Helio offers AI colleagues who sit in the same communication channels to divide the work among themselves, challenge each other's ideas, and push tasks forward without prompting. It handles side projects, daily reports, contract reviews, repetitive ops tasks, and everything you
AGENTS
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AI Agent Token Consumption: Research Paper & Project
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Paper: https://
arxiv.org/abs/2604.22750
Project website: https://
longjubai.github.io/agent_token_co
nsumption/
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Coding agent interfaces leave developers’ IDEs
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Or does this reflect the fact that the most popular interfaces for coding agents nowadays no longer reside in developers' IDEs?
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Microsoft paper: SkillOpt for self‑evolving agent skills
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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 -
AI Agents and Responsibility: clip by @thsottiaux and @siliconvalleymm
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Agents and AI responsibility; nice clip from @thsottiaux and @siliconvalleymm https://t.co/nDhaCB2v70
— Gary Marcus (@GaryMarcus) 26 mai 2026AI Agents and Responsibility; nice clip by @thsottiaux and @siliconvalleymm
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Cofounder as AI cofounder for ActiveGraph, managing website and blog
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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
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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.