doors. door handles. the arc enemy of robotic superiority
AUTOMATION
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Building Production Agents: Podcast Deep Dive Details
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we are doing this podcast specifically to highlight the innermost details of building agents in production may be a little niche, but its a niche i like
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OpenAI’s AI Reaching Research Intern Level by September 2026
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OpenAI's Chief Scientist says AI is getting close to being as good as a human research intern.
— Jacob Effron (@jacobeffron) 10 avril 2026
This past September, @sama and @merettm predicted fully autonomous AI researchers by 2028.
Jakub's update: "I think we're not very far from models that can work autonomously for a… https://t.co/jsmSU6cSNH pic.twitter.com/gzzyonGEF8OpenAI's Chief Scientist says AI is getting close to being as good as a human research intern. This past September, @sama and @merettm predicted fully autonomous AI researchers by 2028. Jakub's update: "I think we're not very far from models that can work autonomously for a couple days… and produce much higher quality artifacts on their own." Jacob Effron (@jacobeffron) At @OpenAI, Chief Scientist @merettm helps lead the research roadmap to AGI including a research intern-level AI system by September 2026 and a fully automated AI researcher by March 2028. I sat down with Jakub to check on those timelines and ask him all of my top-of-mind AI questions including: ▪️ How OpenAI thinks about extending RL beyond code and math ▪️ The current state of alignment research as more powerful models loom ▪️ The future of continual learning ▪️ How startups should think about building their own models/harnesses And he also shared some great stories around OpenAI’s pioneering work on math. YouTube: piped.video/vK1qEF3a3WM Spotify: bit.ly/4sjUyrN Apple: bit.ly/41jAdrN 0:00 Intro 1:53 Research Intern Capability Timelines 4:59 Math Breakthroughs 7:59 RL Beyond Verifiable Tasks 12:32 RL vs In-Context 19:01 Allocating Compute Internally 28:18 AI for Science 31:40 Pattern Matching 33:23 Solving the Hardest Math Problems 37:40 Chain of Thought Monitoring 44:33 Generalization and Value Alignment in Models 47:57 Inside OpenAI 51:55 Quickfire — https://nitter.net/jacobeffron/status/2042234897134162077#m
→ View original post on X — @ceobillionaire, 2026-04-10 14:10 UTC
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Hermes Agent Open Source Framework Ecosystem Mapped and Documented
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Hermes Agent is one of the most powerful open source AI agent frameworks and nobody knows how to use it. Someone just mapped the entire ecosystem. 80+ tools, skills, plugins, and integrations documented in one place. 568 GitHub stars in 48 hours. Zero to fully autonomous agent in an afternoon.
→ View original post on X — @ceobillionaire, 2026-04-10 13:45 UTC
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Claude Multi-Agent Collaborative Workflow
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8. Claude Multi-Agent Workflow You are 4 collaborative agents:
• Architect (system design)
• Engineer (development)
• Reviewer (quality control)
• Optimizer (performance improvement) Return:
• Architecture
• Implementation
• Review feedback
• Final optimized version -
AI Autonomy: Why Supervision Remains Essential for Safety
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Agent AI can execute tasks on its own, but giving it financial control or full autonomy can lead to unexpected actions you didn’t plan for. Until it’s more reliable, the smartest move is to keep AI supervised while it works so you stay in control. pic.twitter.com/ksNjbsOpkZ
— Satya Mallick (@LearnOpenCV) 10 avril 2026Agent AI can execute tasks on its own, but giving it financial control or full autonomy can lead to unexpected actions you didn’t plan for. Until it’s more reliable, the smartest move is to keep AI supervised while it works so you stay in control.
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Eliminating Polling in Agent Loops Improves Development
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Moving away from polling in the agent loop is huge. Finally a way to stop babysitting dev servers haha, will play around with it!
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Canvas Machines Now Support Level 4 Sanding for Advanced Finishes
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Canvas Machines Now Support Level 4 Sanding for Advanced Surface Finishes
— Ronald van Loon (@Ronald_vanLoon) 10 avril 2026
by @canvas_build#AI #Robotics #EmergingTech #Innovation #Technology pic.twitter.com/jgEL47nvuQCanvas Machines Now Support Level 4 Sanding for Advanced Surface Finishes by @canvas_build #AI #Robotics #EmergingTech #Innovation #Technology [Translated from EN to English]
→ View original post on X — @ronald_vanloon, 2026-04-10 12:50 UTC
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AI-Powered Parts Ordering with Supplier Certificate Verification
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When AI suggests a parts order, supervisors can click to see the original supplier certificate and the chain of custody.
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Advanced Document Extraction with AI Transforms Data Processing
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Document extraction will never be the same! Traditional document extraction pipelines break on long and complex documents. You process a 100-page contract. Split it into chunks. Extract data from each chunk separately. Stitch the results back together manually. A table spanning