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Headless everything for personal AI Matt Webb thinks headless services are about to become much more common: Why? Because using personal AIs is a better experience for users than using services directly (honestly); and headless services are quicker and more dependable for the personal AIs than having them click round a GUI with a bot-controlled mouse. Evidently Marc Benioff thinks so too: Welcome Salesforce Headless 360: No Browser Required! Our API is the UI. Entire Salesforce & Agentforce & Slack platforms are now exposed as APIs, MCP, & CLI. All AI agents can access data, workflows, and tasks directly in Slack, Voice, or anywhere else with Salesforce Headless. If this feed does take off it's going to play havoc with existing per-head SaaS pricing schemes. Tags: matt-webb, salesforce, saas, ai
RT Vercel Re Our investigation has revealed that the incident originated from a third-party AI tool with hundreds of users whose Google Workspace OAuth app was compromised. We recommend that Google Workspace Administrators check for usage of this app immediately. https://vercel.com/kb/bulletin/vercel-april-2026-security-incident#indicators-of-compromise-iocs
RT AI Engineer 🆕 The Future of MCP https://www.youtube.com/watch?v=v3Fr2JR47KA London is the home of MCP, which is just a little over a year old and now the most successful AI integration protocol ever! @dsp_'s keynote recaps the past year and milestones, but also reintroduces what you can do with MCP (e.g. MCP Apps cc @idosal1 @liadyosef), and contrasts vs Skills and CLIs. It is still very early, and upcoming work is coming in progressive discovery (tool search cc @mattzcarey) and programmatic tool calling (code mode @threepointone). If we learned anything on the ground at AIE Europe, it is that MCP is actually far more foundational and widely adopted than even -we- appreciated!
This is why cybersecurity is the best startup category to build in right now Every major platform is getting breached in 2026. vercel, snowflake, the list keeps growing. companies are mass migrating to cloud and AI infrastructure faster than security teams can keep up If you're building a cybersecurity startup right now, your timing is perfect The attack surface is expanding every single day and the buyers have never been more plentiful Be safe out there
We’ve identified a security incident that involved unauthorized access to certain internal Vercel systems, impacting a limited subset of customers. Please see our security bulletin: https://vercel.com/kb/bulletin/vercel-april-2026-security-incident
View quoted postRT LangChain OSS LangChain Community Spotlight: Saving $1M in LLM Costs 💰 Gustaf, an AI Engineer, shows how he reduced a production RAG chatbot's costs by 90% and improved latency by 82% through caching, intelligent routing, and LangGraph-powered context management. 📺 Watch the full breakdown: https://www.youtube.com/watch?v=4x4nM0uPmg0

本文作者刘小排提出,当前最强的编程Agent并非Codex或Claude Code,而是仅在ChatGPT网页版中免费使用的ChatGPT Pro(实为GPT-5.4 Pro API)。其优势在于超强的思考能力、云端虚拟机支持、全网调研与自测能力,能产出远超其他模型的高质量代码。作者分享了一套协作流程:先用Claude Code初步设计,再由ChatGPT Pro完善需求、生成完整项目包,最后在本地用Codex/Claude Code编写代码,并通过GitHub授权让ChatGPT Pro审查与生成补丁。虽然无法直接提交代码,但其输出的架构与代码质量极高,适合处理复杂、多维度的开发需求。作者鼓励用户大胆提出高要求,以最大化其潜力。