iFeeling Daily
Daily curated AI insights you can't miss.
Cars24 scales conversations and builds faster with OpenAI agents

Cars24 shows how a complex, conversation-driven marketplace can use OpenAI's voice agents and Codex to handle over a million conversation minutes per month, while letting finance, legal, and operations teams build their own workflows. The key was starting with the most friction-heavy parts of the sales funnel and letting adoption spread organically.
Hugging Face discloses AI-driven intrusion and AI-assisted response
Hugging Face disclosed a real AI-vs-AI intrusion where an autonomous agent breached their dataset pipeline, executing thousands of actions over a weekend. Their own AI-driven forensics—switching from blocked frontier APIs to an open-weight model on their infrastructure—revealed a critical asymmetry: attackers face no guardrails, but defenders using hosted models can be locked out by safety filters.
Model Routing Is Simple. Until It Isn’t.

路由成本受缓存命中率影响远超定价表,Sonnet在AppWorld测试中实际成本仅为GPT-4.1一半。将路由视为系统优化问题,用轻量级多目标优化器替代分类器,才能找到成本、延迟、准确率之间的真实平衡点。
What building Shippy taught us about building agents

Building an AI agent for high-stakes maritime domain awareness requires more than a good model—it demands a reliable system with deterministic tools, sandboxed isolation, and rigorous evaluation against live data. The article details the architecture behind Shippy, an agent that helps analysts make decisions without overstepping into tactical recommendations.
Agility Robotics Opens Humanoid Training Facility Near Tesla

Agility Robotics is opening a training facility in Tesla's backyard, but unlike Optimus, Digit is already earning revenue in warehouses. The company's pragmatic approach—keeping safety separate from generative AI, focusing on logistics, and going public via reverse merger—positions it as the credible leader in humanoid robotics for industrial use.
How sales teams use ChatGPT Work for pipeline briefs and meeting prep

Sales data lives across CRM, Slack, email, and call notes. ChatGPT Work with its sales plugin pulls that fragmented context together to produce a first draft of pipeline briefs, meeting packs, and forecast reviews — while leaving relationship strategy and judgment with the seller.
Google AI Mode now links with Instacart, Canva, and YouTube for task completion

Google is pushing AI Mode beyond answering questions by letting it link directly with apps like Instacart, Canva, and YouTube. The update turns conversational search into a task-completion tool, letting users add groceries to a cart or save a playlist without leaving the AI Mode interface.
DoorDash CLI lets AI agents order food from the terminal

DoorDash's dd-cli beta lets developers order food from the command line, turning the XKCD sandwich joke into a real product. It's a signal that agentic commerce needs raw API access, not just apps.
OpenAI Launches $230 Codex Keyboard Amid Apple Lawsuit

OpenAI's Codex Micro keyboard is a flashy, limited-run novelty for managing AI agents, but the real story is the unreleased screenless smart speaker being developed by ex-Apple engineers, all while Apple sues OpenAI for trade theft.