Bruno Ribeiro

Soft heart, sharp vision, butterfly moves 🦋

[Bruno Ribeiro @19Bruninho19]

@RhebaLaumeyzl فرق واضح ونتيجة ناعمة ولمعة حلوة قبل العيد

[Bruno Ribeiro @19Bruninho19]

Friday I’m in love.

[Bruno Ribeiro @19Bruninho19]

Caturday: the purrfect excuse to slow down and enjoy the weekend.

[Bruno Ribeiro @19Bruninho19]

Sunday vibes, slow moments, and a fresh start.

[Bruno Ribeiro @19Bruninho19]

@bruno_six A great opportunity to build professional beauty skills with certification and hands-on learning in just 3 months

[Bruno Ribeiro @19Bruninho19]

Rolling, rolling onward.

[Bruno Ribeiro @19Bruninho19]

Good morning. Wishing you a bright and productive day ahead.

[Bruno Ribeiro @19Bruninho19]

The real challenge isn’t the stack, but choosing tools that stay simple as the product grows and the workflow gets more complex

[Igor Buinevici @Igor_Buinevici]

You don’t need a huge budget to build serious AI systems.

Here is the 0$ AI Architecture Stack 2026 Edition.

Thanks to Rathnakumar Udayakumar for sharing this!

This AI stack covers the core pieces of agentic applications:

1. Frontend Layer

Next.js or Streamlit can build the interface, with Vercel handling hosting.

2. Agent Orchestrator

LangGraph and CrewAI can manage agents, state, decisions, and workflows.

3. RAG Pipeline

Notion can provide knowledge, while Chroma and Qdrant handle vector storage.

4. LLM layer

Ollama lets developers run compatible open models directly on local machines.

5. Tool use via MCP

MCP allows agents to interact with GitHub, Slack, databases, files, and more.

6. Code Agent

Claude Code CLI and Aider can assist with building and debugging software.

7. Data Layer

SQLite, DuckDB, Supabase, and Phoenix can support data, tracing, and evaluation.

8. Deployment Layer

Docker, Cloudflare Workers, and Hugging Face offer flexible deployment options.

The real lesson is not building everything at low cost.

It is understanding each layer before investing in expensive infrastructure.

Strong AI systems come from smart architecture, not massive spending.

Start small, learn the architecture, then scale what works.

P.S. Which layer would you prioritize when building your first agent?

♻️ Repost to help builders create more with less infrastructure.

——

📌 Get my top 100 infographics for free:

1) Follow me.
2) Subscribe to my free newsletter at https://t.co/jTnaNRbsRL.

You’ll receive them directly in your welcome email.

[Bruno Ribeiro @19Bruninho19]

fmz luciano huck como vai vs fortee abraço

[Bruno Ribeiro @19Bruninho19]

eae vesgo td bem com vs manoo fortee abraço