zblanco

"AI Agent" Frameworks & Workflows

TLDR;

LLM Agent tools are converging on graph based workflow solutions for handling the deterministic control problems amongst the dynamic nature of generative AI

What does solving this AI Agent orchestration problem look like?

zblanco

Runic - Demos

Mix.install([
  {:kino, "~> 0.15.3"},
  {:runic, github: "zblanco/runic", branch: "zw/map"}
])

Graph Visualization

zblanco

What are graphs and why are they everywhere?

Mix.install([
  {:kino, "~> 0.15.3"},
  {:libgraph, "~> 0.16.0"}
])

zblanco

Building AI workflows with Runic

Mix.install([
  {:kino, "~> 0.15.3"},
  {:runic, github: "zblanco/runic", branch: "zw/map"},
  {:req, "~> 0.5.10"},
  {:server_sent_events, "~> 0.2.1"},
  {:ecto, "~> 3.12"}
])

zblanco

Dagger Demos

Summary

Dagger is a tool for modeling your workflows as data that can be composed together at runtime.

Dagger constructs can be integrated into a Dagger.Workflow and evaluated lazily in concurrent contexts.

zblanco

Getting Lazy with Dataflow Graphs in Elixir

Intro

What do Tensorflow, Apache Airflow, Rule Engines, and Excel have in common?

Under the hood they all use DAGs to model data-flow dependencies of the program. Using graphs to model programs is great because you can modify the program at runtime. Lets talk about doing this in Elixir for great good.

zblanco

Salesforks

A theoretical Salesforce API wrapper to bring higher level abstractions and functional design techniques to Salesforce.

Code samples are in Elixir, but the techniques can be applied elsewhere.

The Operation Protocol

An Operation is a datastructure that represents a set of actions that can be applied against a given Salesforce Org. The Operation is protocol or contract which enforces that consuming datastructures can be converted into a valid Operation against a Salesforce API. An Operation could represent a batch or composite API request. Any valid Operation can be converted into a raw HTTP Request that can be executed against an HTTP Client.