Talk to Santiago about
- Graph‑aware retrieval
- AG‑UI protocol
- Jev decision model
How Santiago thinks
Semantic similarity limits
Believes that relying solely on semantic similarity for retrieval misses relationships between facts.
For you: You should consider graph‑aware retrieval to capture linked knowledge.
Spec‑first development
Spends twice as much time on specifications and diagrams as on writing code, emphasizing clear design.
For you: You might benefit from focusing on specs before diving into implementation.
Standardizing agent interfaces
Advocates the AG‑UI protocol as an open, community‑driven standard for agent‑user interaction.
For you: You can adopt AG‑UI to make your agents work with any frontend or chat app.
Ask this first
- How does graph‑aware retrieval improve over semantic similarity?
- What are the key benefits of using the AG‑UI protocol?
- Can you share tips for teaching advanced machine learning courses?
Santiago's brain
Recently updated
In mid‑October 2026 I wrote about the limitations of pure semantic similarity retrieval and introduced a graph‑aware retrieval approach for…
In late September 2026 I posted a series of LinkedIn updates highlighting emerging standards, tools, and practices for AI‑augmented agents…
I am a computer scientist, writer, and hard‑core Machine Learning instructor based in Wellington, Florida, United States. I teach advanced…