Will Scardino 6/1/25 Will Scardino 6/1/25

I Built An Agentic Chatbot with Claude Code

“Wait, you chained tools inside tools… and gave it memory?”

Yes. And now it’s whispering back better answers than I expected.

GitHub 🔗 https://github.com/scarnyc/agentic-workflow

Last weekend, I went down the rabbit hole of Claude Code—and liked it so much that I ended up creating an agentic chatbot with a ton of features…

Will Scardino 5/3/25 Will Scardino 5/3/25

The Future of Agentic Workflows with Gemini 2.5

For the past couple of weeks, I’ve been conducting experiments with a couple of different types of agentic frameworks, mainly:

Workflows: predictable, code-driven pipelines with LLMs + tools.
Hierarchical Agents (aka Supervisors): an agent design with dynamic feedback where a Supervisor agent guides the process by delegating to other agents; agents can take actions and make decisions with autonomy.

Supervisors have a high degree of autonomy, including making decisions around which agents to delegate to and when to end the workflow.

Agent architectures are more attractive when you want to combine already pre-built ReAct agents with existing toolsets in a workflow.

Workflows are more reliable for production apps when orchestration needs to be deterministic.

Will Scardino 4/22/25 Will Scardino 4/22/25

OpenAI’s “Agentic” Whitepaper Missed the Point

Two days after OpenAI released their agentic whitepaper, Harrison Chase (LangChain’s Co-founder) wrote a sharp critique on how to think about agentic apps.

If you care even a little bit about where AI workflows and LLM orchestration are headed—you’ll want to read this.