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Practical notes on AI models, API costs, and production workflows.

Model updates, integration guides, pricing breakdowns, and tool workflows for developers and teams.

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Opus 4.8 vs Opus 4.7 for Agents: JSON, Tool Use, and Structured Output
May 29, 2026505 viewsEnglishClaude

Opus 4.8 vs Opus 4.7 for Agents: JSON, Tool Use, and Structured Output

Our real API test found Opus 4.7 cleaner than Opus 4.8 for strict JSON-style output, while Opus 4.8 remained strong for reasoning and explanation.

Gemini 2.5 Flash-Lite for RAG, Agent Routing, and Cost per Successful Task
May 28, 2026638 viewsEnglishGemini

Gemini 2.5 Flash-Lite for RAG, Agent Routing, and Cost per Successful Task

A developer guide to using Gemini 2.5 Flash-Lite as a routing and evaluation layer in RAG and agent systems, with practical metrics beyond cost per token.

Gemini 2.5 Flash-Lite for Support Automation and Ticket Triage
May 28, 2026613 viewsEnglishGemini

Gemini 2.5 Flash-Lite for Support Automation and Ticket Triage

How developers can use Gemini 2.5 Flash-Lite to classify support tickets, extract key fields, suggest next actions, and escalate risky cases without turning support into an unreliable chatbot.

Gemini 2.5 Flash-Lite Use Cases: The Practical Automation Tier for Developers
May 28, 2026554 viewsEnglishGemini

Gemini 2.5 Flash-Lite Use Cases: The Practical Automation Tier for Developers

A practical guide to where Gemini 2.5 Flash-Lite fits: high-volume classification, extraction, routing, enrichment, and other automation jobs where latency and unit economics matter more than deep reasoning.

Claude Jupiter v1-p vs GPT-5.5 Benchmark: Real API Test on Reasoning and Coding
May 27, 2026513 viewsEnglishBenchmark

Claude Jupiter v1-p vs GPT-5.5 Benchmark: Real API Test on Reasoning and Coding

We tested claude-jupiter-v1-p and gpt-5.5 through https://cn.crazyrouter.com/v1 across reasoning, coding, patching, JSON, long-context recall, agent planning, and math tasks. GPT-5.5 scored slightly higher, while Jupiter was much faster but required a payload compatibility fix.

Claude Jupiter v1-p vs Claude Opus 4.7 vs Sonnet 4.6: Live API Test
May 26, 2026553 viewsEnglishBenchmark

Claude Jupiter v1-p vs Claude Opus 4.7 vs Sonnet 4.6: Live API Test

A live Crazyrouter API test comparing claude-jupiter-v1-p, claude-opus-4-7, claude-sonnet-4-6, and claude-opus-4-6 for coding and structured output workflows.

Claude Jupiter v1-p vs Claude Opus 4.7 vs Sonnet 4.6: Live API Test
May 26, 2026550 viewsEnglishBenchmark

Claude Jupiter v1-p vs Claude Opus 4.7 vs Sonnet 4.6: Live API Test

A live Crazyrouter API test comparing claude-jupiter-v1-p, claude-opus-4-7, claude-sonnet-4-6, and claude-opus-4-6 for coding and structured output workflows.

Claude Code Pricing 2026: Pro vs Max vs Team vs API Costs
May 26, 20261098 viewsEnglishPricing

Claude Code Pricing 2026: Pro vs Max vs Team vs API Costs

A practical Claude Code pricing guide based on live coding workflow tests through https://cn.crazyrouter.com/v1, comparing subscription plans with API routing and cost per successful task.