Blog
Insights on careers, hiring, and building your professional identity.
Automating GDPR-Compliant Resume Keyword Extraction with LLM-Powered Python Pipelines on AWS Serverless Architecture
--- Context & Architecture From a product leadership perspective, automating the extraction of professional skills from resumes isn't a challenge of "prompting,
How Retrieval‑Augmented Generation Is Revolutionizing Real‑Time, Personalized Career Coaching on AI‑Powered Talent Platforms
--- Introduction: The New Frontier of Career Guidance After a decade in human resources and another five years tinkering with AI solutions, I’ve watched career
Beyond Automation: Leveraging Agentic AI to Accelerate Recruitment While Preserving High-Touch Candidate Experiences
Beyond Automation: How Agentic AI Can Turbo‑Charge Recruitment Without Losing the Human Touch Can you really hire faster and keep a high‑touch candidate experie
Scaling Agentic Recruitment: Using JSON Schema to Solve Data Hallucinations in AI-Driven Candidate Sourcing
--- With nearly a decade in IT Human Resources and a technical background in AI solutions, I have seen the "hallucination" problem firsthand. When you deploy an
Define the state of our agent
--- The Problem: LLMs often hallucinate career advice or fabricate resume details when they lack specific context. The Solution: Implementing a Retrieval-Augmen
Solving the 'AI Debt' Crisis: Balancing LLM Prototyping Speed with Long-term HR System Scalability
THE "AI DEBT" TRAP: Why your HR prototype is a ticking time bomb. 💣 We’ve all seen it. A company builds a flashy LLM-powered recruitment tool or an automated o
Benchmarking Vector Databases for RAG-Driven Resume Parsing in the Era of LLMs
--- With nearly a decade in IT Human Resources and a deep dive into AI solutions, I've seen the evolution of candidate sourcing. We are moving away from the rig
Example execution
The Problem: Static "You are an expert career coach" prompts create generic, hallucinated advice that ignores real-time market volatility. The Solution: Transit
From Matching to Simulation: How AI Twins are Replacing the Traditional Resume in the Agentic Hiring Era
The resume is dead. Or at least, it's becoming a relic of a bygone era. 💀 For nearly a decade in IT Human Resources, I've seen the evolution from paper to PDFs
Scaling llms Recruitment Production Pipeline
Having spent nearly a decade at the intersection of IT Human Resources and IT solutions, I have seen many companies rush "AI Recruitment Pilots" into production
Designing Generative AI Career Coaches that Meet EU AI Rules & Boost Remote‑Work Upskilling
Designing Generative AI Career Coaches that Meet EU AI Rules & Boost Remote‑Work Upskilling" published: true tags: javascript, webdev, ai, remote-work
Beyond the Chatbot: Why Agentic AI Orchestration is Redefining the HR Technical Stack
BEYOND THE CHATBOT: WHY AGENTIC AI ORCHESTRATION IS REDEFINING THE HR TECHNICAL STACK Stop thinking of AI as a "chat box" where you ask a question and get an an