_{Nandyal, India · Final-Year CSE · RGMCET}

     

Live in Prod 4-Portal Business SaaS

400 Tests Deterministic FSM Engine

IEEE Paper Bayesian Regret Gate

Rank 5360 TCS CodeVita Round 2

   

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> whoami

Final-year Computer Science undergrad at RGMCET (CGPA 8.2 · SSC 10.0 GPA) specializing in systems engineering, deterministic agent runtimes, and execution governance.

I've deployed a live SaaS platform powering a real driving school business, authored an Execution Governance Layer for multi-hazard disaster response (IEEE paper in preparation), and architected a deterministic state-machine runtime controlling autonomous coding agents backed by 400 automated unit tests.

I think in state machines, governance gates, and append-only audit trails — systems designed for predictability under failure.

🏆 LPDG × RGM Innovation Winner · 🥈 2nd / 600+ at GDG Hackathon · 🌐 TCS CodeVita Global Rank 5360 · 🥇 1st Place IIC EXPO

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> quick-dispatch --role (60-Second Code Reviewer's Guide)

What You Evaluate	Flagship Codebase / Pull Request	Key Architectural Highlights
Distributed / Systems	sentinel-AMIS_RU	Regret-based Bayesian governance gate, append-only SHA-256 audit log, 82–86% fewer responder stalls.
Agent Runtimes / AI	S-class EOS	10-profile finite-state machine, MCP protocol integration, AST scope-creep auditor, 400 unit tests.
Full-Stack / Production	Sri Guru Driving Academy	Live SaaS with 4 role-based portals, Prisma ORM, Neon serverless PostgreSQL, RTO mock engine.
Open-Source (Active PR)	browser-use / PR #6279	Upstream patch for MCP JSON Schema type unions & explicit null serialization (130 passing CI checks · in review).

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> cat /work/flagship

🔴 AMIS-RU Multi-Hazard Disaster Response Governance Next.js Multi-Agent Systems Bayesian Belief Networks Architected an Execution Governance Layer (EGL) — a regret-based decision gate that determines whether high-stakes dispatch actions execute autonomously, pause for quorum, or escalate to a human commander. Backed by a cryptographic append-only audit trail. [Telemetry Stream] ──> [Bayesian Belief Net] │ ┌────────────────┴────────────────┐ ▼ ▼ [Regret ≤ τ_low] [Regret ≥ τ_high] Action Executed Human Escalation │ │ └───────────────┬─────────────────┘ ▼ [Append-Only SHA-256 Audit Trail] 🧪 Validated across 120 runs in 4 historical disaster scenarios 📉 Reduced responder stall events by 82–86% 📄 Paper in preparation for IEEE

⚡ SClass EOS Deterministic Control Plane for AI Coding Agents Python Finite-State Machines Model Context Protocol State-machine runtime that classifies tasks into 10 workflow profiles and coordinates 0–5 domain subagents. Integrates an AST diff auditor that intercepts scope creep, degraded test coverage, and leaked credentials before execution. [Prompt / Issue] ──> [Task Classifier] │ ┌────────────┴────────────┐ ▼ ▼ [State Machine FSM] [AST Diff Auditor] 0-5 Subagents Scope & Leak Gate │ │ └────────────┬────────────┘ ▼ [Verified Code Artifact] 🔌 Native hooks for 7 AI coding tools 🧪 400 automated unit tests 🛡️ Zero-drift deterministic state execution

🚗 Sri Guru Driving Academy Production SaaS — Live & Serving Real Users Next.js Prisma Neon PostgreSQL TailwindCSS Four-portal SaaS platform designed, architected, and deployed end-to-end as a freelance production contract. Features a 47-topic curriculum tracker, timed RTO mock examination engine, and UPI lead-generation funnel. 🟢 Live in production — actively serving students and admin daily 👥 Multi-portal RBAC: Admin, Student, Instructor, Public 📊 Real-time examination scoring and progress analytics

🏆 Concurrence 2K26 & JNTUA Sports Institutional High-Throughput Event Systems Next.js TypeScript Serverless API Engineered the official centralized tech-fest portal handling 400+ live student registrations and the real-time inter-collegiate sports scoring system for JNTUA Zone-C. 🎯 Handled high concurrency under zero downtime ⏱️ Sub-second live scoreboard latency 👥 Adopted by regional university sports committee

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> cat /work/open-source

_{Upstream Contributions across AI Agent Frameworks, MCP Ecosystem & Developer Tooling}

🌐 browser-use / browser-use Autonomous Web Agents for Claude & GPT-4 Upstream Engine Diagnosed and resolved MCP protocol serialization edge cases (#6278). Unpacked JSON Schema type arrays into Python 3.10+ unions (str | None) and ensured explicit null values are preserved across nested models during tool dispatch. Python Model Context Protocol Pydantic v2 Pyright	🔍 Douglas-Strey / repolens-cli Codebase Analysis & Intelligence CLI Developer Tooling Contributed comprehensive MCP server setup architecture and configuration integration for VS Code, Windsurf, Cline, and Zed (#34). TypeScript CLI Model Context Protocol
💳 HelpCode-ai / anythingmcp Universal MCP Gateway for AI Agents Gateway Adapter Authored the SumUp Payments MCP Adapter exposing 6 secure checkout, transaction, and merchant payout management tools for autonomous agents. TypeScript FinTech API OAuth / Bearer	🛠️ pachara-n / skills-lint Agentic Workflow & Skills Linter Active Tooling Contributed --no-color CLI flag and full no-color.org specification conformance with end-to-end integration test coverage (#24). TypeScript Node.js Vitest CLI

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> history --highlights

 2026   🏆  Winner — LPDG × RGM Innovation Challenge → research & engineering award
 2026   🥈  2nd / 600+ — Hack2Skill × Google Developer Groups Hackathon
 2026   🏗️   Built Concurrence 2K26 (400+ registrations) & JNTUA Sports Scoreboard
 2026   🥇  1st Place — IIC Day Celebration EXPO at RGMCET
 2025   🌐  TCS CodeVita Season 13 — Global Rank 5360 · Round 2 qualifier

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> cat /credentials

   

                 

_{GitHub Achievements: Pull Shark (Silver · 20 Merged PRs) · Quickdraw · YOLO}

B.Tech CSE @ RGMCET (Expected May 2027) · CGPA 8.2/10 · Intermediate 90% · SSC 10.0 GPA

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> systemctl status runtimes

$ systemctl status akshith-runtimes.service
● akshith-runtimes.service - Autonomous Agents & Production Control Planes
     Loaded: active (running) · RGMCET Systems Engineering
     Health: 100% operational · zero unverified claims

     Runtimes:
     ├─ sriguru-saas.service      🟢 active (running)    4-portal live business SaaS · Neon PostgreSQL
     ├─ sclass-eos-fsm.service    ⚡ active (passed)     10 deterministic FSM profiles · 400 unit tests
     ├─ sentinel-amis-ru.service  🛡️ active (verified)   Bayesian regret gate · IEEE paper in prep
     ├─ repolens-mcp.service      🟣 active (merged)     repolens-cli PR #42 · Multi-client MCP setup
     ├─ sumup-adapter.service     🟣 active (merged)     anythingmcp PR #1367 · FinTech MCP Gateway
     ├─ skills-lint-cli.service   🟣 active (merged)     skills-lint PR #31 · CLI NO_COLOR support
     ├─ pixabay-adapter.service   ⚡ active (in-review)  anythingmcp PR #1468 · Media MCP Gateway
     └─ upstream-engine.service   🚀 active (verified)   browser-use PR #6279 · 130 CI checks passing

  

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"I don't collect badges. I ship systems."

_{Architected with intention. Verified under test.}