M.

Open to opportunities

Mohammad

AI & cloud engineer. I ship LLM pipelines and the AWS infrastructure that runs them. Sole engineer behind 24 services in production.

01 · The work

I build AI systems that stay up.

02 · The scale

One engineer. 24 services in production.

Rowan Rose Solicitors · legal & sales platforms, UK
03 · The proof

43% → 96% accuracy, measured.

Golden-set evaluation over 74,966 classified emails

● Open sourceMulti-agent orchestration · LangGraph + MCP

Foreman.

A supervisor plans, specialists act, a separate reviewer model checks every result. Irreversible actions wait for a human.

System
Specialist agents act through a permission gate; a reviewer model checks every result; OpenTelemetry traces every model and tool call
Proof
Three-tier memory · checkpointed tasks with replay from any step · zero unapproved destructive actions in the eval harness
Stack
LangGraph · Celery · OpenTelemetry · Python

● LiveProduction SaaS · npm CLI

AgentLens.

Shows you what your AI coding agent actually did: every tool call in plain English, graded for risk.

System
Gemini → OpenAI → Claude failover chain grades every intercepted call safe / risky / destructive
Scale
47 endpoints · 3 LLM providers · published CLI with team access control & session auditing
Stack
Next.js 16 · React 19 · TypeScript · Supabase · Redis

● In productionMulti-tenant SaaS · Private

DocIntel.

Photograph an invoice, get clean structured data back, and it learns from every correction.

System
Vision model on AWS Bedrock maps fields with bounding boxes; corrections re-fed as weighted examples
Scale
73 endpoints · tenant-isolated · confidence auto-approve
Stack
FastAPI · Celery · Redis · PostgreSQL · Docker
Private · in production
And nine more

From luxury fashion sites
to payment systems.

Full index ↓
The index · 2023–2026 02
96%LLM accuracy, up from 43%
24Services in production
74,966Emails evaluated
2×AWS certified
About 03

Most engineers pick a layer.
I own the whole system, from the model call to the metal.

By day I'm the sole engineer at Rowan Rose Solicitors, a UK law firm: three live platforms, the LLM workers that automate their claims lifecycle, and the cloud underneath, all mine. I built a golden-set evaluation harness over 74,966 classified emails and took classification accuracy from 43% to 96%. When the firm needed off AWS, I planned and ran the production cutover to on-premise: staged configs, DNS switch, documented rollback.

The rest of the time I build the safety layer for agentic AI: AgentLens grades every tool call an AI coding agent makes before it runs, and Foreman orchestrates multi-agent work through a permission gate, with human approval on anything irreversible.

  • AIBedrock vision extraction · three-provider failover chain · self-hosted triage · eval harnesses
  • CloudAWS (EC2 · RDS · S3 · Lambda · API Gateway · DynamoDB · Bedrock), certified ×2
  • OpsDocker · Nginx · PM2 · Cloudflare · AWS ↔ on-prem cutovers
  • BaseMumbai, India, remote with UK & EU teams for two years
Watercolor portrait of Sayed Mohammad Firdousi in a blazer
S.M. FirdousiFig. 01 · Mumbai
Career 04
2026 – now● Current

Rowan Rose Solicitors

Sole Full-Stack Developer & Cloud Engineer · Remote, UK

Two production CRMs built solo, from schema to deployment: intake, case management, e-signatures, VoIP, live dashboards. Owns the entire cloud layer across a fleet of 24 services, and ran the AWS → on-premise production cutover.

2024 – 25

Electrolab Pvt Ltd

Business Analyst · Navi Mumbai

Cut reporting time by 40% automating data pipelines in Python; built the Plotly KPI dashboards the operations team ran on.

2023 – 24

CloudWhiz

Freelance Backend & Cloud Engineer · Remote, Netherlands

10+ delivered projects for international clients: payment processing, API integrations, AWS infrastructure. Scoped, built and shipped independently.

Beyond code 05

Discipline was the first system I built.

Before the terminals there were parade grounds. NCC cadet years: early mornings, precision under inspection, responsibility for the people beside you.

Cadet standing at attention in full parade dress uniform
i.Parade dress
Cadet standing post at the academy entrance
ii.Standing post
Cadets in prone position on a firing range under instruction
iii.The range
A rider clearing a jump on horseback during riding drill
iv.Riding drill
Planche hold on a tiled floor, a straight-arm strength exercise
v.Strength, still daily
The record · tools & papers 06

AI / LLM

  • AWS Bedrock
  • Claude API
  • Gemini 2.5 Pro
  • GPT-4o
  • Ollama
  • Eval harnesses

Cloud / Ops

  • AWS · 7 services
  • Docker
  • Nginx
  • PM2
  • Cloudflare
  • Prod cutovers

Backend / Data

  • Node.js · Express
  • Python · FastAPI
  • PostgreSQL
  • Redis
  • Supabase
  • Schema design

Front / Glue

  • React · Next.js
  • TypeScript
  • Microsoft Graph
  • SIP.js · Twilio
  • Socket.IO
  • Stripe · Clerk

Certifications

AWS Knowledge · Amazon EKSAmazon Web Services · 2024

Education

M.Tech Computer Science (in progress)RGPV Bhopal · 2025–27
B.Tech Computer ScienceRGPV Bhopal · 2022–25
Diploma, Electronics EngineeringJamia Millia Islamia · 2019–22
Contact 07

Open to full-time roles & serious projects

Let's build something that lasts.

GitHub ↗ LinkedIn ↗ Résumé ↗
© · designed & built by S.M. Firdousi, no frameworks