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and this

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Orchestration with OpenAI SDK

edit locally
git commit
git push
deploy

 

Flow

1. User sends input
2. Runner receives input
3. Input guardrails check the request
4. Agent sends prompt to model
5. Model decides: answer OR call a tool
6. Runner executes tool if needed
7. Model produces final response
8. Output guardrails check the response

  • Read more about Orchestration with OpenAI SDK

chainlit config options

Chainlit is an open-source Python package to build production ready Conversational AI

Chainlit Cookbook

Welcome to the Chainlit Demos repository! Here you'll find a collection of example projects demonstrating how to use Chainlit to create amazing chatbot UIs with ease. Each folder in this repository represents a separate demo project.

🚀 Getting Started

To run a demo, follow these steps:

  1. Clone this repository:

  • Read more about chainlit config options

ELK Stack and AI

The ELK stack itself has not “become Autonomous AI.” What changed is that has added AI and automation layers on top of the existing ELK platform. The core stack is still the same:

E – Elasticsearch
L – Logstash
K – Kibana

Those pieces still ingest, index, and visualize data exactly as before. What Elastic has done since roughly 2023–2025 is layer AI features into the Elastic Platform.


1. AI Assistant inside Kibana

  • Read more about ELK Stack and AI

SOLID Use Case

I could build this. Is there a Use Case? Let's use a "for example", that I don't necessarily see as SOLID one. 

A clean, technically coherent happy path where SOLID actually makes sense.

Artists. Music. Digital rights. Clean room scenario.


Scroll down for time to build estimates


🎵 Happy Path: Independent Artist Data + Sales Pod

Imagine:

An independent musician.

They have:

  • Read more about SOLID Use Case

Frameworks du jour

Wed, 03/11/2026 - 6:04pm by admin

 

 


AI / Agent frameworks

These help build AI assistants, tools, and workflows.

Chainlit
The one you’re using now. It provides the chat UI and event system for AI apps.

LangChain
A toolkit for connecting LLMs, tools, memory, and retrieval pipelines.

LlamaIndex
Focused on retrieval-augmented generation (RAG) — connecting models to data sources.

definitions
  • Read more about Frameworks du jour
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Python Runtime Discipline (Flask + venv)

Sun, 02/15/2026 - 1:18pm by admin

Not for shell script apprentices.

Flask + venv solves:

  • Isolation issues

  • Version conflicts

  • System pollution

  • Read more about Python Runtime Discipline (Flask + venv)
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Agentic AI

Fri, 02/13/2026 - 5:29pm by admin

A fancy way of saying using agents that operate autonomously. If the shoe fits, because yes this IS pretty fancy!

Agentic AI
codespaces
  • Read more about Agentic AI
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We just want clean access to the data

Thu, 12/04/2025 - 10:15pm by admin

That sentence alone creates entire consulting practices.

  • Read more about We just want clean access to the data
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the last resort

Sun, 08/10/2025 - 9:24pm by admin

Cloud backups are Schrödinger’s disaster plan 

So much can be said in a name. Schrödinger’s disaster plan. That's classic in a box. Had to say it! 

  • Read more about the last resort
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