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Ravindran S
Available for SDE & Systems Roles

Hello, I'm

Ravindran S

Software Development Engineer

Computer Science undergraduate (AI & ML) with hands-on experience in edge inference, computer vision, and full-stack systems engineering. Built sub-1-GFLOP real-time object detection models for drone hardware and won 2 national hackathons. LeetCode Knight (2085 rating), ICPC 2025 participant. Proficient across AOSP, PyTorch, TensorRT, Go, Rust, CUDA, and distributed backend systems.

Core Tech:C++RustGoPythonTensorRTPyTorcheBPFLinuxReact
Ravindran S
Chennai Institute of Technology
9.24 CGPA
LeetCode Contest Rating
2085

Knight Badge (Top 1.5% globally)

Academic Excellence
9.24

CGPA at Chennai Institute of Tech

National Hackathons
2x

Winner (Ti Forge & AI for Sustainability)

Edge Inference
<1 GFLOP

30+ FPS INT8 Real-Time Drone Model

Work & Systems

Featured Projects

A selection of high-performance systems engineering, edge AI inference, and distributed pipelines.

View All Projects
Edge AI & ML

MicroDet

Sub-1 GFLOP Real-Time Drone Detection Pipeline

Architected an ultra-lightweight object detection neural network designed specifically for compute-constrained drone hardware payloads.

TinyGradPyTorchTensorRT INT8DeepStream SDK+3
<1.0 GFLOP BudgetDetails
Systems & Security

Archon

Security-Hardened AUR Package Manager with eBPF Sandboxing

Engineered a high-performance, security-focused AUR (Arch User Repository) package manager in Rust.

RusteBPF (Aya)Bubblewraplibalpm+2
<5% Build-Time OverheadDetails
IoT & Full-Stack

Machine Guard

End-to-End Industrial IoT Predictive Maintenance Pipeline

Architected a distributed IoT telemetry pipeline for industrial machine vibration and acoustic anomaly detection.

KotlinPythonTensorFlow LiteMQTT+3
<200ms Alert LatencyDetails
Recognition

Achievements & Recognition

Competitive programming accolades, national hackathon championships, and open source contributions.

View All Achievements
Competitive ProgrammingTop 1.5% Worldwide

LeetCode Knight Badge

Ranked among the top competitive programmers worldwide with consistent weekly and biweekly contest performances in advanced graph algorithms, dynamic programming, and data structures.

LeetCode2085 Rating
HackathonGrand Winner

1st Place Winner — Ti Forge Hackathon

Won first prize for architecting Machine Guard: an edge AI vibration anomaly detection IoT ecosystem with <200ms latency and 94% on-device classification accuracy.

Ti Forge National HackathonRs. 50,000 Cash Prize
HackathonWinner

Winner — AI for Sustainability Hackathon

Awarded top honor for developing autonomous compute-efficient vision models optimizing renewable power load distribution and environmental monitoring.

AI for Sustainability International$125 + 300 AED
Competitive Programming3-Star Division

CodeChef 3-Star Competitive Programmer

Active division competitor solving algorithmic optimization and mathematical problems in timed contest environments.

CodeChef1716 Peak Rating
Competitive ProgrammingICPC 2025

ICPC 2025 Preliminary Contest Participant

Competed in the world's most prestigious collegiate algorithmic problem-solving championship among top engineering university teams.

International Collegiate Programming ContestGlobal Rank 2605
HackathonFinalist

Finalist — TGF 2.0 TechSprint Hackathon

Selected as one of the top 10 finalist teams out of 300+ competing engineering groups for high-throughput distributed systems innovation.

TGF TechSprintTop 10 of 300+ Teams
CertificationMulti-Certified

Cisco Certified Specialist (CCNA & AI)

Completed rigorous Cisco professional certifications across Python Fundamentals, Cybersecurity, Modern AI, Data Science, and CCNA Network Infrastructure.

Cisco Systems90–100% Score
Open SourceCore Contributor

AWS s2n-tls Open Source Contributor

Contributed code and documentation corrections to Amazon's official TLS 1.3 implementation library in C.

Amazon Web Services / GitHubMerged Pull Requests
Open SourceOpen Source

SWOC Open Source Contributor

Contributed across developer tools, systems libraries, and community software repositories.

Social Winter of CodeActive Contributor
Career

Recent Experience

Hands-on engineering across research teams, open source, and full-stack internships.

Full Career Timeline

Edge AI & Object Detection Lead

Drone Technology Team – CIT | NIDAR Competition

Oct 2025 – Dec 2025

Engineered a sub-1 GFLOP real-time object detection model combining a NanoDet backbone with YOLO-style decoupled heads, achieving 96% mAP and 30+ FPS on-device inference via TensorRT INT8 quantization.

Evaluated FP32 vs. INT8 precision and backbone architectural trade-offs to meet strict compute and thermal constraints for autonomous drone payloads.

Presented benchmark results and live flight telemetry at NIDAR 2025.

TensorRTNanoDetPyTorchDeepStream SDKTinyGradCUDALinux

Full-Stack & ML Systems Intern

AI/ML Virtual Internship – AICTE & EduSkills

Apr 2025 – Jun 2025

Built and deployed a full-stack web application featuring a responsive React frontend and a robust Flask/Python backend.

Served real-time ML model predictions via low-latency REST APIs, handling 100+ concurrent requests during load testing.

Implemented structured error handling, request caching, and automated integration testing pipelines.

React.jsPythonFlaskREST APIsDockerMachine Learning

Core Contributor

Open Source Contributor – AWS s2n-tls

2025 – Present

Contributed patches to AWS s2n-tls (Amazon's C implementation of the TLS/SSL protocols).

Resolved correctness issues and addressed critical documentation gaps in TLS 1.3 handshakes, thoroughly reviewed and merged by AWS maintainers.

Engaged in memory safety, fuzzing tests, and cross-platform verification across Linux architectures.

CTLS 1.3CryptographyLinuxGitSecurity Auditing

Let's build something impactful together.

Open for Software Engineering roles, systems research, and high-impact distributed teams.

Get in Touch