Static orchestration is the silent killer of multi-agent RAG systems. The query changes, but the agent topology stays the same. The work introduces HERA, a framework that jointly evolves multi-agent orchestration and role-specific agent prompts. At the global level, it optimizes query-specific agent topologies through reward-guided sampling. At the local level, it refines individual agent behaviors via credit assignment and dual-axes prompt adaptation. On six knowledge-intensive benchmarks, HERA achieves an average improvement of 38.69% over recent baselines. Why does it matter? As multi-agent RAG systems scale, the gap between fixed pipelines and adaptive orchestration will only grow. HERA shows that letting the system learn its own coordination structure produces compact, high-utility agent networks. Paper: arxiv.org/abs/2604.00901 Learn to build effective AI agents in our academy: academy.dair.ai/
AUTOMATION
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Abacus AI Simplifies OpenClaw Agent Deployment Without Setup
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OpenClaw is overhyped. Most people can’t even run it properly – setup is messy, security is risky, and it breaks easily Abacus AI fixed that. Run OpenClaw-style agents with Abacus AI Agent. no setup, no configs, just real workflows running end-to-end.
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mngr: Open Source Tool for Managing Parallel Claude Code Sessions
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mngr: programmatically manage 100s of claude code sessions in parallel 🤖 open source today. lets you do things like: — for each open GitHub issue, create a PR — for each flaky test in the past week, fix it — for each rule in style guide, scan codebase & fix all instances runs any agent: @claudeai, codex, @opencode, etc. runs on any compute: locally, @modal, @Docker, or anything you can ssh into.
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Smart Humanoid Robot Transforms Home Assistance and Caregiving
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Smart Humanoid #Robot Aims to Transform Home Assistance and Caregiving
— Ronald van Loon (@Ronald_vanLoon) 2 avril 2026
via @ZappyZappy7
#Robotics #ArtificialIntelligence #Innovation #Technology pic.twitter.com/yDBb9ezLWDSmart Humanoid #Robot Aims to Transform Home Assistance and Caregiving
via @ZappyZappy7 #Robotics #ArtificialIntelligence #Innovation #Technology -
Open-source plugin optimizes Claude Code with multi-agent coordination
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Your Claude Code setup is 3x slower than it could be right now.
— AlphaSignal AI (@AlphaSignalAI) 2 avril 2026
An open-source plugin can now run 32 specialized AI agents inside Claude Code.
Zero new tools. Zero learning curve.
The project is called oh-my-claudecode.
It coordinates Claude, Gemini, and Codex through tmux… pic.twitter.com/XdA0p71JIEYour Claude Code setup is 3x slower than it could be right now. An open-source plugin can now run 32 specialized AI agents inside Claude Code. Zero new tools. Zero learning curve. The project is called oh-my-claudecode. It coordinates Claude, Gemini, and Codex through tmux
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$6M ARR with AI and One Employee at Polsia
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$6M+ ARR. One human employee. Almost 5,000 companies running 24/7 — while he sleeps. That's what @Bencera built with @polsia. New episode of Exponential Scale is live. If you're building with AI, this one's going to hit different. 🎧 Listen: scalebrate.com/podcast/6m-arr-with-all-agents-and-1-employee-interview-with-ben-broca-founder-of-polsia [Translated from EN to English]
→ View original post on X — @rschmelzer, 2026-04-02 15:01 UTC
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Krea AI Launches Skills Package for Agent Integration
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introducing Krea Skills.
— KREA AI (@krea_ai) 2 avril 2026
any agent can now use Krea with just one command.
npx skills add krea-ai/skills pic.twitter.com/jI51b3JRFcintroducing Krea Skills. any agent can now use Krea with just one command. npx skills add krea-ai/skills
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India’s Offshoring Arbitrage Reaches Its Automation Ceiling
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The India concentration across this list is not a coincidence. Roles that were moved there for cost efficiency over the last two decades are now being automated for the same reason. The arbitrage has a ceiling.
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Comparing Microsoft CSP Partners in Boston Guide
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Comparing Microsoft CSP partners in Boston: Which one is right for you? cloudcomputing-news.net/news… #Cloud #Automation #Data #Tech #DigitalTransformation #CloudComputing #RAG #CTO
→ View original post on X — @craigbrownphd, 2026-04-02 13:44 UTC
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Real-time Environmental Monitoring Transforms Sustainability Compliance
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Environmental data is moving from periodic reports to continuous streams across operations. IoT sensors connect air, water, and energy metrics to daily decisions, since real-time monitoring turns compliance and sustainability into managed processes. Microblog by @antgrasso
→ View original post on X — @antgrasso, 2026-04-02 13:08 UTC