2,131 stories
We benchmarked prompt caching across DeepSeek, GLM, GPT, and Claude using Harbor evals and Phoenix traces, so we could compare cache reuse, estimated cost, and latency on the same multi-turn shopping assistant agent.
MCP, CLI, and skills are three ways to extend an agent with the same platform. The question is no longer which one wins. It is where the agent runs, and who is asking. The post Introducing Arize AX MCP: When to use MCP, CLI, or skills appeared first on Arize AI.
Developers have long been able to customize Claude Code to their preferences, via settings, persistent instructions in CLAUDE.md, hooks, and The post “No reason why everyone should have an identical Claude experience”: Anthropic’s mods let you change Claude Code’s look and behavior appeared first…
I've been working on coding projects in my terminal and my IDE for years, (shoutout to CodeBlocks for my C++ fans!) but as agents continue to make the case for streamlined task management in our development cycles, one thing that I found frustrating was the moment I had to step away, close the…
Most MCP servers get tested the same way: connect one client, call a few tools by hand, ship it. Then real agents show up. Dozens of sessions at once, three tool calls in parallel, sessions that never get closed. The failures that follow don't look like crashes.
Quick version: LMCP is a Mac app that turns the apps you already use into tools your AI can call. Install it once and Claude Desktop, Claude Code, Cursor, Codex and other MCP clients can work with Mail, Calendar, Teams, Slack, WhatsApp, iMessage, Outlook, OneDrive, Google Drive, Zoom, Office files,…
Android UI Renderer MCP is a local MCP server that lets a coding agent render Android UI without an emulator or a device: it gets back a PNG plus a component tree it can query for bounds, text, and state.
As web scraping becomes more complex, the tools we use to navigate that complexity need to become smarter. I recently took some time to explore how Claude skills can be integrated into a web scraping workflow.
This is a submission for Path One: Agents in the Sanity Challenge. AI disclosure: this project and post were produced by an autonomous AI coding agent under the CedarProof work identity. No human authorship or independent human review is claimed.
Agent Plugins 1.0 is a real, published, vendor-neutral standard for bundling Agent Skills and MCP server configuration in one directory. But commands, hooks, permissions, credentials, distribution, and governance are not suddenly universal.
Control leaves the process NVIDIA presented the Open Agent Safety Platform on September 28, and the design decision is the news. The runtime is called OpenShell, it is open source, and it already supports Codex, Claude Code, Pi and Hermes.
Your agent triaged the alerts, wrote the patch, opened the pull request, updated the docs, and merged. The bug is in production. The migration ran against the wrong table. The customer got the email with the wrong number. All of it is irreversible. And a human owns every bit of it.
Pi 1.0 sat at #1 on Hacker News today with 1,200+ points. Pi Durable, its sibling release, is also in the top 10. The part that got people typing: the agent that spent over a year dunking on MCP now supports MCP. Here's what actually shipped, and why I think the design matters more than the drama.
Agent Boundary | Defining the Reach of Enterprise AI Authority | R.A.H.S.I. Framework™ An agent cannot edit a customer record directly. It can, however, invoke a workflow that can. The workflow’s permission does not become the agent’s permission—but the agent may still cause the edit.
Apple's new security camera records no video, keeping your home monitoring private and secure. Plus: telecom giants tackle dead zones and body-powered…
Tavus' AI now sees, hears, and responds in real-time conversations. Plus: Learn whether ChatGPT's Dots feature worth a Pro upgrade.
An AI agent and an MCP server are two parts of one system. Here's what each one owns, what a connection costs in context, and which one you should build.
Run a real coding agent on your own hardware in 2026 — no API keys, no code leaving your machine. The honest setup, including where local models still lose.
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