"Design is not just what it looks like and feels like. Design is how it works."
— Steve Jobs
class MaykonLincoln:
identity = "Senior Systems Engineer · AI Architect"
base = ["🇧🇷 Brazil", "🇺🇸 United States"]
focus = ["Enterprise AI/ML", "Cybersecurity", "Cloud Architecture", "Data Intelligence"]
certs = ["AWS Solutions Architect", "CISSP", "GCP Data Engineer", "CKA"]
principle = "Build what outlasts the hype. Engineer what changes the world."Five systems. Each one built to do one thing with surgical precision.
Self-healing AI middleware that learns without forgetting. Combines Elastic Weight Consolidation and LoRA fine-tuning to prevent catastrophic forgetting across distributed deployments. Inspired by neural plasticity — designed for healthcare, defense, energy, and finance.
Python PyTorch EWC · LoRA FAISS FastAPI Kubernetes
One architecture. Six domains. Computer vision, NLP, and data engineering deployed simultaneously across public safety, healthcare, logistics, marketing, environment, and operations. Institutional scale by design, not by accident.
Python Computer Vision NLP PostgreSQL FastAPI Docker
Three systems. One mission. An AI intrusion detection engine with sub-second multi-vector classification, a threat modeling platform mapped to MITRE ATT&CK with 80% faster cycle times, and DFIR Pulse — forensic event correlation with cryptographic chain-of-custody. No manual intervention. No excuses.
Python PyTorch Go Kafka TimescaleDB Elasticsearch MITRE ATT&CK
Multi-layer financial risk pipeline for a Tier-1 Brazilian bank. Kinesis streams into Glue, Redshift, and SageMaker — surfacing explainable fraud scores with SHAP in real time. Fully compliant with LGPD, SOX, and Basel III. Built as B2B infrastructure, not just an internal tool.
AWS Kinesis Glue SageMaker Redshift SHAP LGPD · SOX · Basel III
Concurrent autonomous agents for financial analysis, real estate valuation, and legal intelligence — operating under a shared reasoning layer. Zero manual intervention at inference time. Built for the verticals where decisions cost millions and errors cost more.
LangChain FastAPI Neo4j PostgreSQL Redis Docker
Intelligence Python PyTorch TensorFlow LangChain HuggingFace SHAP MLflow
Systems & Backend Go Rust TypeScript FastAPI gRPC Node.js
Cloud & Infrastructure AWS GCP Azure Kubernetes Terraform Docker
Data Engineering Kafka Spark Airflow dbt Redshift TimescaleDB Neo4j
Security Zero Trust MITRE ATT&CK SIEM / SOAR DFIR Cryptographic Logging
| Certification | Authority | |
|---|---|---|
| ☁️ | AWS Certified Solutions Architect | Amazon Web Services |
| 🔐 | CISSP | ISC² |
| 📊 | Professional Data Engineer | Google Cloud |
| ⚙️ | Certified Kubernetes Administrator | CNCF |
Available for engagements where precision matters and mediocrity isn't an option.
| Format | Scope |
|---|---|
| Strategic Advisory | 2–12 weeks |
| Proof of Concept | Sprint-based |
| Long-Term Partnership | Full-cycle implementation |
