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albertorsesc/README.md
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AI & Agentic Systems Engineer & Architect · co-founder, TRIAGE Ops

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🇲🇽 Mexico · EN · ES · US-timezone friendly





12+ 5+ 500K+ 97%
years in software years in production AI records in production NL2SQL accuracy

> what I do

🤖 Agentic

Tool-calling agents with intent routing, multi-turn context, and hallucination grading. Long-horizon harnesses with durable plans and checkpointing.

🛡️ AI Security & Guardrails

MCP attack-surface review, prompt-injection mitigation, agent allowlists and sandboxing, OWASP LLM & Agentic Top 10. SIEM/IDS/SOAR background informs the design instincts.

🔍 Retrieval

Dense + sparse + graph. Hybrid pipelines with RRF fusion and graph traversal. Custom rerankers where it pays.

📐 Evals

Custom domain harnesses, LLM-as-judge calibrated to labeled data, CI-gated regression. If it isn't measured, it isn't shipped.

> stack

Agentic Frameworks
LangGraph MCP LangChain CrewAI AutoGen Pydantic AI

🛡️ AI Security & Guardrails
OWASP_LLM_Top_10 OWASP_Agentic_Top_10 NeMo Guardrails Llama Guard Constitutional Classifiers PyRIT Garak Promptfoo SIEM IDS/IPS SOAR

LLM Ops & Evaluation
RAGAS Langfuse Opik LangSmith W&B MLflow

Vector & Graph
Qdrant MongoDB Atlas Neo4j Pinecone Weaviate ModernBERT

LLMs & Training
Claude OpenAI Gemini HuggingFace Unsloth PyTorch Ollama

Cloud & Infrastructure
Python FastAPI TypeScript Docker Kubernetes AWS GCP PostgreSQL Redis

> experiments

knowledge-curator-pipeline MCP Server

Turns articles into distilled knowledge notes in an Obsidian vault.

soundmind Python

Psychoacoustic masking, brainwave entrainment, NLP-patterned affirmations.

pain-discovery Python

Scrapes X, HN, Reddit to analyze posts and surface business opportunities.

ai-cli Python

Interactive command-line app for news headlines with AI-powered Q&A.

> building toward

vLLM / SGLang · EAGLE-3 speculative decoding · GRPO / RLVR reproduction · On-policy distillation · Agentic RL on tool-using trajectories · Public MCP server security audits · Long-running agent harnesses

> open to

· Senior AI & Agentic Systems Engineer · AI Security & Guardrails Engineer · Selective consulting via TRIAGE Ops




AI & Agentic Systems Engineer building production AI with security and guardrails baked in

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  1. kvault-mcp kvault-mcp Public

    A plugin-first MCP server for operating on knowledge vaults — the kernel that turns a directory of markdown notes into a living, queryable, self-maintaining system.

    Python

  2. openclaw-plugins openclaw-plugins Public

    OpenClaw personal plugins

    TypeScript

  3. job-seeker job-seeker Public

    Profile-driven job search engine that ranks openings by fit and eligibility, over MCP and CLI

    Python

  4. soundmind soundmind Public

    A sound-based mind programming system that combines psychoacoustic masking, brainwave entrainment, NLP-patterned affirmations, and targeted memory reactivation (TMR) into layered audio sessions des…

    Python