───────────────────────────────────────────────────────────────TOKA NANI · DevOps & Cloud Engineer · Vijayawada, India───────────────────────────────────────────────────────────────College : MIC College of Technology (B.Tech CSE, 2028)Ambassador : Google Student Ambassador — Gemini Program 2026Status : Open to SWE / DevOps Internships 2026shipped : 3 live AI products in productioncompeted : 6+ hackathons (Google, Meta PyTorch, PromptWars)certified : Google AI Essentials · Prompting EssentialsClaude Code in Action · Claude 101 (Anthropic)Intro to Generative AI (Google Cloud)portfolio : https://toka-portfolio-2.onrender.commindset : Build → Break → Fix → Ship → Repeat───────────────────────────────────────────────────────────────I don't just study Cloud, DevOps, and Generative AI. I deploy things. Three live products in production. Six hackathons. One GSoC rejection that made me sharper. Rejections don't stop me — they redirect me.
All three apps are containerized and deployed live — try them right now.
⚡ TokenFlow AI — Prompt Memory Optimizer
Real-time semantic ranking & context-compression middleware for LLM apps
Cuts LLM context bloat by scoring past conversation turns with embeddings + recency decay, then compresses them into structured summaries — reducing token usage 50–75%+ per request without losing critical history.
Built solo in a weekend hackathon sprint.
Stack:FastAPIPythonGemini 1.5 Flashtext-embedding-004ReactCloud Run
🛡️ BiasGuard AIForensic AI Accountability Platform Turns ML black boxes into interpretable, auditable systems. Detects, visualizes and narrates bias across AI decision pipelines in real time. Built for Google Solution Challenge 2026. Stack: | 🗳️ VoteWise AICivic AI for First-Time Voters A voter readiness assistant with a deterministic decision-tree engine + Gemini-powered Q&A. Democratizes civic participation for student voters. Built for PromptWars Hackathon. Stack: |
📦 More Projects (click to expand)
| Project | Description | Stack | Link |
|---|---|---|---|
| 📊 Resume Match Engine | AI resume–JD semantic scorer. Detects skill gaps & flags scam JDs for campus hiring. | PythonStreamlitNLP | → Repo |
| 📓 DevTrackr | Full-stack coding dashboard: GitHub REST API + Firebase for real-time streak tracking. Deployed on Vercel. | JSHTML/CSSFirebaseGitHub API | → Live |
| 🧮 DSA Practice | 22+ commits. Arrays, DP, Trees, Linked Lists — systematic interview prep in Python. | PythonDSA | → Repo |
| # | Certification | Issuer | Date | Verification |
|---|---|---|---|---|
| 1 | Google AI Essentials(5-course specialization) | Google / Coursera | May 2026 |  |
| 2 | Google Prompting Essentials(4-course specialization) | Google / Coursera | May 2026 | |
| 3 | Claude Code in Action | Anthropic | Mar 2026 |  |
| 4 | Claude 101 | Anthropic | 2026 | ✅ Certified |
| 5 | Introduction to Generative AI | Google Cloud | 2025 | ✅ Certified |
| 6 | Resume Writing with AI | Forage | 2025 | ✅ Certified |
| 7 | Google Student Ambassador — Gemini Program 2026 | May 2026 | 🔴 Active |
| Event | Org | Deliverable |
|---|---|---|
| Google Solution Challenge 2026 | BiasGuard AI — live forensic ML bias auditor | |
| PromptWars Hackathon | Community | VoteWise AI — live civic AI, production-deployed |
| Weekend Hackathon Sprint | Community | TokenFlow AI — live LLM memory-optimization middleware |
| Meta PyTorch Hackathon | Meta / PyTorch | Deep learning application |
| Google Summer of Code | Applicant — rejected, came back stronger | |
| 2+ Additional Hackathons | Various | Rapid prototypes, 24–48hr delivery under pressure |
- 🔴 Google Student Ambassador — running Gemini AI workshops across campus at MIC CoT
- ⚡ Just shipped TokenFlow AI — a live prompt-memory optimizer for LLM apps
- 🌐 Portfolio live at toka-portfolio-2.onrender.com
- 🚢 Shipping AI tools for social impact (bias, civic tech, accessibility)
- 📚 DSA daily →
NaniToka/DSA-Practice - 🤝 Looking for SWE / DevOps internships · open source collabs · hackathon teams
"Rejections don't stop me — they redirect me."