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Achievement: Pull SharkAchievement: YOLO

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Ritinpaul/README.md

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> Hey there! I'm Ritinpaul Singh  ·  Founder @ Nuuvixx


「 Building agent governance infrastructure, distributed systems, and AI pipelines that work in production, not just demos 」

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I build developer infrastructure, AI agent systems, and full-stack products with a focus on production-readiness over demo metrics.

Started as a frontend developer, progressively moved through real-time backend systems, multi-agent AI pipelines, DeFi smart contracts, and governance infrastructure for autonomous agents. My projects tend to be vertically complete: from ZK circuits at the base to polished dashboards at the top.

Founder of Nuuvixx, building agent governance and execution infrastructure. Active open source contributor at Meilisearch and OpenFoodFacts.

>>> Building multi-agent governance infrastructure for autonomous AI.
>>> Deep Abstaining Classifiers: ECE 0.0033, F1 0.861, 99.95% accuracy.
>>> 2,400 ops/min distributed engines. <22ms P95 latency.
>>> LeetCode Knight  Rating 1859 | Top 5.81% globally.

Research beyond demo accuracy. Rigorous statistical validation and adversarial resilience.

TrustNet · Deep Abstaining Classifier

"I Don't Know" is a Valid Answer. A selective prediction framework for fraud detection with an explicit abstention neuron trained via:

L_DAC = -log(p_true + p_abstain) + α·p_abstain

(α = 0.3) Forces calibrated uncertainty.

Validated across 3 seeds with paired t-tests.

99.95% accuracy · +8.3% F1 (0.861) · ECE: 0.0033

PyTorch NumPy Scikit-Learn Flask

ChaosAgent · Byzantine Fault Harness

Autonomous fault injection for multi-agent LangGraph loops. Injects 6+ discrete failure modes in Python user space:

  • Latency spikes & dropped sockets
  • Schema mutations & hallucinated returns
  • Contradictory context injection
  • Silent state divergence

Quantifies Resilience Index: recovery steps, retry waste, state delta.

6+ fault vectors · 100% circuit break capture · <250ms RTO

Python LangGraph FastAPI Docker Pytest

AgentGovern OS Enterprise multi-agent governance: centralized RBAC, dynamic trust scoring, gVisor sandboxes, immutable PostgreSQL audit hash chain. <45ms auth sync · 100% audit traceability · -68% LLM cost Python · FastAPI · LangGraph · PostgreSQL · Redis · ChromaDB


BugPulse AI-powered bug triage: Gemini API synthesizes P0-P3 severity from Sentry/Slack/GitHub payloads. Live SSE dashboards. <1.8s triage latency · 94% duplicate detection Hono · tRPC · Gemini API · PostgreSQL · React · TypeScript


ContextForge Production RAG: Redis vector cache (<15ms recall), LangGraph hybrid search, RAGAS evaluation CI/CD gates. 100K+ docs · -38% hallucinations · -40% token costs LangGraph · FastAPI · Redis 7.2 · pgvector · RAGAS

Credit-Swarm 18 specialized LangGraph agents (adversarial researcher, Five Cs analyst, forensic accountant, committee) producing downloadable Credit Appraisal Memos (CAMs). XGBoost + LightGBM scoring · Full PDF CAM output Python · LangGraph · FastAPI · XGBoost · React


AgriFinance DeFi for farmers: zero-collateral loans via AI credit scoring and on-chain DAO governance. ZK proof circuits, gasless UX via Biconomy AA. Live on Sepolia · DAO voting · Batch NFT crop tokens Solidity · Hardhat · ethers.js · React · ZK Circuits


TaskMesh Distributed orchestration: Redis Streams PEL reclamation, PostgreSQL idempotency keys, circuit breaker, DLQ isolation. 2,400 ops/min · 22ms P95 · 100% task retention under crash Python · FastAPI · Redis Streams · PostgreSQL · Prometheus


Python
TypeScript
Rust
Solidity
PyTorch
FastAPI
React
Next.js

PostgreSQL
Redis
Docker
Prometheus
Grafana
Node.js
Scikit-Learn
Git

GitHub Streak

Contribution summary


Organization Repository Contribution
Meilisearch meilisearch/meilisearch Search engine core
OpenFoodFacts openfoodfacts/openfoodfacts-explorer Svelte frontend, UX, image handling
Nuuvixx github.com/nuuvixx Founder, agent governance platform

5+ Merged PRs across production open source codebases.


AWS Certifications (2026)

  • AWS Certified Machine Learning Engineer, Associate
  • AWS Certified AI Practitioner
  • AWS Certified Cloud Practitioner
  • SAP Certified Generative AI Developer

Recognition

  • 🏆 LeetCode Knight · Rating 1859 · Top 5.81% globally
  • 🥈 Silver @ SymbiOS INDCON'26
  • 🥈 Runner-Up @ Hack2Health · Silver @ Cyber 2025
  • 📚 SRM University CSE · 9.31 / 10 CGPA

🤝 Open to

  • Full-time AI Engineering roles
  • Backend & Distributed Systems
  • Agent infrastructure research
  • High-impact open source

⚡ Building production AI systems.
Star ⭐ the repos if they helped you!

📫 Contact

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  1. AgentGovern-OS AgentGovern-OS Public

    Python

  2. BugPulse BugPulse Public

    JavaScript

  3. ChaosMesh ChaosMesh Public

    Python

  4. InsightFlow InsightFlow Public

    Python

  5. TaskMesh TaskMesh Public

    TypeScript

  6. TrustNet TrustNet Public

    Python