Working in tech then: how to build good ios apps on 3G
Working in tech now: how to give LLMs personalities
AGENTS
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From iOS Development to LLM Personality Design: Tech Evolution
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Manus AI: Context Engineering Over Model Development Strategy
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Manus AI Manus AI chose to focus on context engineering rather than developing models. If you were to start an agentic company today, which would you invest in?
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Managed MCP Servers: Secure LLM Agent Tools with Governance
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Equipping LLM agents with tools shouldn’t mean losing governance or security. Model Context Protocol (MCP) has taken off in recent months, and we’re excited to introduce managed MCP servers with Mosaic AI and Unity Catalog integration. Now your your AI models can securely
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Dynamic Few Shot Prompting to Prevent Agent Overfitting
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3. Dynamic few shot prompting They cautioned against using traditional few shot prompting for agents. Seeing the same few examples repeatedly will cause the agent to overfit to these examples. Ex: if you ask the agent to process a batch of 20 resumes, and one example in the prompt visits the job description, the agent might visit the same job description 20 times for these 20 resumes. Their solution is to introduce small structured variations each time an example is used: different phrasing, minor noise in formatting, etc. [Translated from EN to English]
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Tool Use in Agents: Managing Complexity and Forcing Tool Selection
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2. Tool use Given how easy it is to add new tools (e.g., with MCP servers), the number of tools a user adds to an agent can explode. Too many tools make it easier for the agent to choose the wrong action, making them dumber. They caution against removing tools mid-iteration. Instead, you can force an agent to choose certain tools with response prefilling. Ex: starting your response with <|im_start|>assistant<tool_call>{"name": “browser_ forces the agent to choose a browser. Name your tools so that related tools have the same prefix. Eg: browser tools should start with `browser_`, and command line tools should start with `shell_`
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Composite: A browser-native AI agent with clear utility
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Composite might be the first browser-native agent that doesn’t feel like a gimmick. Just clear utility, fast execution, and zero fluff. Big fan of the no-cloud approach.
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Agentic AI: 6 Key Highlights Defining 2025
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Agentic AI: 6 Key Highlights for 2025
A new era of AI is here—autonomous, goal-driven, and collaborative. Here’s what defines it: 1. Autonomous execution
2. Multi-step planning
3. Tool & data orchestration
4. Multi-agent teamwork
5. Real-time adaptability
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Lovart AI Design Agent Launches with ChatCanvas Interface
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AI-powered design agent Lovart launched out of beta today — becoming available to everyone
— The Rundown AI (@TheRundownAI) 24 juillet 2025
It's also getting ChatCanvas, a new conversational medium where users can point and give visual feedback to their agentpic.twitter.com/y7XQY2va7RAI-powered design agent Lovart launched out of beta today — becoming available to everyone It's also getting ChatCanvas, a new conversational medium where users can point and give visual feedback to their agent
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Microsoft GitHub Spark Enables Full-Stack App Development with Claude
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Microsoft launched GitHub Spark, a new copilot tool that allows users to develop full-stack apps using natural language. Key features:
— The Rundown AI (@TheRundownAI) 24 juillet 2025
—Powered by Claude Sonnet 4
—No setup needed, one-click deployment
—Intelligent features
—Visual editing
—Copilot agentspic.twitter.com/xsijwV8thnMicrosoft launched GitHub Spark, a new copilot tool that allows users to develop full-stack apps using natural language. Key features: —Powered by Claude Sonnet 4
—No setup needed, one-click deployment
—Intelligent features
—Visual editing
—Copilot agents