for ActiveGraph, i'm using Cofounder by @intelligenceco as my… cofounder I'm working on the repo, doing research. Cofounder built the website, manages newsletter/blog, and when I do a new blog or have something new to share, I just ping it saying "here's a link/content, can
AGENTS
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Karpathy ditches RAG for autonomous Obsidian markdown wiki
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@karpathy literally ditched traditional RAG for an autonomous Obsidian file system. Instead of writing code, he dumps raw AI research into a local folder and lets an LLM convert it into an interconnected markdown wiki. He rarely edits the text manually. By relying purely on
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SkillOpt: Reusable External Skills for AI Agents
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The key idea: SkillOpt does not make the deployed agent larger. It trains a reusable external skill artifact offline, then ships only the improved procedure. That is a very different adaptation layer than fine-tuning, prompting, or adding more inference-time calls.
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SkillOpt: Self-Evolving Agent Skills in Agentic AI
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One of the most important objects in agentic AI may turn out to be a Markdown file. Not the model weights.
Not the prompt. The skill document. A new Microsoft paper introduces SkillOpt: Executive Strategy for Self-Evolving Agent Skills. The thesis is sharp: If an agent’s -
Memory Management in AI Systems: MemGPT and Schema Design
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MemGPT is a great parallel. Paging between fast context and slow storage is essentially the same idea; memory needs an explicit policy, not just a bigger buffer. The schema approach pushes that decision even earlier, to ingestion time rather than retrieval time.
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CLI-Anything turns any GUI app into a CLI for AI agents
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Turn any GUI app into a CLI for AI agents! CLI-Anything automatically generates command-line interfaces for any software by analyzing its codebase. Point it at GIMP, Blender, LibreOffice, or any application and get a production-ready CLI that AI agents can use. The problem: AI
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From Passive Chat to Autonomous Action: One-Person Enterprise
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The theme this week? From passive chat → autonomous action.
The building blocks of the one-person enterprise are here. See all tools: http://
futurepedia.io #Futurepedia #AITools #AIAgents #ProductivityAI #FutureOfWork -
7 New AI Tools That Make AI Your Entire Team
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AI is no longer just a chat tool. It's becoming your entire team.
Here are 7 new tools this week that prove it – mailx
– drizz
– lobehub
– pollyreach
– runtime
– storeclaw
– tycoon
#AITools #FutureOfWork #AIAgents -
AI Agents for Small Business Automation with n8n
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AI agents for small business • Automate leads
• Automate email
• Automate support
• Connect workflows
• Reduce manual work AI + n8n = scalable automation without complex coding. Via Giuliano Liguori (
@ingliguori
) #AI #Automation #n8n -
Ontology-Constrained Memory as Reasoning Boundary for Agents
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Ontology-constrained memory is a great way to frame it. The key insight that clicked for me is that the schema is not just a filter on what gets stored, it is also a reasoning boundary. What the agent cannot represent, it cannot hallucinate connections about.