Founder-minded data leader focused on turning real-world friction into AI products that deliver tangible value.
Goodbye, vanilla RAG.
Hello, Agentic RAG!
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The common vanilla RAG implementation processed the user query through a retrieval and generation pipeline to generate a response grounded in external knowledge.
Advanced vanilla RAG techniques... See more
I started my product career as a growth PM
Here's a good prompt that can help you generate potential hypotheses for why users don't convert, worded from their perspective and mapped to the 6 behavioural drivers (Motivation, FOMO, Clarity etc.)
You can also ask it to turn these into FAQs and... See more
Most PMs waste weeks overthinking reversible decisions.
Meanwhile their competitors ship features, learn from real users, and course-correct faster than you can schedule your next "alignment meeting."
The framework that changed how I make every product... See more
Every Product Manager should know these websites!
1. chatprd. ai - AI chief product officer
2. joinvocation. com - discover your next job move with AI
3. prodmgmt. world - feel complete as a PM without years of trial & error ๐น
Share it with your friends! Thanks ๐ค
RAG is not just one technique, it is an entire ecosystem of intelligence.
From context-aware assistants to domain-specific systems, here are 16 types of RAG models shaping the next wave of AI innovation -
1. Standard RAG
The foundation of all RAG systems - combines retrieval... See more
I just filmed a 19-minute video covering the exact GTM playbook we used to generate 176 leads in October for our B2B agency.
Here's what I cover in this video:
> How We Created a No-Brainer Offer
> Our Proprietary B2B Content Strategy
> Twitter (X) Growth & Lead... See more