MIT
Industry
Technology
Skills
0 workflows, 0 sub-skills, 1 standalone