{"slug":"fly-io-machines","name":"Fly.io Machines","domain":null,"verdict":"As of 2026-08-03, ChatGPT, Claude, Gemini collectively rank Fly.io Machines #5 of 9 for edge compute platforms for latency-sensitive api gateways (one of 2 leaderboards it appears on). Source: https://modelsagree.com/product/fly-io-machines (modelsagree.com, CC BY 4.0).","best_rank":5,"categories":2,"brief":{"category":"best-cloud-sandbox-platforms-for-long-running-coding-agents","title":"Best cloud sandbox platforms for long-running coding agents","rank":8,"of":9,"top":"Daytona","day":"2026-08-03","why":[{"t":"Firecracker microVMs with persistent volumes","m":["Claude","Gemini"],"q":"Cheap, global, fast-booting Firecracker microVMs with persistent volumes and full root control"},{"t":"full root control","m":["Claude","Gemini"],"q":"full root control"},{"t":"run agents indefinitely","m":["Claude","Gemini"],"q":"run agents indefinitely at predictable cost"},{"t":"teams that want to own the stack","m":["Claude","Gemini"],"q":"teams that want to own the stack"}],"gap":[{"t":"workspace state preservation across agent restarts","m":["Gemini","ChatGPT","Claude"],"q":"workspace state preservation across agent restarts"},{"t":"pause/resume with memory preservation","m":["Gemini","ChatGPT","Claude"],"q":"VM pause/resume with memory preservation"},{"t":"agent-native API","m":["Claude"],"q":"a genuinely agent-native API"}],"fix":[{"t":"No agent-native abstractions","m":["Claude","Gemini"],"q":"No agent-native abstractions (no built-in snapshot/fork/agent SDK)"},{"t":"significant infrastructure boilerplate","m":["Claude","Gemini"],"q":"requiring significant infrastructure boilerplate"}]},"entries":[{"slug":"best-edge-compute-platforms-for-latency-sensitive-api-gateways","title":"Best edge compute platforms for latency-sensitive API gateways","rank":5,"of":9,"score":3,"appearances":1,"modelRanks":{"ChatGPT":3},"reason":"Anycast ingress plus regionally deployed full OCI workloads lets practitioners run Envoy, HAProxy, NGINX, Kong, or custom gateways without constrained edge runtimes; especially good when TCP, WebSockets, or native dependencies matter","reasons":[{"model":"ChatGPT","reason":"Anycast ingress plus regionally deployed full OCI workloads lets practitioners run Envoy, HAProxy, NGINX, Kong, or custom gateways without constrained edge runtimes; especially good when TCP, WebSockets, or native dependencies matter"}],"fixes":[{"model":"ChatGPT","fix":"It requires capacity planning and operating Machines in chosen regions, so it lacks true compute-at-every-POP simplicity"}],"updated":"2026-08-03","api":"https://modelsagree.com/api/v1/best/best-edge-compute-platforms-for-latency-sensitive-api-gateways.json"},{"slug":"best-cloud-sandbox-platforms-for-long-running-coding-agents","title":"Best cloud sandbox platforms for long-running coding agents","rank":8,"of":9,"score":2,"appearances":2,"modelRanks":{"Claude":5,"Gemini":5},"reason":"Cheap, global, fast-booting Firecracker microVMs with persistent volumes and full root control; for teams that want to own the stack and run agents indefinitely at predictable cost, it's the strongest DIY foundation.","reasons":[{"model":"Claude","reason":"Cheap, global, fast-booting Firecracker microVMs with persistent volumes and full root control; for teams that want to own the stack and run agents indefinitely at predictable cost, it's the strongest DIY foundation."},{"model":"Gemini","reason":"Offers low-level Firecracker microVM primitives via a REST API with persistent volume attachments, arbitrary execution durations, and full root access, giving teams complete control to build custom long-running agent sandboxes. Assumes the engineering team has the bandwidth to build custom agent orchestration."}],"fixes":[{"model":"Claude","fix":"No agent-native abstractions (no built-in snapshot/fork/agent SDK) — you build sandboxing, checkpointing, and lifecycle management yourself, so it's not for teams that want batteries included."},{"model":"Gemini","fix":"Lacks pre-built agent SDKs, workspace snapshotting abstractions, and agent-specific security policies, requiring significant infrastructure boilerplate."}],"updated":"2026-08-10","rank_history":{"days":["2026-08-03","2026-08-10"],"ranks":[6,null]},"api":"https://modelsagree.com/api/v1/best/best-cloud-sandbox-platforms-for-long-running-coding-agents.json"}],"page":"https://modelsagree.com/product/fly-io-machines","check":"https://modelsagree.com/check?q=Fly.io%20Machines","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}