commit f3a9d2e (HEAD -> main, origin/main)
Author: Lakshmi Sagar <lakshmisagar570@github.com>
Date: Now
wip: shipping PatchPilot + DNS Tunneling Detector
- multi-agent autonomous engineering platform (FastAPI + Groq LLaMA 3.3)
- XGBoost-based network anomaly detector, ROC-AUC 0.9992
- TODO: compress detector for constrained/edge hardware
commit b7c1d4f
Author: Lakshmi Sagar <lakshmisagar570@github.com>
Date: 2026
feat: qualify GATE DA 2026 (AIR 9277)
commit a2e9f83
Author: Springer <submissions@lnns.springer.com>
Date: 2025
feat(research): paper accepted — ICTIS 2026, Bangkok
- Title: A Review on Large Language Models in Engineering
- Venue: Springer LNNS, oral presentation, Paper ID 1235
- Side effect: 2 more manuscripts now under peer review
commit 9c3b7a1
Author: MITS Admissions <admissions@mits.ac.in>
Date: Aug 2023
feat: enroll B.Tech CSE (AI/ML) at MITS, Madanapalle
- CGPA holding at 8.67
- began building systems that cross disciplinary lines
commit 0a1b2c3
Author: Lakshmi Sagar <lakshmisagar570@github.com>
Date: 2006
init: add Lakshmi Sagar Seshadri
- location: Andhra Pradesh, India
SAGAR(1) Reference Manual SAGAR(1)
NAME
sagar — ML systems engineer, published researcher
SYNOPSIS
sagar [--role researcher | engineer | collaborator]
[--stack python | fastapi | nextjs | xgboost | gee | gdal]
[--available internship | research | full-time]
DESCRIPTION
Fourth-year B.Tech CSE (AI/ML) student at MITS, and a published
ML researcher in the Springer LNNS series. Builds end-to-end
systems rather than stopping at the prototype — reads papers
and writes code in the same sitting.
OPTIONS
--publication
"A Review on Large Language Models in Engineering"
Springer LNNS · ICTIS 2026, Bangkok · Oral Presentation
Paper ID: 1235
--cgpa 8.67 / 10.0
--stack
Core Python, TypeScript, Go, Bash
AI/ML XGBoost, PyTorch, scikit-learn, Groq LLaMA 3.3
Geospatial Google Earth Engine, GDAL, Sentinel-2, Landsat-8
Backend FastAPI, PostgreSQL, Supabase, pgvector
Frontend Next.js, React, Three.js, Tailwind CSS
Infra Docker, Vercel, Render, GitHub Actions
--projects
DNS Sentinel Network anomaly detection, ensemble ML
XGBoost + RandomForest · ROC-AUC 0.9992
PatchPilot Multi-agent autonomous engineering platform
Self-healing tests + CI/CD log analysis
LFAN Lightweight CNN for ×4 super-resolution
29.09 dB PSNR · 731K params · 78ms inference
AssumptionX AI business idea stress-tester (live)
assumption-x.vercel.app
KrishiMind Crop intelligence for Indian agriculture
XGBoost + Groq + FastAPI
BUGS
- Commits at 2am when the problem is "almost solved"
- Frequently underestimates time required for "one small fix"
ENVIRONMENT
LOCATION Andhra Pradesh, India
TIMEZONE IST (UTC+5:30)
INSTITUTION MITS, Madanapalle · Batch 2023–2027
SEE ALSO
portfolio(1) → lakshmisagar570.github.io/Portfolio
linkedin(1) → linkedin.com/in/lakshmi-sagar-seshadri-9295812b4
leetcode(1) → leetcode.com/u/qNpie0dryO
live(1) → assumption-x.vercel.app
AUTHOR
Lakshmi Sagar Seshadri <github.com/LakshmiSagar570>
MITS 2023–2027 SAGAR(1)