the best teams building agents ship early and iterate quickly you can't just ship an agent and then forget about the key to getting the best agents is to build an iterative improvement loop
AGENTS
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Defining AI Agents as Systems Beyond the Model
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agents are definitionally a system around a model lots more than a model!
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Popular AI agent frameworks for development
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Custom (just a python file) and Viktor seem to be most popular right now
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Using MCP Connectors and Prompts for AI-Driven Data Audits
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Three ways to deploy this: MCP Connectors (strongest): If you use Claude with Google Calendar, Notion, or any connected app, paste the prompt and say "read my calendar for this week." Claude pulls your real schedule and runs the audit on live data. Spreadsheet upload: Export
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RouteMoA: Efficient AI Agent Collaboration via Intelligent Model Routing
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What if you could boost AI agent collaboration while slashing costs by nearly 90%? Researchers from SJTU, CUHK, Tencent, and NTU present RouteMoA. Instead of running every model first, a lightweight scorer predicts each model’s potential from the query alone, then a mix of
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Agentic AI as the New Creative Design Partner
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Agentic AI as the New Design Partner AI is evolving into more than automation — agentic AI is becoming a creative collaborator and design partner across industries. Read more https://
bernardmarr.com/agentic-ai-as-
the-new-design-partner/
… #AI #Design #Innovation #BernardMarr -
Claude Code Powers 10-Stage AI Academic Research Pipeline
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someone just dropped a full 10-stage academic research pipeline for Claude Code. It doesn’t write your paper for you, it hunts references, formats citations, verifies data, and even runs a "devil's advocate" agent to attack your own thesis. Here's why it's a massive deal for
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ERNIE 5.1 achieves near SOTA with only 6% pre-training cost
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Hold on, Chinas ERNIE 5.1 is almost SOTA but using only around 6% of the pre-training cost of comparable models?? ERNIE 5.0’s pre-training foundation: Baidu says ERNIE 5.1 achieves stronger search, reasoning, knowledge Q&A, creative writing, and agentic capabilities while using
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New Research Paper Examines Capabilities of Autonomous AI Agents
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Harvard, MIT, Stanford & Carnegie Mellon just released one of the most disturbing AI papers of 2026. “Agents of Chaos” http://
arxiv.org/pdf/2602.20021 Autonomous AI agents with real tools:
→ Email
→ File systems
→ Persistent memory
→ Shell access http://
drdebashisdutta.com -
Excited speculation about next AI model’s 8-hour workday at 80% success
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Holy sh*t! That jump! So the next model after Mythos will work a whole 8 hour work day at 80% success rate, I assume.