529 posts tagged with "AI agents"
AI agents and autonomous systems
MCP Won the Protocol War: Build-vs-Buy Math for Your Own Deploy MCP Server
OpenAI adopted rival Anthropic's MCP and the protocol now lives under the Linux Foundation, so the standards bet is settled. What remains is the build-vs-buy math for your own deploy and rollback MCP server, with real 2026 cost envelopes.
Running a Production MCP Server on Kubernetes: OAuth 2.0, Audit Logging, and the Enterprise Deployment Checklist
A ten-item production checklist for running a Model Context Protocol server on Kubernetes: Streamable HTTP transport, OAuth authorization with per-action token scopes, replayable audit logging, and cluster hardening — plus an honest comparison with hosted endpoints.
The Protocol Is Free, the Control Plane Isn't: What Qovery's MCP-for-Infra Play Shares — and Keeps
Qovery's agent Skill deploys new apps while its MCP server manages existing infrastructure — and the protocol behind both is free. A row-by-row verdict on which parts of MCP-for-infra any self-hosted PaaS shares, and which parts only the rented control plane keeps.
Railway Agent Runs on Your ChatGPT Subscription: What BYO-Model Billing Concedes About PaaS Agent Margins
Railway's September changelog lets Railway Agent bill to your ChatGPT plan instead of its own meter. The math behind the move: token margins now belong to the model vendor, and platforms are left competing on agent UX and compute.
Railway Put Deploys Inside ChatGPT and Grok: The 7 API Primitives Chat-as-Console Actually Needs From a Render-Compatible API
Railway spent six weeks putting deploys inside ChatGPT and Grok. The plugins are just the surface — here is the seven-primitive API spec underneath them, and the guard checklist a self-hosted Render-compatible platform needs to copy.
Tabby Is the Self-Hosted Copilot Nobody Priced Yet: Owned GPUs vs Per-Seat Copilot
Fifty developers on Copilot Business costs $11,400 a year; a $3,000 GPU box serves the same team flat. The full TCO of self-hosted Tabby on owned GPUs — hardware, power, ops time, and Copilot's usage-based overage — with breakevens at 10, 20, and 50 seats.
A2A, WebMCP, and MCP: Three Agent Protocols, Three Layers, One Deploy Pipeline
MCP, A2A, and WebMCP each cover a different layer of the agent stack — tools, delegation, and the browser. Here is where a deploy-from-chat platform belongs on each layer, and which ones to ship, defer, or skip.
AgentENV: What Kimi K3's Self-Hosted E2B-Compatible Sandbox Really Costs on Owned Hardware
AgentENV runs E2B-compatible agent sandboxes as Firecracker microVMs on your own machines. Here is the concrete math — E2B's per-second meter against a €97 dedicated box — plus the snapshot storage, gateway HA, and KVM capacity planning the move shifts onto your plate.
Fly.io Sprites Speak MCP: What $0.07/CPU-Hour With Zero Idle Charge Really Costs Against Owned Hetzner Hardware
A line-by-line recompute of 200 agent sandboxes on Fly Sprites' idle-free meter versus E2B, Daytona, Modal, and owned Hetzner hardware — with the duty-cycle crossover points where each option wins.