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nsalvacao/README.md

Nuno Salvação — AI Solutions Architect (LLMOps & RAG)

I build reliable AI solutions with RAG and LLMOps practices: measurable quality (RAGAS), observability (Langfuse/Helicone) and cost/latency control (serving & caching). Remote-first, async-friendly.


CURRENT CAPABILITIES

LLM Integration — Hands-on experience with prompt design, context strategies, basic RAG implementation
Development Tooling — Docker environments, MCP server configuration, CLI development (NexoCLI)
Business-Technical Bridge — Translating stakeholder requirements into technical architectures and delivery plans


CORE COMPETENCIES

AI/ML (Hands-on): LLMs, prompt design, context strategies, embeddings, MCP server configuration
Development (Operational): Docker, Python (automation/POC), Git/GitHub, CLI development
LLMOps (Learning): RAGAS evaluations, Langfuse/Helicone traces, performance optimization concepts
Data & Infrastructure: SQL/NoSQL basics, vector databases (foundational), hybrid retrieval concepts
Cloud Platforms: Azure (certified), AWS/GCP foundations
Enterprise Bridge: Power Platform, SAP Build Apps, solution architecture, stakeholder communication


🚀 Featured — NexoCLI

A lightweight CLI to automate developer workflows with pragmatic AI. Designed for reproducibility, short feedback loops, and minimal friction.

🤖 Featured — Nexo-Agents

A comprehensive collection of 44 production-ready AI agent commands for Google AI CLI integration. Specialized agents for engineering, marketing, design, and operations workflows with automatic context discovery.


🧭 Now focused on

  • LLMOps & Evals: prompt regression & RAGAS harnesses, Langfuse traces
  • RAG & Search: hybrid retrieval (BM25 + dense + rerankers), pgvector/Qdrant
  • Serving & Cost: vLLM/TGI comparisons, INT4 vs FP16, batch/speculation
  • MCP & Agents: safe read-only tools for triage, observability and CI

TECHNICAL SKILLS MATRIX

Category Technologies Level
AI/ML LLMs, Prompt Design, MCP Hands-on
Development Python, Docker, CLI Tools Operational
LLMOps RAGAS, Langfuse/Helicone Learning
Data SQL/NoSQL, Vector DBs Foundational
Cloud Azure (certified), AWS, GCP Foundations
Enterprise Power Platform, Solution Architecture Experienced

🎓 Training & Talks

I run compact workshops for teams (3–4h):

  • “Reliable RAG in production” — evals, observability, and cost control
  • “LLMOps quickstart” — traces, dashboards, and prompt regression basics Open to corporate training & public cohorts.

🌐 Links & Contact

CET (EQF Level 5, PT). Unavailable during internship Sep–Dec 2025 (400h, funded; contract-free); open to opportunities thereafter.

Pinned Loading

  1. NexoCLI_BaseGemini NexoCLI_BaseGemini Public

    An open-source AI agent that brings the power of Gemini directly into your terminal.

    TypeScript 1

  2. Nexo-Agents Nexo-Agents Public

    A comprehensive collection of 44 production-ready AI agent commands designed for seamless integration with the official Google AI CLI (gemini-cli). Each command is optimized for CLI usage with dyna…

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