Home Projects Services Writing Learn Research About Contact

Get a grip on AI.

Open-source tools and consulting to help you build reliable, production-ready AI systems.

View Projects GitHub →

Built for the community

Production-ready tools to help you build AI systems you can trust.

🔍
New

RIPR

Multi-LLM fact-checking for AI-assisted content. Three AI models (Claude + ChatGPT + Gemini) independently verify your claims before you publish. Never post something you'll regret.

View on GitHub →
🐳
New

OpenClaw + n8n Stack

Your personal AI operating system in a box. Pre-configured Docker stack combining AI agents with workflow automation — self-hosted and fully customizable.

View on GitHub →

Thinking in public

Deep dives into AI architecture, agent design, and practical implementation from the field.

🔄
Latest

We've Been Building Recursive Language Models Without Knowing It

How practitioners stumbled onto the pattern that MIT CSAIL just formalized — and what we learned the hard way. Connecting RLMs to real-world agentic workflows, sub-agent orchestration, and multi-model validation.

Read on Medium →
🌉

Beyond Babel: Bridging AI's Communication Gap with MCP, A2A, and ACP

A deep analysis of three competing agent interoperability protocols — Model Context Protocol, Agent-to-Agent, and Agent Communication Protocol. Which one wins, and when to use each.

Read on Medium →
🅿️

Building an AI-Powered Parking Assistant: From Melbourne's Open Data to Vic-MCP

Full technical walkthrough of building a parking assistant with MCP server integration, connecting Melbourne's 4,600+ parking sensors to AI agents via n8n and Slack.

Read on Medium →

AI that works for you

From strategy to implementation — we help businesses harness AI effectively.

🎯

AI Strategy

Tailored AI roadmaps that align with your business goals. We help you identify high-impact opportunities and avoid costly mistakes.

Agentic Systems

Design and build AI agents that actually work — with proper guardrails, fact-checking, and integration with your existing tools.

🔄

Workflow Automation

Connect AI to your business processes. From email triage to content pipelines — automate the repetitive, focus on the valuable.

Built by practitioners, for practitioners.

Gripsy is the brainchild of Dr. Gaurav Caprihan — a Ph.D in AI (before it was cool), technologist, builder, and recovering perfectionist with 25+ years of shipping software that actually works. After watching one too many AI demos hallucinate their way into production disasters, he decided to stop complaining and start building. The result? Tools that make AI trustworthy enough to bet your reputation on.

Based in Melbourne, Australia. Building in public. Shipping open source.

25+
Years in Tech
4
LLMs in RIPR
MIT
Licensed
📍
Melbourne

Ready to build something?

Whether you want to use our open-source tools or need hands-on consulting — let's talk.

Get in Touch