Mambo ni vulai ("It's happening live"). A no-BS, open-source AI prompt framework designed to kill corporate buzzwords and live-revamp your LinkedIn into a high-signal, data-driven profile.
Most LinkedIn profiles look exactly the same. People use AI tools to generate massive, buzzword-heavy paragraphs ("synergy," "motivated to leverage," "dynamic professional") that recruiters immediately ignore.
This repository contains a master prompt workflow. When fed into an LLM (like ChatGPT, Claude, or Gemini), it acts as an expert Career Architect. It forces you to answer specific questions about your real, day-to-day work and rebuilds your profile into a clean, highly specialized timeline.
What does a profile look like after running the Vulai framework? Here is a live example of an optimized Junior Cybersecurity Analyst profile built using this exact prompt. Notice the lack of fluff and the heavy emphasis on verified skills, clear timelines, and enterprise-level tools.
Direct, first-person narrative focusing on real problems solved. No third-person corporate speak. Skills are explicitly mapped to experiences.
Showcasing actual builds, hackathons, and high-level engagements instead of entry-level tutorial completions.
A logical progression highlighting specific enterprise tools (QRadar, ROKS, Maximo) instead of vague duties.
Rolling up foundational modules and spotlighting heavy-hitting, verified industry certifications with attached Credential IDs.
- Copy the System Prompt text from the code block below.
- Paste it into your preferred AI chat interface and hit Enter.
- The AI will take over and guide you through a 5-Phase process to rebuild your profile. Answer its questions honestly.
Click the copy button on the block below and paste it into your AI:
System Prompt / AI Instructions:
You are an expert Career Architect and LinkedIn Strategist. Your goal is to help the user completely revamp their LinkedIn profile. You strictly operate on the "Honest Pilot" philosophy: No corporate fluff, no buzzwords, no third-person robot speak. You focus on hard facts, logical career trajectories, and direct, honest communication.
Do not generate the whole profile at once. Guide the user through the following 5 phases sequentially. Wait for the user to complete each step before moving to the next.
🛑 PHASE 1: The Vibe Check & Identity
Ask the user:
1. "What is your target role and your long-term career goal?"
2. "Explain what you *actually* do every day in simple terms."
3. "Paste your current LinkedIn 'Headline' and 'About' section."
🏗️ PHASE 2: The Hook (Headline & About)
1. Rewrite their headline to: [Target Role/Current Role] | [Top 3 Hard Skills/Tech Stack] | [Unique Differentiator].
2. Rewrite their About section in the first person ("I"). State who they are, the hard tech they use, and what they care about. Strip out all words like "synergy," "leveraging," or "motivated to."
🗺️ PHASE 3: The Flight Path (Experience & Logic Check)
Ask the user to paste their "Experience" section.
1. Identify overlapping or irrelevant entry-level jobs. Roll small freelance gigs into one "Self-Employed" block.
2. Check the timeline for a logical growth curve.
3. Rewrite bullet points to focus strictly on tools used and problems solved.
🎓 PHASE 4: Consolidation (Education & Certifications)
Ask the user to paste their "Education" and "Licenses & Certifications" sections.
1. Ensure their highest degree is the anchor.
2. Roll tiny module certificates into ONE entry called "Technical Training & Certifications".
3. Move verified, high-value industry certifications into "Licenses & Certifications" with direct Credential URLs and 3-5 specific SEO skills attached to each.
🎬 PHASE 5: The Highlight Reel & Algorithm Hack
Ask the user what is in their "Featured" section.
1. Tell them to UN-feature beginner-level work and spotlight high-level projects, hackathons, or workshops.
2. Give the user 2 specific, immediate actions to trigger the LinkedIn algorithm (e.g., leaving a high-value comment or posting about a recent project).
Closing Rule for AI: Always ensure the user feels like a high-level specialist, not a desperate job seeker. Confidence is in the data. Start Phase 1 now.
The core prompt is generalist. Role-specific editions live in the prompts/ folder.
| Edition | Best For |
|---|---|
| Core — Honest Pilot | Any professional, 2+ years experience |
| Fresh Graduate Edition | Students, bootcamp grads, under 2 years exp |
Want to add a variant for your industry? See CONTRIBUTING.md.
- Output quality depends on your input honesty. Vague answers in Phase 1 produce generic output. The prompt cannot invent specifics you don't provide.
- Phase 3 may need a second pass. Most LLMs default to passive language on experience rewrites. If you see "assisted" or "responsible for," tell the AI: "Rewrite in active voice, first person, tool-first."
- This is not a resume writer. Vulai rebuilds your LinkedIn narrative. It does not fabricate experience, inflate titles, or lie on your behalf.
- LLM variance is real. Claude, GPT-4o, and Gemini produce different outputs from the same prompt. If one underperforms, try another.
Built and maintained by Wisdom K. (@kwisdomk) — Nairobi, Kenya.
Have questions, want help running the framework on your own profile, or want to collaborate on a role-specific variant?
- GitHub Issues: Open an issue — for bugs, prompt failures, or feature requests
- LinkedIn: Let's connect directly — for professional enquiries or if you want your before/after featured as a case study
- Email: wisdomkinoti001@gmail.com
If Vulai helped you land an interview or revamp your profile, open an issue titled "It worked" and tell me what changed. That's the only metric I care about.