Available for Forward Deployed / TSE Roles

From IT Operations to
AI Systems Builder.

5 years managing enterprise platforms under strict SLAs. 18 months self-funded R&D. 4 shipped systems. 17 open-source repos. One continuous arc from L2 support to multi-agent infrastructure.

Portfolio · Live Systems Dashboard
L2 R&D BUILD SHIP OPEN FDE IT Operations 5 YEARS Self-Study 18 MONTHS Build Systems 4 PRODUCTS Ship to Users 2 LIVE Open Source 17 REPOS Next Chapter READY OPERATIONS → ENGINEERING → PRODUCTION
5 Years
L2 Operations
18 Months
Self-funded R&D
2 + 2
Live + Beta
17 Repos
Open Source
237+
Tests Written
Actively Interviewing
Transitioning L2 Operations to Forward Deployed Engineering
5 years managing enterprise platforms under strict SLAs (SAP / ServiceNow) coupled with 18 months of building core async multi-agent infrastructures.
Target Roles
Forward Deployed Engineer (FDE) Technical Solutions Engineer (TSE) Solutions Architect Integration Engineer Jr. AI Engineer Support AI Transition Engineer
Core Competencies
API Integration Production Debugging SLA/Incident Management Agentic Orchestration

Keeping Platforms Alive. Building New Ones.

In support, I owned L2 incident response for SAP modules and ServiceNow workflows. I learned what production discipline actually looks like under real SLAs, how non-engineers describe broken software, and where automation returns value.

In January 2024, I pivoted to writing systems. I built a multi-agent SDLC pipeline, a wellness ecosystem with Next.js and Expo mobile, a solo-founder outreach CRM, and an indie publishing bookstore.

I'm looking for a Forward Deployed Engineer or Technical Solutions role at an API-first startup. I bring operational reliability, debugger discipline, and systems-building chops.

Read my sabbatical story →
The 30-Second Pitch
“Hire someone who spent five years on the receiving end of broken software and eighteen months building it. I can read your customer's logs, reproduce it locally, ship the fix in a PR, and write the doc that prevents the next ticket. That is the FDE loop.”

Four Active Systems

Two live commercial services and two private betas. Click any card to review stack details, architectural bottlenecks, and known gaps.

Open-Source AI Engineering Stack

Seventeen repos, one continuous arc: understand the fundamentals, run production-grade solutions to the hard problems, then wire it all together. Pick your entry point.

Tier 1 · Learn

Tier 2 · Solve

Tier 3 · Production

01 · Pipeline

Research Agent

Cuts deep research from hours to minutes. Queries 4 search providers in parallel, scores sources for relevance, and produces a cited structured brief. Runs on any LLM via the 10-provider router.

Open Source Python LLM Routing
Project details View →
02 · Data Prep

Content Analyzer

Turns raw URLs and unstructured text into cited structured JSON in seconds. The intake step for automated content pipelines that process hundreds of documents per run.

Open Source Python GPT-4o-mini
Project details View →
03 · Media

Video Engine Starter

Text-to-video in under 2 minutes. A brief becomes a narrated, frame-synced 9:16 MP4 without touching video editing software. Temporal Authority ensures audio and frames never drift apart.

Open Source React Remotion
Project details View →
04 · Alignment

Agent Constitution

Catches agent drift before it reaches users. Define behavioral rules once, then run automated checks that compare live agent output against the original constraints. Built after a production drift incident.

Open Source Python Security
Project details View →
05 · Protocol

MCP Agent Toolkit

Connect any Claude or GPT agent to production tools via the Model Context Protocol. Exposes blackboard state, SCAR failure lookup, and LLM routing as MCP-standard tools any agent can call.

Open Source MCP Node.js 13 tests
github.com/shubham0086 View →
06 · Retrieval

RAG Knowledge Engine

Ask questions about any codebase or document collection and get cited answers in seconds. Ingests, chunks, embeds into Qdrant, then retrieves with semantic search before Claude generates the answer.

Open Source Python Qdrant 20 tests
github.com/shubham0086 View →

Tier 4 · Integrate

Read the Vibecoder's Guide to AI-trix →

The narrative spine and template that links all Solve Tier repositories into a single production workflow.

Operations Support + Systems Engineering

2019 – 2024 · Operations

L2 support engineer

Owned global escalation queues for SAP modules and ServiceNow workflows. Automated triage log checks using JavaScript, compression troubleshooting, and maintained target satisfaction ratings.

Full operational path →

2024 – Present · Engineering

AI Systems Developer

Built Next.js 15 mobile integrations with secure storage enclaves, async LLM routing templates with circuit breakers, and custom topological scheduling engines for multi-agent networks.

Sabbatical execution details →

Let's Connect

I respond within one business day. Feel free to reach out for a code walkthrough or screenshare of any production beta systems.