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- 🤖 ByteDance DeerFlow 2.0: Multi-Agent Framework
🤖 ByteDance DeerFlow 2.0: Multi-Agent Framework
🦾Plus: 🚀 Anthropic ships remote computer use
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Hey folks! Let’s get into Big Data and AI craziness…
In today's edition: Memory isolation, drone deliveries, guaranteed returns, and 8,000 OpenAI employees. A week of firsts — decoded in 5 minutes.👇
🧪The Top 10 LLM Evaluation Tools
🗂️cq: Stack Overflow for Agents
📦OpenAI adds container pooling to Responses API
🏢Alibaba launches Accio Work,AI agent platform for SMEs
🎨 Luma AI’s new image model thinks as it generates
💡 AI Tutorial:How to save repeating workflows in Claude Code
🤖AI Tools and Data Tools to checkout
DeerFlow 2.0 is a multi-agent framework that lets you run complex workflows through coordinated agents instead of one overloaded model. It solves shared-context issues by isolating each agent with its own memory, tools, and execution environment. You give one prompt, and the system plans, executes, and returns a complete result.
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LLM evaluation tools help teams measure how a model performs across various tasks, including reasoning, summarization, retrieval, coding, and instruction-following. They analyze performance trends, detect hallucinations, validate outputs against ground truth, and benchmark improvements during fine-tuning or prompt engineering
cq is a way for agents to share the useful knowledge they have locally for the benefit of other agents. It allows agents to share knowledge, with other agents confirming what works and flagging what's gone stale. This stops agents from wasting tokens on what doesn't work. The more knowledge the agents share, the better they all get.
OpenAI updates the Responses API with container pooling, which reuses execution environments across requests. Instead of starting a new container each time, the system routes work to an existing one. This cuts setup time by about 10x and keeps workflows moving without repeated initialization.
Alibaba introduced a new agentic AI platform for enterprises through its international unit, Accio Work, marking another step in the global race for AI-driven business automation.
Choose the path that matches your goals—prototype fast as a developer, or scale with enterprise support.
👨💻 Data Tools, Libraries
ArrowJS (Website)
ArrowJS is a fast, type-safe UI framework for the agentic era with zero dependencies.
Claude Code has a new feature called Auto-dream that basically runs a sub-agent periodically to consolidate Claude's memory files for better long-term storage.
AI News:
Anthropic just released a research preview that hands Claude direct control of your desktop — letting it click, type, and navigate across any app on your Mac while you step away, with phone-based task assignment through Dispatch. The newly released Dispatch turns the combo into a remote setup, allowing users to fire off a task from mobile and letting Claude handle it on the computer.
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Luma AI rolled out Uni-1, an image model that processes text and visuals through the same pipeline — thinking through what it's asked to do before and while it creates, with the company calling this approach "path to general intelligence." Uni-1 runs on the same type of architecture as GPT Image 1.5 and Nano Banana Pro, processing text and images in a single pipeline instead of diffusion.
Wing is bringing its ultra-fast residential drone delivery service to the Bay Area. The company currently operates in limited areas of Atlanta, Charlotte, Houston, and Dallas-Fort Worth. It has completed more than 750,000 deliveries. Users can get drone delivery through eligible apps like Walmart and DoorDash, as well as Wing's own marketplace.
OpenAI is pitching private equity firms a guaranteed minimum return of 17.5% plus early model access to recruit partners like TPG and Advent for a joint enterprise venture. Anthropic’s deal has no such returns.
The hiring push spans product, engineering, research, and sales as the company races to scale enterprise offerings against Anthropic and Google. Hiring is expected across product development, engineering, research, and sales, along with roles such as technical ambassadorship, the Financial Express reported.
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AI Tutorial
How to save repeating workflows in Claude Code
If you find yourself repeating the same sequence of prompts across different sessions, you can have Claude Code save that workflow as a reusable slash command.
Meta staff engineer John Kim demonstrated this by asking Claude to pull articles about iOS from Hacker News and save a summary to his local “.claude” directory. Once the task was complete, he simply told Claude:
Save what we just did into a new skill called fetch-hackernewsClaude generated a markdown file in “.claude/skills/” that contains a system prompt capturing the entire workflow. This file is automatically registered as “/fetch-hackernews” command, allowing you to rerun the whole process from scratch. When Kim wanted to add another source, he didn't need to manually edit the file, he simply told Claude:
Extend this fetch-hackernews skill to also pull from Apple developer newsClaude updated the skill to incorporate the new source. This concept works for any repetitive task: from running test suites to generating changelogs or deployment checklists. Just run through the workflow once, ask Claude to save it, and you’ll have a custom slash command ready for future sessions.
🔥Top AI tools to increase productivity:
Marblism generates a fully-functional web application from a single prompt
Clipwing A tool for cutting long videos into dozens of short clips
Overlap: Clips, reformats, and posts long-form videos.
CrePal: Turns your ideas into stunning videos.
Mastersheets: Unifies data with role-based spreadsheet workflows.
SmartTalk: Automates WhatsApp customer responses 24/7.
Voice Isolator: Removes background noise and isolates vocals.
FlowPost: Schedules branded posts across multiple platforms.
FreeBeat: Turns music and ideas into viral videos,
View our database of all the best AI tools for your needs: aitoolsup.com
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A.I. Generated Image of the Day
👀 Artic Ocean
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