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AayushBaniya2006/README.md

About Me

I am a CS + Math student at UT Austin focused on AI systems, infrastructure, and security-minded engineering. I build products and research prototypes where behavior is measurable, failure modes are visible, and performance holds under stress.

Tech Stack

Languages

Frameworks & Systems

AI & Data

Blockchain & Crypto


Projects

Research

Activation patching on a Time Series Transformer (3 layers, 8 heads) to find which attention heads matter — then proving most "important" heads are actually false positives. Full statistical validation pipeline: bootstrap resampling (10K iterations), Benjamini-Hochberg FDR correction, Cohen's d effect sizes, and stability testing under Gaussian noise, time warp, and phase shift perturbations. Part of the BlueDot Impact AI Safety Fundamentals program.

Research Python PyTorch

Tracing-driven performance analysis for ROS 2 manipulation stacks. Measuring how CPU contention and DDS message flooding degrade a simulated Panda 7-DOF robot arm using LTTng kernel-level tracing, FlameGraph CPU profiling, and cgroups v2 cpuset isolation. Key finding: 0% execution success at 4000 msg/s DDS flood, while CPU load alone had no degradation effect. Deployed on CloudLab with a 10-phase automated bootstrap.

Research Python ROS 2


Shipped Products

AI job application automation that discovers positions matching your qualifications, tailors resumes for ATS optimization, and submits applications automatically. Built with Next.js, Tailwind CSS, and progressive web app support. Dashboard with real-time metrics on job discovery and application status.

Shipped TypeScript Next.js Railway

Manage GitHub repos from your phone through text messages. Review PRs, query codebases, propose edits, and create pull requests — all without opening a laptop. Supports Claude, GPT, and Gemini via your own API keys. Commands like /review, /ask, /edit, /pr with severity-ranked feedback. AES-256-GCM encrypted, code processes in-memory only, changes always go to feature branches.

Shipped TypeScript Railway

Real crowdfunding on Solana with goals, deadlines, and progress tracking — not just tip jars, but accountable fundraising. Built on Solana Blinks for native Twitter/X integration where campaigns render as interactive cards with one-tap donations. Features: verified creators, non-custodial transfers, transparent donation history, and 2% platform fee.

Shipped TypeScript Solana Railway

Trading bots for crypto and equities with portfolio controls, risk management (stop-loss/take-profit), and multi-exchange market monitoring.

Public TypeScript Python

Home-services marketplace app built with Flutter, connecting users to vetted professionals across repair, design, and inspection workflows.

Public Dart Flutter


Experiments

Privacy payroll platform using Solana Token-2022's confidential transfer extension to hide transaction amounts on-chain. Supports bulk payroll processing, a 1:1 USDC-backed stablecoin (pUSD), Solana Pay QR codes, and a 30-minute corporate revokable transfer window.

Experiment TypeScript Solana


Animated systems banner

Focus Areas

AI & Reasoning Systems

• Visual execution of abstract reasoning
• Agent workflows & tool-calling behavior
• Making reasoning observable, not opaque
Crypto & Financial Primitives

• Micro-crowdfunding via Solana Blinks
• Privacy-preserving stablecoin research
• Incentives, UX, and adversarial environments
Systems & Infra

• Local-first systems (latency, control, privacy)
• Debugging where abstractions leak
• Performance and correctness under constraints
Security as a Lens

• Linux internals & privilege escalation
• Understanding systems by breaking them
• Treating security as systems education

GitHub Stats


Let's Connect


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  1. Helpmandu Helpmandu Public

    Helpmandu is your go-to service provider app for all your home improvement and maintenance needs. Find skilled professionals for plumbing, painting, electrical work, home inspection, 2D & 3D design…

    Dart 1 1