Claude Opus 5.5 vs GPT-6 Astra: Which Fits Your Coding Work?

Compare Opus 5.5 and GPT-6 Astra for complex coding: official API prices, long-context costs, tool compatibility and a practical way to choose.

ai-modelscomparison

Route GPT-6 Luna to Sol: Check Errors and Total Cost

Design explicit Luna-to-Sol escalation rules, audit accepted mistakes and compare complete task costs. Includes an offline routing fixture and an authored cost counterexample.

ai-modelsapi-guide

GPT-6 Luna Structured Outputs: Extract JSON You Can Check

Build a GPT-6 Luna extraction request, validate evidence and handle incomplete responses. Download synthetic tickets, a schema and an offline Python lab.

ai-modelsapi-guide

Use Sol, Luna and Opus 5.5 to Build a Checkable Creative Brief

Turn a source pack into a cited creative brief and timed shot list. Download a fictional example and validator; keep product claims and asset rights explicit.

ai-modelsapi-guide

Use Opus 5.5 in Claude Code: model selection and limits

Select Opus 5.5 in Claude Code, check provider and usage settings, and distinguish a conversation reset from a subscription limit reset.

ai-modelsapi-guide

Claude Opus 5.5 pricing: what the 40% cost reduction means

Separate Opus 5.5 token-price cuts from Anthropic’s task-cost claim, compare cache and Fast rates, and calculate a transparent example.

ai-modelsapi-guide

GPT-6 Luna API pricing: batch costs and cache accounting

Estimate GPT-6 Luna batch and Standard costs, include cache writes and retries, and avoid confusing desktop access with a free API tier.

ai-modelsapi-guide

GPT-6 Sol API pricing: calculate cache and task costs

Calculate GPT-6 Sol input, output and cache charges, check the 272K long-context threshold, and download a worksheet for your own usage.

ai-modelsapi-guide

Use GPT-6 Sol and Luna in Codex, ChatGPT Work and the API

Find the right GPT-6 Sol or Luna entry point, distinguish subscription access from API billing, and check model names before troubleshooting.

ai-modelsapi-guide

GPT-6 Sol/Luna tool calling: fix the request before migrating

Check Responses versus Chat Completions, reasoning settings and unsupported parameters for GPT-6 Sol and Luna. Includes a local request checker.

ai-modelsapi-guide