Opus 4.7 is the next generation of Anthropic's Opus family, built for long-running, asynchronous agents. Building on the coding and agentic strengths of Opus 4.6, it delivers stronger performance on...
API model lap trinh tot nhat cho agent va code review
So sanh API model huong den lap trinh theo boi canh, ho tro tool, output JSON, do tre, gia va vai tro production duoc khuyen nghi.
Danh sach rut gon nay dung de lam gi?
Viec chon model lap trinh phu thuoc vao kich thuoc repository, nhu cau tool calling, do on dinh khi theo chi dan va chi phi cua output dai. Mot tro ly doc codebase lon can mot cau truc kinh te khac voi tinh nang goi y ma nguon ngan. NextModel lam noi bat boi canh, ho tro tool, gia va huong dan su dung de doi ngu chon model chinh va chinh sach fallback.
Co so nguon: Taxonomy use case cua NextModel va metadata tham so OpenRouter duoc ho tro khi co san.
Fit score
Ung vien de xuat model lap trinh
Bat dau voi danh sach rut gon, thu prompt thuc te va so sanh chi phi hang thang truoc khi routing production.
Claude Sonnet 4.5 is Anthropic’s most advanced Sonnet model to date, optimized for real-world agents and coding workflows. It delivers state-of-the-art performance on coding benchmarks such as SWE-bench Verified, with...
DeepSeek R1 is here: Performance on par with [OpenAI o1](/openai/o1), but open-sourced and with fully open reasoning tokens. It's 671B parameters in size, with 37B active in an inference pass....
Doubao Seed 2.0 Mini is an admin-staged public catalog draft sourced from Runtime Routing Provider.
Bang so sanh
So sanh danh sach rut gon theo gia, nha cung cap, context, kha nang va nguon.
Dung giao dien nay de thu hep shortlist production, xay dung chinh sach fallback hoac so sanh kinh te model.
| Model | Provider | Input | Output | Context | Capabilities | Best for | Latency | Status | Source |
|---|---|---|---|---|---|---|---|---|---|
| Anthropic: Claude Opus 4.7anthropic/claude-opus-4.7 | Anthropic | $5 / 1M tokens | $25 / 1M tokens | 1M | Tool callingJSON modeLong contextReasoning | frontier reasoning, large codebase review | 2300-6800ms | Catalog | OpenRouter if available |
| Anthropic: Claude Sonnet 4.5anthropic/claude-sonnet-4.5 | Anthropic | $3 / 1M tokens | $15 / 1M tokens | 1M | Tool callingJSON modeLong contextReasoning | coding agents, code review | 1600-4800ms | Catalog | OpenRouter if available |
| DeepSeek: R1deepseek/deepseek-r1 | DeepSeek | $0.7 / 1M tokens | $2.50 / 1M tokens | 163.8k | JSON modeLong contextReasoningStreaming | Chinese reasoning, math | 1800-6000ms | Catalog | OpenRouter if available |
| Doubao Seed 2.0 Minidoubao-seed-2-0-mini | Volcengine | ¥0.2 / 1M tokens | ¥2 / 1M tokens | 128k | StreamingJSON mode | Coding | 900-2600ms | Catalog | Platform curated |
| DeepSeek: DeepSeek V4 Flashdeepseek/deepseek-v4-flash | DeepSeek | $0.112 / 1M tokens | $0.224 / 1M tokens | 1M | Tool callingJSON modeLong contextReasoning | low-cost Chinese tasks, long-context summary | 800-2600ms | Catalog | OpenRouter if available |
| Qwen: Qwen3 Coder Plusqwen/qwen3-coder-plus | Alibaba Cloud / Qwen | $0.65 / 1M tokens | $3.25 / 1M tokens | 1M | Tool callingJSON modeLong contextStreaming | Chinese engineering workflows, code generation | 1200-3900ms | Catalog | OpenRouter if available |
FAQ
Model lap trinh FAQ
Dieu gi lam cho mot model tot cho coding agent?
Boi canh dai, tool calling dang tin cay, output co cau truc va kha nang theo chi dan on dinh quan trong hon gia token thuan tuy.
Doi ngu nen kiem soat chi phi coding agent nhu the nao?
Su dung chinh sach ngan sach, so sanh chi phi output dai va route cac tac vu don gian sang model re hon truoc khi nang cap cac truong hop kho.