Skip to content
View ppradyoth's full-sized avatar
🎯
Focusing
🎯
Focusing

Organizations

@niegfg

Block or report ppradyoth

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
ppradyoth/README.md

Typing SVG

ppradyoth


I work at the intersection of Applied AI and security engineering — red teaming and building controls for production AI systems at my workplace before they reach end users. Traditional security reviews don't cut it for AI. My job is to find the things that change deployment decisions.

What I'm working on:

  • Engineered a firm-wide Gen AI Red Teaming platform enabling systematic automated and manual adversarial evaluation of LLM use cases across all lines of business
  • Led the red team assessment of flagship LLMs, surfacing multiple critical and high-severity vulnerabilities — prompt injection, data leakage, system prompt extraction, and intent drift — before the models reached production
  • Authored a blueprint for Advanced Manual Red Teaming: a structured methodology for uncovering behavioral vulnerabilities and intent misalignment that automated scanners fundamentally cannot detect
  • Architected a Network Broker enabling secure, isolated connectivity between internal red teaming platform and external vendor evaluation infrastructure
  • Containerized and deployed Red Teaming ECS Task modules for concurrent adversarial evaluation of multiple AI use cases without capacity constraints
  • Reviewed emerging AI coding tools from a security perspective, producing key findings that directly shaped firm-wide decisions on AI coding enablement
  • Building AI Controls engineering solutions to systematically enforce safety, scope, and behavioural boundaries across deployed LLM use cases

Recognition: Inventor Recognition (Q4 2025) for filed patents · Speaker at DEVUP 2026 (my workplace's invite-only technical conference) · SEP Engineer Committee Lead for 1,100+ early-career engineers at my workplace Bengaluru Tech Centre

pradyoth.jpg@gmail.com

https://ppradyoth.web.app/


🛡️ Featured AI Security & Biocomputing Projects

These are full-fledged engineering projects built to address critical, high-risk security and simulation challenges at the frontier of AI and biological computing.

🧠 Synaptic Wetware

Organoid Intelligence (OI) Biocomputer Simulator

A scientifically rigorous interactive web dashboard simulating an organoid biocomputer lab, running living human brain cells on silicon chips. Grounded in peer-reviewed research (Nature & Frontiers).

  • Custom Hodgkin-Huxley (4 ODEs) and Izhikevich neuron models integrated in real-time
  • MaxInterval burst detection on 64-channel multi-electrode arrays
  • DishBrain Pong training playground & Baltimore Declaration ethics monitor

ReactTypeScriptPhysics

💾 Codebase🌐 Live Demo

🎮 Prompt Injection CTF

Interactive AI Security Hacking Playground

A gamified Capture The Flag platform designed to teach hands-on adversarial thinking. Mapped directly to real-world risk frameworks (OWASP LLM Top 10 & MITRE ATLAS).

  • 5 Progressive Levels covering basic injection, jailbreaks, intent drift, token smuggling, and multi-vector chaining
  • Zero-API-cost heuristics engine (Base64, roleplay markers) for instant feedback

Next.jsTailwindSecurity

💾 Codebase

🛡️ Akrivon AI

AI Scope & Intent Enforcement Proxy Gateway

An enterprise-grade safety proxy and automated red-teaming tool designed to keep deployed LLM applications safe, secure, and strictly aligned within their defined scopes.

  • IntentScan: Automated red-teaming simulating Role Transformation, Gradual Drift, and Language Variation attacks
  • IntentEnforce: Runtime reverse proxy utilizing LLM classification allow/block policies

FastAPIGeminiGateway

🔒 Stealth / Private Repository

📊 Weighted Safety Refusal

Absolute Safety Robustness Evaluation Harness

An advanced LLM safety benchmark that evaluates absolute, severity-weighted category failure rates instead of shifting, relative statistics (Z-scores).

  • Built on top of the UK AISI's open-source inspect_ai framework
  • Risk-adjusted severity weighting: prompt injection (0.3), jailbreaks (0.3), data exfiltration (0.2), toxicity (0.1), malware (0.1)

Inspect AIPythonBenchmark

💾 Codebase


Open Source

prompt-injection-ctf (⭐ 2) — Interactive AI Security Playground — Prompt Injection CTF. Craft attack prompts to break constrained AI systems. Learn prompt injection, jailbreaking, intent drift & token smuggling. Built to teach adversarial thinking hands-on.

ai-security-resources (⭐ 2) — Curated directory of state-of-the-art Adversarial AI Security tools, vulnerability scanners, safety benchmarks, guardrails, and compliance standards.

weighted-safety-refusal (⭐ 1) — Severity-weighted LLM safety evaluation suite. Measures absolute refusal robustness across prompt injection, jailbreaking, data exfiltration, toxicity, and malware generation using risk-adjusted weights.

llm-ops-workshop — End-to-end MLOps workflow demonstrating model lifecycle, monitoring, and deployment practices.

synaptic-wetware — 🧠 Organoid Intelligence Biocomputer Simulator — HH + Izhikevich neuron models, MEA burst detection, DishBrain Pong, Baltimore Declaration ethics monitor. Built by Antigravity (Google DeepMind).

Also building something in AI security — stealth mode 🔒

📋 Full list of external contributions — repos outside my account where I've contributed (2020–present)


AI & LLM Security

LLMs & AI Platforms

ClaudeChatGPTGeminiGrokLlamaMistralCopilotNVIDIA NIMHugging Face

Red Team & Security Tools

GarakPyRITPromptfooProtect AIPrisma AIRSNeMo GuardrailsLakera GuardBurp SuiteCounterfit

Frameworks & Standards

OWASP LLM Top 10MITRE ATLASNIST AI RMF


Connect

ppradyothppradyoth@ppradyothppradyothppradyoth@ppradyothpradyothpppradyothppradyoth


Analytics & Activity

Pradyoth's GitHub StatsPradyoth's GitHub Streak

github contribution grid snake animation

Pradyoth's Coding Metrics


Tech Stack

pythonjavaspringdockerkubernetesawsterraformkafkaredismysqlgrafanajenkinslinuxgitpostmanraspberrypiccpluspluscss3html5javascriptgonodejsmongodbfirebasegcpherokuopencvpandasscikit_learntensorflowtailwindphotoshop


Pinned Loading

  1. helpful-github-scriptshelpful-github-scriptsPublic

    A curated collection of highly robust, custom-built Node/Python automation scripts to supercharge your GitHub Profile, automate multiple Projects boards management, dynamic README synchronization, …

    JavaScript

  2. ai-security-resourcesai-security-resourcesPublic

    A curated collection of frameworks, tools, methodologies, and papers for AI Red Teaming, LLM Security, and MLSecOps.

    2

  3. llm-ops-workshopllm-ops-workshopPublic

    Project demonstrating a basic, yet comprehensive MLOps workflow.

    Python 1

  4. prompt-injection-ctfprompt-injection-ctfPublic

    🔴 Hands-on AI security CTF — craft attack prompts to break constrained AI systems. 7 challenges: prompt injection, jailbreaking, indirect injection, AI agent attacks. Free, no sign-up.

    TypeScript 2 2

  5. synaptic-wetwaresynaptic-wetwarePublic

    🧠 Organoid Intelligence Biocomputer Simulator — HH + Izhikevich neuron models, MEA burst detection, DishBrain Pong, Baltimore Declaration ethics monitor. Built by Antigravity (Google DeepMind).

    TypeScript

  6. weighted-safety-refusalweighted-safety-refusalPublic

    Severity-weighted LLM safety evaluation suite. Measures absolute refusal robustness across prompt injection, jailbreaking, data exfiltration, toxicity, and malware generation — with risk-adjusted c…

    Python 1