Agent prompting for role, experience, skills & work model

💎 Bespoke Opportunity Forge: AI-Powered Job Concierge 📬

This is a submission for the Runner H “AI Agent Prompting” Challenge

What I Built 🕵️‍♀️🔎🤖

I’ve crafted Job Seeker’s AI Career Concierge 🤖✨, an end-to-end Runner H workflow that eliminates the chaos of tech job hunting in India. Instead of manually juggling multiple portals, refining search filters, and tediously compiling results, users engage in a single, natural-language conversation. Behind the scenes, Runner H orchestrates browser automation, smart scraping, interactive feedback loops, and document generation—all without writing a line of custom backend code. 🚀

Key features include:

1️⃣ Dynamic Profile Collection

  • Gather your preferred tech role(s), experience level (Fresher / 1–3 yrs / 3–5 yrs / 5+ yrs), core skills/technologies, and desired work model (On-site India / Hybrid / Fully Remote). 👩‍💻🎯

2️⃣ Automated Multi-Portal Scraping

  • Instantly query top India-focused sites (Naukri, Indeed India, LinkedIn India, Monster) plus niche and remote boards (AngelList, WeWorkRemotely, RemoteOK, Remotive), filtering for postings within the last 7 days. 🌐📄

3️⃣ Interactive Refinement Loop

  • Present an initial, clickable top-10 list and invite precise feedback (“Remove #3,” “Add more React roles”). Iterate until the selections are spot-on. 🔄💬

4️⃣ Seamless Document Creation & Delivery

  • Generate a polished Google Doc (or PDF) titled “Your Personalized [Role] Job Opportunities – [YYYY-MM-DD],” populate it with final listings, then email it directly to your inbox. 📑✉️

This workflow transforms tedious scrolling and fragmented searches into a sophisticated, AI-powered concierge service—tailored opportunities delivered straight to you. ☺️💫

Demo

📺 “Concierge in Action” (YouTube walkthrough):

💬 “Live Workflow Share” (Runner H Agent Workflow, where you can see me interacting with it, and this agent workflow, all in under a minute.):

Key Workflow Snapshots

1️⃣ Runner H asks the user’s desired tech role, experience bracket, core skills and preferred work model.

Agent prompting for role, experience, skills & work model

2️⃣ User responses are echoed back for confirmation before the search begins.

User inputs captured, agent confirming selections

3️⃣ Automated browser sub-agent navigates Naukri, LinkedIn India, WeWorkRemotely, AngelList, and more—gathering fresh listings.

Agent scraping multiple job portals and compiling listings

4️⃣ The concierge presents a numbered list of opportunities and asks for your feedback.

Initial top-10 job list with hyperlinks and feedback prompt

5️⃣ Once confirmed, a Google Doc titled “Your Personalized [Role] Job Opportunities – YYYY-MM-DD” is generated and shared.

Final Google Doc with user-customized job opportunities

How It Works

  1. You provide

    • Desired tech role(s) (e.g. Frontend, UI/UX, Full-Stack)
    • Experience level (Fresher / 1–3 yrs / 3–5 yrs / 5+ yrs)
    • Core skills & technologies (React, Python, AWS…)
    • Preferred work model (On-site India / Hybrid / Fully Remote)
  2. Runner H agent

    • Scrapes India-focused (Naukri, Indeed, LinkedIn) & global remote (RemoteOK, WeWorkRemotely, Remotive) portals
    • Filters by recency (last 7 days) and removes duplicates
    • Presents a clickable, numbered top-10 list
  3. You iterate

    • Review and refine (“Remove #4, more Node.js roles”)
    • Loop until “Yes, these are exactly the positions I want.”
  4. Runner H finalizes

    • Creates a Google Doc (or PDF) titled “Your Personalized [Role] Job Opportunities – [YYYY-MM-DD]”
    • Populates it with the final list (title | company | location | apply link)
    • Collects your email and sends the document as a link or attachment

🚀 How I Used Runner H

My Master Prompt:-

**🧠 Job Seeker’s AI Career Concierge**

You are my Autonomous AI Career Concierge. Your mission is to guide Indian tech job-seekers (freshers & experienced) through a fully automated, iterative workflow that:

1. **Collects user details**  
2. **Surfaces tailored job openings** from top India-focused and global remote tech portals  
3. **Iterates with user feedback** to refine results  
4. **Compiles a numbered Google Doc** of final opportunities  
5. **Emails the result** back to the user

---

### 1. Greet & Gather Requirements  
- Send a friendly welcome message.  
- Prompt the user for:  
  - Their desired **tech role** (e.g. “Frontend Developer,” “Data Analyst,” “DevOps Engineer”)  
  - **Experience level** (Fresher, 1–3 yrs, 3–5 yrs, 5+ yrs)  
  - Key **skills/technologies** they want to use (e.g. React, Python, AWS)  
  - Preferred **work model** (On-site India / Hybrid / Fully Remote)  
- Confirm their inputs before proceeding.

### 2. Aggregate & Scrape Job Portals  
Using the user’s inputs, automatically search and scrape role-relevant listings (title, company, location, apply link) from:  
- **India-Focused**: Naukri.com, Indeed India, LinkedIn India, Monster India  
- **Startup & Niche**: AngelList, HackerEarth Jobs, Stack Overflow (“help wanted” issues)  
- **Remote-Only**: WeWorkRemotely, RemoteOK, Remotive  
Filter out duplicates and prioritize by recency (posted within last 7 days).

### 3. Present Initial List & Solicit Feedback  
- Share the **top 10** curated openings as a numbered list with click-through hyperlinks.  
- Ask the user:
  1. “Are these roles relevant to your goals?”  
  2. “Which listings should I remove, refine, or add more of?”  
- Accept specific feedback (e.g. “Remove #3, add more remote Python roles”).

### 4. Refine & Finalize  
- Based on feedback, repeat the scrape/refinement loop until the user confirms:  
  > “Yes, these are exactly the positions I want.”

### 5. Generate Google Doc  
- Create a Google Doc titled:  
"Your Personalized [Role] Job Opportunities – [YYYY-MM-DD]"

- Populate it with the **final numbered list** (title | company | location | apply link).  
- Share the Doc’s **view-only link**.

### 6. Collect Email & Send  
- Ask the user for their **email address**.  
- Email them:
- **Subject**: “Your Curated [Role] Job List – [YYYY-MM-DD]”  
- **Body**: A brief note plus the Google Doc link.

> **_Runner H’s agent orchestration, browser automation, and Google Workspace integration made this end‑to‑end workflow possible without writing any code._** 

---

**Key Requirements:**  
- **Fully autonomous**: handle each step end-to-end.  
- **Interactive**: wait for user input after presenting lists.  
- **Accurate**: always include correct, clickable hyperlinks.  
- **Timely**: prioritize listings posted in the last week.  

Let’s get started! 🚀

To replicate this workflow(and make changes as you need):-

1️⃣ Setup & Integrations

  • Connect Runner H to Gmail (for emailing), Google Drive (for document creation), and Surfer H (for web scraping).

2️⃣ Prompt Composition

  • Craft a single, natural-language “master prompt” that triggers each sub-agent in sequence: data collection → multi-portal scraping → feedback loop → document generation → email dispatch.

3️⃣ Portal Configuration

  • Define scraping targets and filters:

    • India-Focused: Naukri, Indeed India, LinkedIn India, Monster
    • Startup & Niche: AngelList, HackerEarth Jobs, Stack Overflow
    • Remote-Only: WeWorkRemotely, RemoteOK, Remotive
  • Enforced recency (last 7 days) and deduplication.

4️⃣ Interactive Loop

  • After Runner H presents the top-10 list, I provide it with refinement instructions (e.g., “Remove #4, add more React roles”), and Runner H re-ran its scraping until the list was perfect. 🔄💬

5️⃣ Document & Delivery

  • Instruct Runner H to generate a Google Doc titled
    “Your Personalized Frontend Developer Job Opportunities – 2025-06-26”
  • Shared the view-only link and then provided my email to receive the PDF version. 📑✉️

With this Runner H-powered concierge, job hunting becomes precise, personalized, and effortless, perfect for freshers and seasoned pros alike. 😇👩‍💻

🌍 Real-World Applications 🕵️‍♀️

  • Streamlined Job Discovery for tech talent in India and beyond.
  • Automated Outreach: Candidates receive curated lists without manual emailing.
  • Data-Driven Career Coaching: Recruiters or coaches can reuse the workflow to guide multiple clients.
  • Campus Placements: University career cells can run this for hundreds of students, saving thousands of staff hours.

🎯 Intended Users 👩‍💻👨‍💻👨‍💼👩‍💼

  • Freshers & Students looking for their first tech role.
  • Mid-Level Professionals (1–5 yrs experience) seeking targeted opportunities.
  • Senior Engineers exploring remote or hybrid roles.
  • Recruitment Agencies wanting a high-throughput screening tool.
  • Career Coaches & Placement Cells aiming for scalable outreach.

Use Case & Impact

1️⃣ Who benefits:
– Indian tech job‑seekers (freshers & experienced), especially those applying for remote roles.

2️⃣ Pain points addressed:

  • Centralizes fragmented portal searches
  • Automates repetitive tasks (scraping, documenting, emailing)
  • Offers interactivity: users refine results
  • Saves hours per search session

3️⃣ Value:

  • Personalized and timely job lists
  • Higher application accuracy
  • Job tracing and accountability via Google Doc
  • Democratizes access to opportunity through automation

⚙️ How It Improves Existing Processes

1️⃣ Centralization 🌐

  • Brings scattered job boards into a single AI-powered interface.

2️⃣ Time Savings ⏱️

  • Cuts hours of manual searching, filtering, and emailing down to minutes.

3️⃣ Accuracy & Personalization 🎯

  • Delivers hyper-relevant listings tailored to your exact profile and feedback.

4️⃣ Scalability 📈

  • Runs the workflow for dozens—or hundreds—of users with zero extra effort.

5️⃣ Traceability 📝

  • Logs every list and feedback iteration in Google Drive for audit and follow-up.

By leveraging Runner H’s orchestration, browser automation, and Google Workspace integrations, AI Career Concierge delivers a cutting-edge, end-to-end job-search experience—perfectly tailored, highly efficient, and ready for scale.

📣 Social Love ❤️

If Job Seeker’s AI Career Concierge has saved you hours of scrolling and helped you land better-fit tech roles, I’d be over the moon for an upvote and a share! Your support not only boosts my chances in the Community Champion category but also helps fellow job-seekers discover this AI-powered lifeline. ✨🙏

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🙏 Thank You

A heartfelt thanks to Runner H for powering this challenge and to the incredible Dev Community for this amazing platform. Together, let’s transform job searching from a chore into a breeze! 🥳✨

Before You Go…

“Finding the perfect role shouldn’t feel impossible—let AI be your guide.” 🤖💙

Ready to supercharge your job hunt?

Try Job Seeker’s AI Career Concierge and tell me which feature amazed you most! 🚀💼

Runner H is the newest orchestration platform from H Company — an “execution intelligence” system that assigns sub‑agents to browser‑scraping, file‑generation, email‑sending, and more—all from a single natural‑language prompt.

Thank you for reading till the end 🤗☺️💞

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