AI Systems Architecture
Sovereign Stack
AJAI(AtharvJoey AI)
A VSCodium extension that delivers code completion, inline refactors, and chat against a local model — a fully sovereign alternative to GitHub Copilot. No API keys, no round-trips, no upload of source code.
Sovereign Pipeline
Local AI → YouTube Shorts
End-to-end content generator that scrapes trending topics, drafts a short-form script, renders frames and voice-over from local models, and stitches a publish-ready Short — all on a single 8 GB GPU, with zero per-render API spend.
Enterprise Infrastructure
Network Intelligence Dashboard
Nio Stars Technologies
A unified monitoring tool aggregating real-time data from Fortinet Firewalls, Switches, Routers, and Endpoints.
- Devices monitored
- 247
- Alerts · 24h
- 8
- Uptime · 30d
- 99.94%
IP 192.168.1.14 suppressed via ACL
- Fortinet Firewalls14OK
- Switches86OK
- Routers23Investigating
- Endpoints124OK
Autonomous Intelligence
Autonomous Marketing Engine
A fully autonomous pipeline that researches cybersecurity feeds, evaluates relevance, and publishes enterprise-grade LinkedIn posts—powered entirely by local LLM inference on an RTX 4060 via Ollama, orchestrated through n8n multi-agent workflows.
AI Research Agent
An autonomous agent that wakes up every day, scans GitHub for new AI repositories, analyzes their READMEs and tech stacks, and generates LLM-powered comparative research reports—all via GitHub Actions with zero manual intervention.
Applied AI
RAGify-Finance
Retrieving Vector Context...
Standard LLM Response
AI Invoice Master
An intelligent invoice extraction system that reads invoices in any language, uses OCR and Gemini AI to identify and extract every data field, and outputs clean structured data—replacing hours of manual data entry.
Pneumonia X-Ray Classification
A convolutional neural network trained to detect pneumonia from chest X-ray images with high accuracy—demonstrating that AI can assist radiologists in screening thousands of scans faster and more consistently.
Systems Engineering
Network Intelligence Dashboard
Enterprise-grade monitoring platform polling Cisco switches and Fortinet firewalls via custom SNMP/SSH collectors. Aggregates high-frequency time-series data into a unified dashboard, architected to feed local LLMs for autonomous anomaly detection.
Google Meet Transcriber
A lightweight Rust tool that captures and saves real-time transcript data from Google Meet sessions—demonstrating systems-level programming skills with zero runtime dependencies and memory-safe concurrency.
Open Source
Automated AI research agent — searches GitHub daily for new AI repos
Multi-language invoice extractor with OCR + Gemini AI
Detects pneumonia from chest X-ray images using CNNs
Captures real-time transcript data from Google Meet
Benchmarks Cohere vs HuggingFace embeddings for financial Q&A
Facial emotion detection from FER-2013 dataset using CNN
Career Evolution
Jan 2026 – Present
Jan 2026 – Present
Junior Software Developer
·Nio Stars Technologies LLPBuilt an AI pipeline that researches, writes, and publishes LinkedIn posts — without any human involvement.
Replaced expensive monitoring tools with a custom system polling Cisco & Fortinet hardware in real-time.
An agent that wakes up daily, scans GitHub for new AI repos, and generates comparative research reports.
May 2025 – Oct 2025
May 2025 – Oct 2025
AI Generalist
·EOXSReads invoices in any language, extracts every field, and structures the data automatically.
Sep 2024 – Apr 2025
Sep 2024 – Apr 2025
AI & Data Science Consultant Intern
·RubixeProved which embedding model works best for financial Q&A — with math, not guesswork.
Aug 2023 – Mar 2024
Aug 2023 – Mar 2024
Intern
·sukamsysEngineering & Infrastructure
Observe & ingest
Analyze & evaluate
Build & deploy
Measure & iterate
Cloud API
Shared Compute • $0.04/req
Local RTX 4060
Dedicated GPU • $0.00 Cost
Cisco Black Belt
Cisco
Validates deep expertise in enterprise switching, VLAN segmentation, ACLs, and HA deployments across Catalyst and Nexus platforms.
AI Expert
Broad AI/ML competency certification covering model development, evaluation, and deployment patterns.
Certified Data Scientist
Validates data preprocessing, feature engineering, statistical modeling, and ML pipeline design skills.
Building Gen AI App: 12+ Hands-on Projects with Gemini Pro
Google / Coursera
Hands-on generative AI development using Google Gemini Pro across 12+ production-style projects.
AI Workplace Proficiency Certification
Enterprise AI integration and workflow automation proficiency for modern business operations.
EOXS Experience Certificate
EOXS
Validated hands-on AI generalist work including Gemini-powered PO comparator development and document automation pipelines.
Rubix Certification
Rubixe
Certified AI & Data Science consulting proficiency covering RAG benchmarking, model evaluation, and production ML pipelines.
Business Impact
Latency Reduced
API response time optimization across RAG and agent pipelines
Manual Work Automated
Content research, publishing, and network monitoring tasks
Model Accuracy Gain
RAG retrieval precision via iterative prompt tuning
Infra Cost Reduction
Local LLM inference on RTX 4060 vs cloud API costs