Sirsh Amarteifio – Medium

Sirsh Amarteifio

Published in
Percolation Labs

Model Context Protocol & Percolate REST bindings

MCP, open sourced by Anthropic, is an open protocol that allows AI agents to securely interact with local and remote resources through…

6d ago

Model Context Protocol & Percolate REST bindings

6d ago

MCP Auth notes

While I was playing with MCP and Percolate, I wanted to make a quick note about the auth flow. This is a support article for a longer…

Mar 10

Mar 10

Published in
Percolation Labs

Forget about Cursor, Claude Code is the right abstraction for serious coders

Ok, I’m being uncharacteristically inflammatory here just for fun. I don’t believe broad statements in general since context is king. Also…

Mar 5

Forget about Cursor, Claude Code is the right abstraction for serious coders

Mar 5

Published in
Percolation Labs

Why the term RAG troubles me

The term RAG (retrieval augmented generation) has become a terrible term. Great idea, but a hackneyed term that has started to lose all…

Feb 5

Why the term RAG troubles me

Feb 5

Published in
Percolation Labs

Comparing the streaming response structure for different LLM APIs

In a previous article I compared OpenAI, Google and Anthropic schemes in terms of their API response structures when function calling. In…

Feb 4

Comparing the streaming response structure for different LLM APIs

Feb 4

Published in
Percolation Labs

Setting up K8s on a dedicated Hetzner “Robot” Server

I am documenting my experience setting up for the first time with Hetzner a dedicated server provider that has a great service at great…

Feb 2

Setting up K8s on a dedicated Hetzner “Robot” Server

Feb 2

Published in
Percolation Labs

Generating LLM response structures in multiple schemes in Percolate

I spend a lot of time testing generating “message stacks” for talking to LLM Apis and tool calling. Because OpenAI, Google and Anthropic…

Jan 31

Generating LLM response structures in multiple schemes in Percolate

Jan 31

Published in
Percolation Labs

What is p8.resume_session() and why does it mater to an agentic dAta tIer?

I am working on a new open source project called Percolate. Percolate is a wrapper around Postgres with extensions for graph and vector…

Jan 29

What is p8.resume_session() and why does it mater to an agentic dAta tIer?

Jan 29

Published in
Percolation Labs

A useful way to support AI tool usage with an SQL database

This article includes brief notes for some testing I am doing with serializing and loading from a repository of tools for use with any…

Jan 23

A useful way to support AI tool usage with an SQL database

Jan 23

Published in
Percolation Labs

How LLM APIs use the OpenAPI spec for function calling

This is a foundations article for a project I am working on called Percolate. Percolate is a database that pushes agentic AI into the data…

Jan 22

How LLM APIs use the OpenAPI spec for function calling

Jan 22

Sirsh Amarteifio

Sirsh Amarteifio

I write about many things from DevOps to AI. My computer science background is ML and my PhD was in statistical physics and these roughly describe my interests.

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