The Menon Lab

Persistent memory, estate vaults, and enterprise AI — our open-source projects

• litecrew: Multi-Agent Orchestration in 100 Lines of Python
• SoulSearch v0.3: Ollama Support, Session Memory, and Web Search — Open Source Only
• SoulSearch: AI Browser Extension with Private Git Memory, Sessions, and Browser Automation
• soul.py: Your AI Remembers Nothing. This Fixes It in 10 Lines.
• Your Family Shouldn't Have to Guess: Building Soul Legacy
• Introducing SoulMate: Persistent AI Memory as a Service
• soul-schema: Auto-Document Your Data Warehouse in 3 Minutes
• soul-stack: One Docker Command to Give n8n Persistent Memory

Tutorials, comparisons, and deep dives on using the Soul ecosystem

• soul.py v0.2.0: Modulizer — 50% Token Savings with Zero Infrastructure
• langchain-soul & llamaindex-soul: Full Soul Ecosystem for Your Framework
• soul.py v2.0: We Added a Brain to the Memory
• Meet Darwin: Your AI Guide to the Soul Book
• Add Persistent Memory to Any Project in 5 Minutes
• Adding Persistent Memory to n8n AI Workflows with soul.py
• soul.py vs memU: Two Philosophies of Agent Memory
• The Darwinian Agent: What Evolution Teaches Us About AI Memory

Original perspectives on where AI is heading

• AI Capital: The Organizational Shift Nobody's Talking About
• Rethinking What 'AI-Assisted' Actually Means in Radiology
• Code vs JSON: The Evolution of LLM Tool Calling

Understanding the science behind the breakthroughs

• Do You Really Need GPT-5? The Densing Law Says Probably Not
• Grokking: How a 777-Parameter Transformer Learned Real Math
• Multi-Turn Visual Context in VLMs: Send the Image Once, Ask Questions Forever
• From Meshes to Neural Operators: The Future of Physics Simulation

Hands-on tutorials that get you results

• 7 RAG Patterns You Need to Know in 2026
• MCP Database Wars: Google's Managed Servers vs MindsDB's Federated Engine
• Solving Context Rot: GSD vs BMAD vs Taskmaster for AI Coding Agents
• Building a Completely Local Voice AI Agent: LiveKit, VAPI, and the Voice-Native Revolution

Keeping AI systems safe and reliable

• Your AGENTS.md Is an Attack Surface (And We Found This the Hard Way)
• Crust: A Security Gateway That Protects You From Your Own AI Agents
• Claude Code Security: The $10 Billion Wake-Up Call

Open-source projects ready to use today

• litecrew: Multi-Agent Orchestration in 100 Lines of Python
• OpenClaw: Run Your Own Personal AI Assistant Anywhere
• AI Agents on Android: DroidClaw vs OpenClaw vs Termux Options Compared
• Browser-Use: Teaching AI to Navigate the Web Like You Do
• Unsloth: Fine-Tune LLMs from VS Code Using Free Colab GPUs

The open-source AI agent platform and its growing family of forks

• From Fork to Industry: How OpenClaw Spawned a Market in Four Months
• memory-lancedb-pro: Give Your OpenClaw Agent a Brain That Actually Remembers
• 5,400+ Free OpenClaw Skills Just Dropped — Here Are the Ones Worth Installing
• Skills vs MCP: The Token Efficiency War (And Why It's Not Either/Or)
• Clawe: Trello for AI Agents — Built on the OpenClaw Phenomenon
• GitClaw: Your AI Agent Lives in a Git Repo
• We Forked a Rust AI Agent for 24/7 Railway Hosting — Here's Everything We Had to Fix
• MetaClaw: Dynamic Skill Injection for OpenClaw Agents — What's Real and What's Hype
• NanoClaw + Docker Sandboxes: MicroVM Isolation Is Now the Default for AI Agents