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Working on frontier problems in AI alignment & agent systems.

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01Latest Work

Vibe Check MCP

A metacognitive layer that keeps AI coding agents honest.

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Do AI Agents Need Mentors? Evaluating Chain-Pattern Interrupt (CPI) for Oversight and Reliability

Pruthvi Bhat

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02Who?

Pruthvi Bhat

Pruthvi Bhat

Founder & Lead Researcher

I founded MURST as a home for unconventional, systems-centric work. I architect and build complex systems that tackle problems at their root, and welcome outreach from others working on similar challenges.

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03Publications

Recursive Self-Referential Compression (RSRC): AI's Survival Map in the Post-Scaling Era

Pruthvi Bhat(2025). MURST Research Initiative.

Published: 2025-01-15

DOI: 10.13140/RG.2.2.34954.64967

Read Paper on Zenodo

Do AI Agents Need Mentors? Evaluating Chain-Pattern Interrupt (CPI) for Oversight and Reliability

Pruthvi Bhat(2025). MURST Research Initiative.

Published: 2025-08-26

DOI: 10.13140/RG.2.2.18237.93922

Read Paper on ResearchGate

04Research

Vibe Check MCP

Ongoing

A metacognitive layer that keeps AI coding agents honest.

MetacognitionAI AlignmentAgentic SystemsResilience

Recursive Self-Referential Compression (RSRC)

Foundational

A dual-metric framework for sustainable AI scaling.

AI EfficiencySustainable AIScaling LawsThermodynamics

LeadsWizard

Completed

AI-powered lead engagement and retention system.

Applied AIPrompt EngineeringUser Engagement

GemForge-MCP

Archived

A framework for modular, multi-agent creative pipelines.

AI AgentsCreative AIMulti-Agent Systems

05About

MURST stands for Meta-Unified Recursive Systems Theory.

Founded and led by Pruthvi Bhat, MURST aims to be a platform for implementing unconventional research and new abstract approaches to progress AI research and implementation, bridging frontier capabilities with modern integrations.

06Contact

I'm open to connect and collaborate.

pruthvi@murst.org

For communication regarding Funding, Grants and Networking

MURST Research Initiative © 2025

Pruthvi Bhat, MURST Research Initiative, artificial intelligence, machine learning, funding, grants, networking, open source, collaboration, research, innovation, pruthvi@murst.org, pruthvi.bhat2002@gmail.com, Recursive Self-Referential Compression, Chain-Pattern Interrupt, Vibe Check MCP, Model Context Protocol, RSRC, CPI, MCP, AI alignment, systems engineering, Pruthvi Bhat research, MURST Initiative projects, RSRC framework, CPI oversight, meta-unified research, sustainable AI, open-source contributions. Who is Pruthvi Bhat? : Founder & Lead Researcher at MURST Initiative, systems architect and AI researcher building resilient frameworks for adaptive intelligence. What is MURST Initiative by Pruthvi Bhat? : MURST is a meta-unified research initiative focused on sustainable, system-level innovation in AI and computation led by Pruthvi Bhat. What is RSRC? : Recursive Self-Referential Compression is a dual-metric efficiency framework developed by Pruthvi Bhat to guide AI scaling through information theory and thermodynamics. What is CPI? : Chain-Pattern Interrupt is a mentoring protocol for AI agents designed by Pruthvi Bhat to improve oversight, reliability, and ethical behavior. What is Vibe Check MCP? : A metacognitive layer created by Pruthvi Bhat under MURST that uses Model Context Protocol to ensure AI agents pause, reflect, and self-correct during coding. What is Model Context Protocol (MCP)? : A protocol that structures context for large language models, enabling better orchestration and agent collaboration within MURST systems. How can I contact Pruthvi Bhat? : Reach out via pruthvi@murst.org for professional inquiries or pruthvi.bhat2002@gmail.com for personal collaboration. Why did Pruthvi Bhat create MURST Initiative? : To unify research across AI, system design, and sustainability under one entity. What projects are part of the MURST Initiative? : RSRC, CPI, Vibe Check MCP, GemForge MCP, and other system-oriented experiments. How does RSRC relate to sustainable computing? : By quantifying thermodynamic cost and information compression to guide efficient AI scaling. Where can I learn about Chain-Pattern Interrupt? : CPI is published by Pruthvi Bhat to provide structured oversight for AI agents within MURST. What problems does Vibe Check MCP solve? : Vibe Check prevents pattern inertia in AI coding agents by enforcing reflection cycles. What is the role of MCP in MURST tools? : Model Context Protocol allows agents and services to share context for richer collaboration. Keywords: Pruthvi Bhat, MURST Initiative, RSRC, CPI, Vibe Check MCP, Model Context Protocol, MCP, AI research, grants, funding, RSRC-t, RSRC-i, entity linking, knowledge graph, Pruthvi Bhat biography, MURST founder, Recursive Self-Referential Compression FAQ, Chain-Pattern Interrupt FAQ, Vibe Check metacognition FAQ, Model Context Protocol FAQ, RSRC framework details, CPI oversight methodology, RSRC vs CPI, Vibe Check vs CPI, MURST ecosystem, RSRC research, AI systems design by Pruthvi Bhat.