Claude Opus 5.5 in GitHub Copilot: Plans, Access and Billing
GitHub lists Opus 5.5 for Copilot Pro+, Max, Business and Enterprise, with gradual rollout and token-based AI Credits. Legacy annual Pro/Pro+ plans are an exception.
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Developer Tools
Grok 4.7: API Pricing, Fast Access and Benchmarks
Grok 4.7 is available through the xAI API, Cursor and Grok Build. Compare their access and pricing rules, read the launch benchmarks with their effort settings, and calculate the direct API cost around the long-context tier.
GPT-6 Prompt Caching: Breakpoints, Diagnostics and Real Cost
A practical GPT-6 API guide to stable prompt prefixes, implicit and explicit cache breakpoints, diagnostics, cache lifetime, token accounting and a worked GPT-6 Sol cost example.
Cohere Parse: API Access, File Limits, Pricing and Document-Intelligence Fit
Cohere Parse explained: verify image-only API inputs, PDF handling, Markdown or blocks output, pricing, privacy and Model Vault fit.
North Small Translate: Access, Languages, Hardware and Cost Boundaries
North Small Translate explained: check its 50-language scope, API and Hugging Face access, CC BY-NC licence, hardware, Model Vault cost and benchmark limits.
Salesforce Koa: CRM Reasoning Model, Access, Deployment and Benchmark Boundaries
Salesforce Koa's post-training paper adds benchmark detail, but access remains tenant-specific. Verify pilot status, trust claims and evidence before adoption.
Salesforce AIforce: Access, Interfaces, Controls and What Buyers Need to Verify
Salesforce AIforce explained: compare Claudeforce, Slackforce, Coworker and Headless access, then verify permissions, beta status, pricing and data controls.
Apple Foundation Models on macOS 27: Local AI, fm CLI, Python SDK and PCC Boundaries
Apple Foundation Models on macOS 27 explained: local model access, fm CLI, Python SDK, Apple silicon requirements, PCC limits and evaluation steps.
Gemini 3.8 Live Voice Apps: Architecture, Transcription, VAD and WebSocket Events
Choose Gemini Live or Transcribe Live for voice apps. Learn PCM audio, VAD, transcript events, ephemeral tokens, reconnects, limits and safe tools.
DeepSeek V4.1-Flash: API Access, Pricing, Model IDs and What Changed
DeepSeek V4.1-Flash launched September 10, 2026. See the current API model ID, aliases, pricing, peak hours, Sep 14 Pro routing change and safe smoke test.