/2 Prompting agents by hand is starting to look outdated. Loop engineering is a framework for turning coding agents into repeatable workflows. Instead of prompting Grok, Claude Code, Codex, or Cursor one step at a time, you define a recursive goal and let the agent iterate with
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Top AI repos: creative ideation, loop engineering, token cost reduction, extraction
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Top AI Repos of the Week (June 19 – 26) 1. Hermes Creative-Ideation skill: 22 methods to break your agent's creative rut 2. Loop engineering: design the system that prompts agents for you 3. Headroom: cut LLM token costs 60-95% without losing answers 4. Hyperextract: turn
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AI video: from great idea to finished shot in an afternoon
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the distance between a great idea and a finished shot used to be a budget.
— Nico (@nicos_ai) 26 juin 2026
now it’s an afternoon.
magnific + byteplus seedance 2.0: industrial grade video, usable on the first try https://t.co/WjYsZZaGcMthe distance between a great idea and a finished shot used to be a budget. now it’s an afternoon. magnific + byteplus seedance 2.0: industrial grade video, usable on the first try
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White House Limits GPT-5.6, AI Avatar Confession, and More
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Top stories in AI today: – The White House limits GPT-5.6 release
– Rowan’s Corner: The AI avatar confession
– Give your AI agent a credit card (safely)
– Anthropic flags Alibaba’s ‘largest’ distillation attack
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Google’s Hidden MCP Config on Gemini macOS Raises Questions
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Google has a hidden MCP integration config on Gemini for macOS but it is yet unclear if MCPs will ever become available over there. Tbh, I am not getting why it is that challenging to simply enable MCPs across Gemini products. It is quite an essential feature that opens up a
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This guy made AI so powerful that grandma uses Claude Code
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This guy has single handedly made sure AI is so powerful and widely used that even my grandma now uses Claud code
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Overcoming fear of Grok’s knowledge for agentic news reading
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Grok knows everything. It knows all my good, all my bad, and all my evil. It knows how I think and everything about my last 20 years. It's a little scary, but once you get over the fear and apply it to agentic thinking, all of a sudden I have an AI that reads the news for me.
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RMUX: True multiplexer for agent-based workflows with dynamic panes
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3/ because RMUX is a true multiplexer first, you aren't just launching a fragile web wrapper. You get a real environment perfectly designed for modern, agent-based workflows. → Safely inspect long-running AI shells
→ Resize splits and manage panes dynamically
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Loop Engineering: Building Systems That Prompt Agents Instead
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A SENIOR ANTHROPIC ENGINEER JUST DROPPED AN 11-PAGE PDF ON LOOP ENGINEERING. The core shift: stop prompting the agent. Build the system that prompts it. Inside the autonomous loop: – Discover → Finds its own work (failing CI, open issues).
– Isolate → Uses separate git -
SakanaAI and Azusa Audit launch CoffeeBench for LLM agents
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SakanaAIは、有限責任あずさ監査法人と共同で、LLMエージェントの長期的な経営能力を評価する新しいベンチマーク「CoffeeBench」を公開しました。
— Sakana AI (@SakanaAILabs) 26 juin 2026
ブログ：https://t.co/kUOiyV2moe
現実の経済では、消費者へ直接売るビジネスだけでなく、企業同士が継続的に取引するビジネスも重要です。CoffeeBench… pic.twitter.com/mpUirKc8kDSakanaAI, in collaboration with Azusa Audit Corporation, published a new benchmark called "CoffeeBench" to evaluate the long-term management capabilities of LLM agents. Blog: https://sakana.ai/coffee-bench/ In the real economy, companies that sell