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Root1V/README.md

Emeric Victor Espiritu Santiago

AI & Enterprise Architect specialized in designing scalable, cloud-native and agentic AI architectures — bridging business strategy, emerging AI technology, and enterprise execution.

At BBVA I lead the definition of the bank's AI & Cloud architecture strategy — sitting at the intersection of business strategy, technology architecture, and innovation, not just implementation. 13+ years moving from software developer → IT architect → architecture manager → AI & Enterprise Architecture lead gives me both the boardroom fluency to align AI initiatives with business goals and the hands-on depth to prototype what I propose before asking a team to build it (see Featured Projects — my public lab; most of my enterprise architecture work at BBVA is confidential).

💼 Career Path

Stage Focus
Now — AI & Enterprise Architecture Lead AI strategy, agentic & cloud-native architecture, business-technology alignment, team leadership
Manager of Architects Core banking, service architecture, enterprise solutions across business units
IT Architect SOA, microservices, FaaS/serverless, cloud computing
Software Developer (foundation) Java, C#, PHP, Python — the hands-on base my architecture decisions still draw on

🚀 Featured Projects

Project What it does
ai-video-dubbing-pipeline 100% local, open-source video dubbing (EN→ES): Whisper transcription, pyannote speaker diarization, context-aware LLM translation, per-speaker voice cloning. No paid APIs.
prometheus-inference-platform Self-hosted LLM inference gateway — JWT auth with per-model scopes, rate limiting/circuit breakers, multi-backend routing (llama.cpp/MLX/vLLM/SGLang) across distributed hosts, full OTel tracing.
agentic-doc-intelligence-platform Document intelligence for payslips/insurance docs: bounded ReAct extraction loop, 6-category deterministic validation, pluggable OCR, full observability.
synaptum-framework Minimal, bus-driven framework for multi-agent orchestration — decoupled messaging and versioned prompts, vendor-neutral by design.
axonium-sdk Python SDK for llama-server: auth, token rotation, PII masking, and Langfuse observability for production LLM systems.

(These are my public lab — where I test the AI architecture ideas I take into BBVA. Pinned on my profile; check the repo list for more.)


🛠️ Tech Stack

Building hands-on — evidenced in the projects above Python FastAPI llama.cpp vLLM PostgreSQL Docker Langfuse OpenTelemetry

Applying at architecture & leadership level — real professional experience, not shown in public code TOGAF Enterprise Architecture SOA EDA Event Sourcing EIP Microservices Serverless AWS Azure GCP LangChain LangGraph AutoGen CrewAI

Foundation — earlier career Java C# PHP


🎯 Core Competencies

  • 🏛️ Enterprise Architecture — TOGAF-aligned strategy, bridging technology and business goals across a regulated financial institution.
  • 🧠 AI & Agentic Architecture — designing agentic systems, RAG/hybrid retrieval, multi-agent patterns, and LLM integration strategy — from proof-of-concept to enterprise rollout.
  • ☁️ Cloud Strategy — multi-cloud architecture (AWS/Azure/GCP), cost optimization, and cloud-native/serverless design.
  • 🔗 Integration Patterns — SOA, EDA, Event Sourcing, EIP for complex, high-availability enterprise systems.
  • 🖥️ Hands-on LLM infrastructure — self-hosted inference gateways, multi-backend routing, quantization (Q4/Q5/Q6) — demonstrated in shipped open-source projects.
  • 🔐 Security & Compliance — secure architectures for regulated industries: JWT/RBAC, PII masking, guardrails, cryptography.
  • 👥 Technical Leadership — building and mentoring the team that defines BBVA's AI & Cloud architecture strategy.

🔭 Currently Exploring

Already applying, going deeper on:

  • Multi-agent orchestration at enterprise scale, and what "AI-native" enterprise architecture looks like when agents — not services — are the unit of design.
  • Small language models & edge/local inference as a deliberate strategy, not just a cost hack.

Actively studying — genuine gaps I'm closing, relevant to banking/regulated AI:

  • Agent identity, governance & audit-trail frameworks for autonomous systems.
  • EU AI Act & DORA compliance requirements for agentic architectures in financial services.
  • FinOps for AI — GPU/token cost governance at production scale.
  • Context engineering as a discipline distinct from RAG.
  • Sovereign AI & data-residency patterns for regulated, multi-region deployments.

❤️‍🔥 Passions

Continuous learning, open-source AI tooling, and mentoring engineers moving from development into architecture.


📫 Let's Connect

LinkedIn · Twitter/X

Pinned Loading

  1. cerebellum-cognitive-architecture cerebellum-cognitive-architecture Public

    A modular, cognitive Python framework inspired by the human brain, enabling autonomous agent systems with perception, memory, planning, reasoning, and learning. Supports extensible, scalable cognit…

    Python 1

  2. ai-video-dubbing-pipeline ai-video-dubbing-pipeline Public

    Production-grade AI pipeline, multi-speaker English videos into Spanish — 100% local and open source. Whisper transcription + pyannote diarization + LLM context-aware translation (Ollama/llama.cpp)…

    Python 2

  3. agentic-doc-intelligence-platform agentic-doc-intelligence-platform Public

    Production-grade agentic document intelligence platform — hexagonal architecture, bounded ReAct extraction loop, 6-category validation engine with deterministic grounding and full OTEL tracing. Plu…

    Python 1

  4. prometheus-inference-platform prometheus-inference-platform Public

    Production-grade self-hosted LLM inference platform — FastAPI gateway with JWT auth, fine-grained per-model authorization scopes, rate limiting & circuit breakers; multi-backend model manager (llam…

    Python 1

  5. axonium-sdk axonium-sdk Public

    A production-grade Python SDK for llama-server that streamlines authentication, token rotation, observability, and PII masking—helping AI architects ship secure, traceable LLM systems with enterpri…

    Python 1

  6. mercatus-agentic-payments mercatus-agentic-payments Public

    Production-grade dual-sided framework for agentic commerce — AI agents that discover, pay for, and monetize services autonomously. Swappable adapters for x402 (direct USDC settlement) and AP2 (mand…

    Python 1