Fern Rivero
Gen AI Transformation, Strategy & Innovation
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Hi, I’m

Fern Rivero

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Enterprise technology leader with 12+ years experience and a proven track record. Recently saved $7.6M in unnecessary tool spend and authored business cases projecting $46M to $104M in annual cost optimization through GenAI architecture.

My Intro

About Me

I’m Fernando Rivero, an enterprise technology leader with over 12 years of experience and a parallel track record of building production delivery acceleration tools. I evaluate vendor platforms by building alternatives first—when I recommend adoption, the due diligence is complete.

Recently, I independently built a 354,977 LOC multi-agent platform capable of serving 1,000+ consultants, where I identified $7.6M in unnecessary tool spend and authored business cases projecting $46M to $104M in annual cost optimization.

My expertise spans GenAI transformation, strategy, and innovation, with a focus on evolutionary context optimization and AI verification systems. I bridge the gap between AI intent and measurable enterprise value.

Optimization Expert

$7.6M in unnecessary spend identified

Multi-Agent Architect

Built 354k LOC platform for 1k+ consultants

Strategic Leader

$8M+ budget & build-vs-buy expertise

Patent Inventor

Genetic Memory & AI Verification Systems

Current Mission

Enterprise GenAI Transformation & Strategy

Miami, Florida · 12+ Years Experience

Leading GenAI architecture and cost optimization at scale. Evaluated 9+ LLM providers and built custom evaluation frameworks for cost, latency, and quality benchmarking.

$7.6M

Annual savings identified in unnecessary tool spend

$104M

Projected annual cost optimization via GenAI

35+

Production AI validations across enterprise runs

Select Wins

  • Sanctum Notebook: Built $50k/year alternative to $7.6M spend on Google Notebook licenses for 1,000+ consultants.

  • Auctor replacement architecture: Designed agentic workflow system integrating directly into enterprise agent flows.

  • Semantic Context Layer: Validated 33.9% token reduction across 35 production runs, projecting $46M+ in annual savings.

Focus Areas

Generative AI Strategy & GovernanceServiceNow Platform ModernizationCross-Cloud Integrations & AutomationEnterprise Change & Success PlaybooksField CTO Advisory & Evangelism

Technical Expertise

Skills & Technologies

A look at the capabilities I bring to every engagement—blending ServiceNow platform depth, generative AI expertise, and the program leadership required to deliver measurable outcomes.

AI/ML & Delivery Tools

LangChain & LangGraph Orchestration
95%
Multi-Agent Systems & Agentic Workflows
94%
RAG & Vector Database Systems
92%
LLM Provider Evaluation & Benchmarking
90%

Enterprise Platforms

ServiceNow (CSA, CIS-ITSM, CIS-HR)
96%
GCP Vertex AI & Cloud Run
92%
Azure OpenAI & AI Foundry
92%
PostgreSQL & ChromaDB
88%

Leadership & Strategy

Budget Ownership ($8M+)
95%
Build vs Buy Decision Making
94%
Vendor Evaluation & Selection
92%
Team Management (8-20+)
90%

Business Case & Cost Modeling

Semantic Context Optimization
96%
Token Economics & Cost Reduction
95%
GCP/Azure Consumption Pricing
92%
ROI & Impact Forecasting
90%

My Services

What I Do

I partner with leaders to move from idea to impact—pairing ServiceNow expertise, generative AI strategy, and the delivery rigor needed to unlock measurable value.

GenAI Transformation & Strategy

Orchestrating multi-agent platforms and agentic workflows that bridge the gap between AI intent and measurable enterprise value.

  • Multi-agent platform architecture
  • Semantic context optimization
  • Token economics & cost modeling

Tool Evaluation (Build vs Buy)

Providing rigorous due diligence for AI and delivery tooling—rejecting solutions that increase cognitive load in favor of integrated alternatives.

  • Provider evaluation frameworks
  • Cost, latency, & quality benchmarking
  • Workflow integration assessments

Enterprise AI Innovation

Developing patent-pending systems for genetic memory controllers and AI verification to ensure high-stakes domain accuracy.

  • Evolutionary context systems
  • Hallucination verification logic
  • High-horizon workflow automation

Ready to bring your ideas to life? Let's discuss your project.

Engineering Portfolio

Architecting production-grade AI systems, multi-agent swarms, and enterprise integrations.

15
Production Projects
Enterprise & startup grade
6
Multi-Agent Systems
LangGraph managed swarms
12
Integrations
Complex 3+ API orchestrations
100%
Reliability
Error handling & retries implemented
MAS_Agents v1.0
LangGraphChromaDBPython

MAS_Agents v1.0

Deep Research Swarm

Cyberpunk-themed dual-mode research orchestration system using specialized AI models for deep-dive analysis and map-reduce synthesis.

Architect
MAS_Agents_Code
LangGraphDockerPython

MAS_Agents_Code

Parallel Code Swarm

Autonomous coding platform featuring a 7-agent ensemble with true parallel execution and consensus-based conflict resolution.

Lead Engineer
ServiceNow Expert Agent
ServiceNowLangGraphPostgreSQL

ServiceNow Expert Agent

Enterprise Orchestration

Production-grade multi-agent system managing 12 ServiceNow domains with circuit breakers, checkpointing, and tenant isolation.

Principal Engineer
Montana Video
Google Cloud RunVertex AIFirebase

Montana Video

GovRel Intelligence Platform

Government relations platform processing legislative video with multi-modal analysis, diarization, and vector search.

Lead Developer
Guestlists Miami
FirebaseGemini FlashReact

Guestlists Miami

AI Concierge & CRM

VIP nightlife management system with a public-facing AI concierge, enforcing strict write-only security models.

Full Stack Developer
Reddit Email Digest
LangGraphDeepSeekPydantic

Reddit Email Digest

Social Synthesis Engine

LangGraph pipeline synthesizing daily and weekly Reddit newsletters using dual-model abstraction and structured parsing.

Developer Impact Verified
Auto Job Applier
SeleniumPythonDeepSeek

Auto Job Applier

Intelligent Web Agent

Resilient Selenium-based bot with pluggable AI adapters (DeepSeek, OpenAI, Gemini) for automated job applications.

Developer
Project DREA
Vertex AIFirebaseTypeScript

Project DREA

Relational Intelligence

Privacy-first emotional intelligence platform using Vertex AI RAG to analyze relationship dynamics and detect manipulation patterns.

Lead Engineer
Pocket Officer
Vertex AI SearchNext.jsPython

Pocket Officer

Law Enforcement Assistant

Real-time Florida statute violation identifier using Vertex AI Search grounding and structured output validation.

Developer
Semantic Deduplication
PythonNetworkXChromaDB

Semantic Deduplication

Optimization Engine

CPU-optimized semantic clustering engine achieving ~34% token reduction for RAG pipelines via SimHash and graph clustering.

R&D Impact Verified
servicenow-mcp
MCP ProtocolServiceNowPython

servicenow-mcp

MCP Server Implementation

Model Context Protocol server exposing 100+ ServiceNow enterprise operations across 12 domains to AI agents.

Author
YouTube Deep Dive
LangChainDeepSeekPython

YouTube Deep Dive

Knowledge Extraction

Precision analysis tool for technical presentations, extracting deep architectural patterns from video transcripts.

Developer
Raggity Chat POC
ReactExpressOpenAI API

Raggity Chat POC

Collaborative Workspace

Workspace utilizing OpenAI Assistants API with file_search and Google Drive integration for collaborative RAG.

Developer
CourtListener MCP
MCPPythonCourtListener API

CourtListener MCP

Legal Data Server

Specialized MCP server for querying legal opinions and filings via the CourtListener API.

Author

Get In Touch

Contact Me

Have a project in mind? Let's discuss how we can work together to bring your ideas to life.

Let's start a conversation

I'm always interested in hearing about new projects and opportunities. Whether you're a company looking to hire, or someone with a project idea, I'd love to hear from you.