Induced Skill: AI-Augmented Engineering & MCP Application Strategy

Automatically induced from successful execution trace on 2026-09-27T03:46:43.319169+00:00 (Critic Score: 95/100).

When to Activate

Activate this skill whenever evaluating or tailoring resumes/outreach for AI-Augmented Engineering & MCP or similar roles (e.g., Senior AI Platform & Agentic Integration Engineer (RAG / MCP / Claude / Java & Python)).

Winning Behavioral Strategy

Connect CortexEnterprise SaaS (Global Remote)'s stack (RAG Pipelines, MCP, Claude API, Spring AI) to Meena Kannan's Knowledge Graph node 'Self-Improving 24/7 Job Search Agent with Oracle AI Database' (USES_SKILL -> Python, USES_SKILL -> Agentic Workflows & Multi-Agent Systems, USES_SKILL -> RAG & Memory Engineering, USES_SKILL -> 24/7 Workflow & API Automation), anchoring with 3 production metrics: AWS GovCloud VRLS 2.0 scale, -40% API reduction, and 15m->real-time Kafka + Spring AI/MCP leadership.

Reference High-Scoring Application Pitch

**Tailored Executive Pitch — Meena Kannan for Senior AI Platform & Agentic Integration Engineer (RAG / MCP / Claude / Java & Python) @ CortexEnterprise SaaS (Global Remote)**
- **Cloud-Native & Microservices Leadership (9+ Yrs)**: Architected **VRLS 2.0 at NCS / LTA Singapore**, modernising a legacy Java monolith into **Java 21 + Spring Boot 3** microservices on **AWS Government Cloud (EKS/ECS)** with **Istio mTLS**, **Apache Kafka + KEDA autoscaling**, **Redis**, and **ArgoCD GitOps** serving millions of users.
- **Quantified Engineering Impact**: Cut redundant API calls by **~40%** leading the **Angular 13 → 18 (NgRx/RxJS)** migration at LTA; slashed ML execution-reporting delays from **15+ mins to near real-time** using Kafka event streams at **BlackStraw.AI**; engineered a **sub-500ms** AI + Drools BRMS compliance microservice at **Wolters Kluwer**.
- **AI-Augmented Engineering (`Spring AI` / `RAG` / `MCP`)**: Rolled out **GitHub Copilot agentic workflows** and prototyped **Spring AI, RAG vector pipelines, Model Context Protocol (MCP) servers, and Claude API** integrations with PDPA-compliant governance.