Founder @ GIANT · Building FirmRunner · AI/ML Engineer · B.Tech AIML 2027
Most AI tools assist people. I build AI that replaces the work entirely.
I am the Founder of GIANT and creator of FirmRunner — an AI agent suite that eliminates the five most expensive non-billable operations inside small accounting firms: client intake, document collection, deadline reminders, invoice follow-up, and monthly reporting.
A firm owner answers 10 questions. FirmRunner deploys a configured AI operations stack. No API keys. No workflow builders. No technical staff required.
Outside GIANT, I build and ship end-to-end AI systems: LLM pipelines, agentic reasoning engines, multi-agent architectures, and production inference APIs. 15+ systems deployed. All containerized. CI/CD from day one.
The AI operations layer for professional service SMBs.
| Agent | What it does | Time recovered |
|---|---|---|
| Intake Agent | Collects client info, creates file, sends welcome sequence | 4–8 hrs/client |
| Document Agent | Chases missing docs on 3-stage automated cadence | 6–12 hrs/month |
| Deadline Agent | Sends 30d / 7d / 1d filing reminders | 3–5 hrs/season |
| Billing Agent | Follows up on unpaid invoices at Day 7, 14, 30 | 4–8 hrs/month |
| Report Agent | Generates plain-English monthly summaries per client | 5–10 hrs/month |
Stack: Claude API · Make.com · Airtable · Gmail API · Python · FastAPI
Status: Customer discovery · Beta Q2 2026 · US-first, India-second
Market: $194B SMB AI market · 44,000+ CPA firms under 10 staff in the US alone
Multi-agent system powered by Gemini 1.5 Flash. Detects price drift in purchase orders, enforces contract compliance, and automates vendor communication autonomously.
Full-stack: FastAPI backend · React dashboard · Docker containerized · CI/CD via GitHub Actions · Google Cloud Run ready.
Python TypeScript FastAPI React Gemini Agentic AI Docker
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Multi-tool AI agent built on Google ADK and FastAPI. Chains tool calls, function-calling workflows, and multi-step reasoning in a production API. Reusable testbed for agentic behavior experiments.
Python Google ADK FastAPI Agentic AI Tool Use
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NLP pipeline using TF-IDF features and ML classifiers for recruiter-grade resume screening. Deployed as a Flask inference API for external integration.
Python scikit-learn NLP TF-IDF Flask REST API
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ML-driven behavioral segmentation system. Clusters users into actionable profiles using unsupervised learning techniques.
Python scikit-learn Clustering Pandas NumPy
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Automated LinkedIn and Notion content workflows for professionals using n8n automation. Reduces manual publishing from hours to minutes.
n8n Automation LinkedIn API Notion API Workflow Engineering
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NLP classification model trained on 20,000+ articles. Achieves 92% accuracy distinguishing real from fabricated news content.
Python NLP scikit-learn Text Classification
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AI & Agents Agentic AI · LLMs · GenAI · Google ADK · LangChain · Hugging Face
PyTorch · TensorFlow · scikit-learn · NLP · Computer Vision
Backend Python · FastAPI · Flask · Node.js · Express.js · REST APIs
Frontend React.js · TypeScript · JavaScript · HTML · CSS
Data NumPy · Pandas · PostgreSQL · MongoDB · Firebase · SQL
Infrastructure Docker · Kubernetes · GitHub Actions · CI/CD · GCP · AWS · MLOps
Tools Git · Linux · System Design · DSA
Founder & CEO — GIANT (December 2025 – Present)
Building FirmRunner: AI agent suite for accounting firm operations. Full product ownership — architecture, GTM, customer discovery, investor narrative.
AI/ML Intern — BITS Pilani, Hyderabad Campus (May – July 2025)
Built and deployed end-to-end ML models under senior academic mentorship. Python · NumPy · scikit-learn.
Undergraduate Research Contributor — P.B. Siddhartha College (January – May 2025)
Co-authored applied AI/ML academic research paper. Technical writing and literature analysis.
AI Intern — TechSaksham, Microsoft & SAP via AICTE (February – March 2025)
Nationally selected. Built and presented AI prototype to Microsoft and SAP domain experts.
Data Analyst Simulation — Deloitte (February 2025)
Tableau dashboards and Excel-based forensic data classification. Big 4 professional services context.
B.Tech — Artificial Intelligence and Machine Learning
Potti Sreeramulu Engineering College (PSCMR) · September 2023 – July 2027 · CGPA 8.2