How AI Agents Can Repair Trust After a Bad Answer
AI agents will make mistakes in production. The question is whether the conversation repairs trust or makes the user supervise every future answer.
5,369 stories
AI agents will make mistakes in production. The question is whether the conversation repairs trust or makes the user supervise every future answer.
MCP servers introduce a new attack surface: tool poisoning, rug pulls, confused deputy, and the lethal trifecta. What is real, and how to mitigate it.
Learn how to build an enhanced MCP feedback loop for coding agents. Practical guide to integrating automated testing, linting, and self-correction via MCP servers.
Ship a Vercel deploy from iPhone or Android: token auth that works on mobile, vercel CLI from a cloud Ubuntu workspace, and what the Vercel mobile app can't do.
How Render uses Octolens to filter social noise, respond to 4x more developers, and turn live conversations into growth signals for people and AI agents.
If you’re looking for a way to access your Mac remotely, Workbench and TeamViewer will probably both come up in your research. They’re both widely used remote desktop tools, and on the surface they seem to solve the same problem. But they weren’t built for the same person.
Two stories this week, connected by one word: open. A Chinese open-weight model helped touch off the worst week for chip stocks since April, as investors finally asked what $725 billion in AI capex is buying.
Create reusable linear AI workflows, run them on demand, or schedule recurring work across files, live browser runs, native email, and connected business apps.
Meet the AI employee that researches, operates tools, creates files, and runs recurring work from a persistent, supervised workspace.
Compare Construct with Microsoft Copilot and Google Workspace AI. See how one vendor-neutral AI employee works across apps from a persistent workspace.
Building your own agent means wiring sandbox, apps, channels, memory, schedules, and user-facing activity summaries yourself. Construct provides those pieces as a hosted product.
Compare Construct with chat assistants such as ChatGPT, Claude, and Gemini across workspace, tools, memory, schedules, and workflows.
Compare Construct with Zapier, Make, and n8n for deterministic workflows, agentic steps, scheduling, and ambiguous multi-step work.
Give an AI agent persistent memory with provenance, corrections, temporal context, and controls to inspect, update, forget, or restore what it knows.
What generative AI in customer service actually does, where it breaks (hallucination, ungrounded answers), and the 4 things to insist on before you deploy.
Discover how generative AI is transforming content creation, personalization, and innovation. Learn the real-world benefits businesses gain from using generative AI today.
The same model diagnosed 50 live Kubernetes faults 3x faster on average through Radar's MCP server than through raw kubectl, with slightly higher accuracy. What we measured, why it happens, and where Radar still loses.
In this tutorial, I’ll show you how to serve a multi-user local AI agent as a REST API using FastAPI, then add a lightweight Streamlit UI on top. Instead of interacting with the agent through a termin
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