OpenAI Agents API: Codex's harness becomes a managed service
OpenAI launches Agents API beta with the Codex harness and hosted sandboxes. What it handles, what developers still own, and why no extra fee is not free.
DeepSeek V4.1 Flash API: pricing, providers and setup
Choose a DeepSeek V4.1 Flash API provider, estimate token costs, configure your key and make a Python or curl request. Includes client setup and error checks.
Use DeepSeek V4.1 Flash in Claude Code: setup guide
Set up Claude Code with DeepSeek's Anthropic endpoint, deepseek-flash[1m] for the main model and deepseek-flash for subagents. Verify the route and billing.
Connect Codex to DeepSeek V4.1 Flash: setup and checks
Connect Codex to deepseek-flash using DeepSeek's Responses API, complete model catalog and official setup script. Check configuration before running paid tasks.
DeepSeek V4.1 Flash vs Gemini 3.8 Flash vs Qwen3.8 Flash
Compare three fast models from DeepSeek, Google and Alibaba on price, context, multimodal input, API compatibility, tools and deployment fit.
DeepSeek V4 Pro to V4.1 Flash: September 14 migration guide
DeepSeek will route V4 Pro requests to V4.1 Flash from September 14 at 12:00 Beijing time. Check model IDs, regression tests and billing before the change.
DeepSeek V4.1 Flash is live: API access and Pro migration
DeepSeek V4.1 Flash is live as deepseek-flash. Check the official API changes, new pricing, vision support and September 14 V4 Pro migration.
Use GPT Image 2.5 in Dify: check the plugin and model
Find the Dify OpenAI image tool, check Flare and Sunburst support, and stop a workflow from silently keeping GPT Image 2 as its selected default model.
Gemini image API 429: check a free-tier limit of 0
Diagnose Gemini image RESOURCE_EXHAUSTED errors by checking the quota metric, API key project and billing tier before retrying a free-tier limit of zero.
Get GPT Image 2.5 API access and generate your first image
Choose OpenAI or Ofox API access, create a key, use the correct model ID, and follow Python examples for image generation and reference-image editing.
GPT Image 2.5 API pricing: estimate your image budget
Estimate a GPT Image 2.5 budget for 100 or 1,000 accepted images, compare billing categories, and choose the next step before funding an API account.