Portrait of Freddy Shaikh, software engineer

Hi, I'm Freddy Shaikh. A Software Engineer.

I build systems that make AI agents repeatable. The one below is mine: an agentic engineering harness of 33 skill files, two operating modes and one routing table. Hand it a task and watch it pick.

Skill router Deterministic simulation — no model runs on this page

Try a task

About memy stats

Information About me

After escaping medical school, then teaching myself Japanese and software engineering, and then working at a Japanese software company, I can confidently say I love programming and I can teach myself just about anything!

Senior Full Stack Software Engineer and designated technical lead for AI-driven engineering acceleration, with 7+ years building production systems across .NET, Python, Vue, and AWS. At Morningstar, architected the team's AI-assisted engineering harness, worked with MCP (Model Context Protocol) servers, and owned an LLM-driven audio feature using Amazon Bedrock and Polly. Owns delivery end to end across distributed systems, REST and GraphQL APIs, Harness CI/CD, and cloud infrastructure.

I am also a results-driven leader with years of experience in talent planning, team coordination, coaching and development, and adapting to dynamic startup environments. Experiences across a diversity of fields has made me a unique and well-rounded candidate. I am committed to always improving myself and my work environment.

7+

Years of
experience

1000+

Code
commits

My Skills

Python

95%

Java

75%

Go

80%

Powershell

80%

AWS

90%

GCP

80%

HTML5

85%

CSS3

85%

Skill Areas

AI & Agentic
  • LLM Orchestration
  • Bedrock
  • MCP (Model Context Protocol)
  • Agentic Harnesses
  • Prompt Engineering
  • Answer Engine Optimization (AEO)
  • SEO
Languages
  • Python
  • Go
  • Java
  • C#
  • TypeScript
  • JavaScript
  • SQL
  • PowerShell
  • Bash
  • Gremlin (Graph Query)
Application
  • Microservices
  • Distributed Systems
  • REST
  • GraphQL
  • .NET
  • Spring Boot
  • Vue 3
  • Test Automation
  • Tableau
  • Graph Databases
Cloud & Platform
  • AWS (Lambda, ECS, S3, CloudFront, Bedrock, Polly)
  • GCP
  • Docker
  • Kubernetes
  • Terraform
  • CI/CD
  • IaC

My Timeline

2025 - present

Full Stack Software Engineer - Morningstar

Designated lead for AI-driven engineering acceleration: architected the team's AI-assisted engineering harness (skill files, scoped context and token budgets, operating-mode guardrails) and mentored senior and principal engineers onto it as their default workflow.

Technical SME for MCP (Model Context Protocol) server architecture, from proposal through production release.

Owned end-to-end delivery of an AI audio feature: .NET services on AWS Bedrock and Polly for LLM-driven SSML synthesis, plus the Vue UI shipping transcript and smart-summary output.

Built a GraphQL API over a knowledge graph, improving content discoverability across the platform.

Designed Harness CI/CD pipelines in YAML for AWS Lambda and ECS deploys, cutting deployment time.

Built an automated Playwright test suite covering smoke, unit, and integration tests.

2019 - 2025

Software Engineer - Santoku Corporation / Rimm.ai

Led the rearchitecture of a monolithic on-premises application into AWS microservices on Docker and Kubernetes.

Owned custom haptic VR training systems for enterprise clients end-to-end as primary technical decision-maker.

2018 - 2019

English Language Teacher - Japan Exchange Teaching (JET) Program

Taught 1,000+ elementary and 500 middle school students, adapting curriculum using self-taught Japanese (JLPT N2).

2014 - 2018

Bachelor of Honors Science - Kinesiology - McMaster University

Agentic HarnessSystem

The work I'm proudest of isn't a repo, it's a system: the agentic engineering harness I built to make Claude Code repeatable across personal and delivery work — skill files, routing rules, operating modes, and token budgets. The console on the landing page is the short version; this is the whole catalog, with the runner-up match and the trigger conditions each skill advertises.

Skills in the catalog
6 Phases in the agentic loop
2 Operating modes, personal and delivery

Portable project model

One operating model, every host

The same harness runs across ChatGPT, Claude Code, and Codex. I keep context narrow: one control center, one Project per business, one coordination chat, and one chat per distinct outcome. Work stays grounded in the repository, queue, and pull request; bounded parallelism uses isolated worktrees.

Explore the harness
1 Default writing agent per worktree
3 Maximum parallel agents when justified
1 Coordination chat per Project
  1. 01 Project stable business context
  2. 02 Main chat current coordination
  3. 03 Outcome chat one result at a time
  4. 04 Repo and PR durable handoff

This is a simulation, not a live agent. It runs the same keyword matching a router skill would apply to the descriptions and trigger conditions below — there's no model behind this page.

Pick or type a task, then hit "Route this task".

Skill Catalog

My Portfolio and CertificationsMy Work

Here is some of my certifications and work that I've done in various programming languages.

Agentic Engineering Harness

Agentic Engineering Harness

Portfolio Site & Resume Pipeline

Portfolio Site & Resume Pipeline

AWS Certified Machine Learning Engineer - Associate

AWS Machine Learning Engineer Associate

AWS Machine Learning Engineer Associate: Credential link pending
AWS Certified AI Practitioner

AWS Certified AI Practitioner

Google Cloud Certified: Professional Cloud Architect

GCP Professional Cloud Architect

AWS Certified Solutions Architect - Professional

AWS Solutions Architect Professional

LeetCode

LeetCode

French Certification

French Certification

My Books and BlogsBooks and Blogs

Here are some relevant textbooks and blogs I've read over the years.

Contact MeContact

Contact me here

If you have any additional questions, or would like to talk about a project, feel free to contact me using any of the following channels!

Location

Toronto, Canada

Email

shaikhfh1@gmail.com

Mobile Number

+1 (437) 267-3291

Education

McMaster University, Hamilton

Languages

English, Japanese, Bengali, French, Mandarin

Get in touch

Email is the surest way to reach me and it goes straight to my inbox. LinkedIn and GitHub work just as well if that is easier.