531 posts tagged with "AI agents"
AI agents and autonomous systems
1 Million Agents in 3 Months: What Notion's Enterprise Agent Surge Means for a PaaS Whose Deploy API Is the Agent's Next Tool Call
Notion customers built 1 million AI agents in three months, yet 69% of enterprises still share credentials across agents. This is the five-item checklist — per-agent identity, scoped tokens, agent-aware quotas, audit attribution, MCP deploy tools — a PaaS deploy API needs before agents become its callers.
Pinterest Runs 66,000 MCP Tool Calls a Month: What Its Registry-and-Approval Blueprint Means for a Deploy-Tools MCP Server
Pinterest's production MCP fleet handles 66,000 tool calls a month behind a central registry and human approval gates. Here is the blueprint, and how it maps onto deploy, rollback, and logs tools for a self-hosted PaaS.
Railway Shipped Three Agent Tracks at Once: Remote MCP, railway agent, and One-Command Skills — Which Should a Self-Hosted PaaS Copy First?
Railway's April 2026 changelog shipped a 7-tool remote MCP server, a railway agent CLI command, and one-command skills install together. How the three tracks fit — and the copy order a self-hosted PaaS should follow: skills first, MCP second, hosted agent last.
Render Now Mints Short-Lived OIDC Tokens for Anthropic and OpenAI: The Beginning of the End for LLM API Keys in Env Vars
Render's July 2026 changelog lets services authenticate to Anthropic and OpenAI with short-lived OIDC tokens instead of pasted API keys. How the federation works, the setup on each side, and the native equivalent on self-hosted Kubernetes.
Cursor ($29.3B), Lovable ($6.6B), Replit ($9B): The Vibe-Coding Giants All Rent Their Last Mile
Cursor, Lovable, and Replit raised at a combined $45B on the same promise — spec in, running app out. A side-by-side of what each platform actually runs for the deploy step, and why the runtime underneath is where the next moat gets built.
Zeabur Calls Itself an AI DevOps Engineer. We Read the Fine Print.
Zeabur rebranded as an AI DevOps engineer with Agent Skills for Claude Code and Codex — but a head-to-head scorecard against Render's official MCP server shows the marketing is ahead of the authority. A grounded look at what each platform actually lets agents do.
A2A Hit 1.0 and Moved In With MCP: What Agent-to-Agent Handoff Actually Adds to Deploy-from-Chat
A2A reached 1.0 in March 2026 and joined MCP under the Agentic AI Foundation in August. Here is what agent-to-agent handoff concretely adds on top of a one-agent MCP deploy server, the exact extra surface a self-hosted PaaS must expose to support it, and when that work belongs on the roadmap.
Before Agents Create Their Own Compute: A Capacity Budget for Agent Sandboxes on Kubernetes
Agent-callable sandbox creation turns capacity into a control-plane decision. A worked budget for a three-node Hetzner fleet: warm-pool reserve, 32 claimable sandboxes, TTL defaults, per-tenant quotas, and admission rules that stop one runaway loop.
AI Coding Agents Ship Daily but Break More Often: What the 2026 Data Says a Rollback-First Deploy Pipeline Needs
Heavy AI coding-tool users ship daily but remediate 22% of deploys at over 7 hours each. The 2026 data says pipelines must be rollback-first: one-command rollback, agent-readable deploy health, and automatic canary rollback.