531 posts tagged with "AI agents"
AI agents and autonomous systems
AI Sandbox Pricing at Scale: $7,200 vs $16,819 vs $24,491 vs $35,000 for 200 Sandboxes
Five vendors charge $7,200 to $35,770 a month for the same 200-sandbox AI-agent workload. Here's where the 4x+ spread actually comes from, and what the same workload costs bin-packed onto your own post-price-hike Hetzner hardware.
Cloudflare's 60-Minute Disposable Workers: The Zero-Signup Deploy Target AI Agents Actually Need
Cloudflare shipped a Worker deploy an agent can create with zero signup, live for exactly 60 minutes. Here's the mechanism, how it stacks up against E2B/Daytona/Fly/Modal, and whether a Cluster-API PaaS can build the same thing without a sandbox vendor.
E2B Joined the OpenAI Agents SDK. The Real Story Is How Many Times It's Had To.
E2B's OpenAI Agents SDK integration is its tenth publicly documented per-product integration guide, not its first — here's what the real count reveals about building versus betting on MCP for a self-hosted sandbox platform.
MCP Server Cards Won't Advertise Your Tools — Here's What They Actually Do
A draft MCP proposal lets servers publish machine-readable metadata at a .well-known URL — but the real schema deliberately leaves out tool names, and that omission changes what publishing one actually buys a self-hosted platform.
MCP's Stateful Session Bottleneck: Why the 2026 Transport Roadmap Is Racing to Make Agent Servers Horizontally Scalable
MCP's official spec drops protocol-level sessions on July 28, 2026 — here's why that's the fix for the exact bug that makes a deploy-from-chat MCP server a worse single point of failure than the app it manages.
MCP Tasks Gets Retry Semantics and Expiry Policies: The 'Call Now, Fetch Later' Pattern for Deploys That Outlive an HTTP Timeout
MCP's Tasks primitive just went Final: client-generated task IDs make retries idempotent, keepAlive sets result expiry, and the 2026-07-28 spec reshapes both into a formal extension — what a deploy-from-chat MCP server needs to implement for deploys and rollbacks that outlast an HTTP timeout.
MCP Tool Schemas Are Eating 72% of Your Context Window: How to Design an Infrastructure MCP Server That Doesn't
A production benchmark shows MCP tool schemas can eat 72% of an agent's context window before a single query runs. Here's why, how Pinterest fixed it at scale, and how to design an infrastructure MCP server that doesn't repeat the mistake.
Short-Lived Credentials for AI Agents on Kubernetes: Designing Out the Long-Lived-Secret Failure Mode
Why plain Kubernetes Secrets are the failure mode behind 2026's AI-agent credential incidents, and the concrete Vault/CSI/MCP architecture that replaces them with short-lived, per-task tokens.
Vercel's Active CPU Billing Saves 93% on a Real AI Agent — Here's the Exact Math
Vercel claims Active CPU pricing cuts costs up to 95% across 45 billion weekly requests. A worked example on a realistic AI-agent function gets 93% — and shows the exact invocation volume where the discounted bill catches back up to a flat-rate box you already own.