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AI Insights Blog

Field notes from building enterprise AI systems, leading CELO's transformation, and collaborating with the next generation of AI leaders.

Illustration for Document ingestion with AI: what it is, how it works, and when it pays off

Apr 20, 2026

Document ingestion with AI: what it is, how it works, and when it pays off

A practical guide to document ingestion for SMBs. What it actually means, the four stages that matter, where projects fail in production, and how to decide if it's worth the investment.

Document IngestionAIRAGVector DatabasesBusiness AIAutomation
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Illustration for My Agent Directory got published on Google's official community resources!!

Feb 12, 2026

My Agent Directory got published on Google's official community resources!!

The ADK Agent Directory is now live on Google's official community resources. A milestone for the Agent Development Kit ecosystem and a win for open-source collaboration.

ADKAgent DirectoryGoogleCommunityOpen Source
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Illustration for Building an AI assistant with RAG, Next.js, Neon, and pgvector

Dec 8, 2025

Building an AI assistant with RAG, Next.js, Neon, and pgvector

How I built the Ask AI assistant on folch.ai. A walkthrough of the RAG pipeline, chunking strategy, query rewriting, and GitHub Actions automation that keeps embeddings fresh.

RAGAI EngineeringLLMVector DatabasesNext.js
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Illustration for The Perplexity Business Fellowship Program

Nov 24, 2025

The Perplexity Business Fellowship Program

How an immersive fellowship with Perplexity accelerated my evolution into an AI leader and helped CELO adopt AI-native workflows.

AI LeadershipPerplexityEnterprise AICELO
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