Migrating from OpenAI API to Google Gemini API
A practical guide to switching from OpenAI's chat completions to Google's Gemini API, covering the 3-line compatibility shortcut, key schema differences, and where the two APIs diverge.
Articles Tagged "API"
Grok 4.20
Grok 4.20 is xAI's current flagship LLM with a 2M-token context window, native multi-agent mode, and reasoning toggle at $2.00/M input tokens.
AI Vision Input Limits - What Every Provider Hides
A technical comparison of how Claude, GPT-4o, Gemini, Grok, Pixtral, Qwen, and DeepSeek handle image inputs - resizing pipelines, token math, and undocumented gotchas.
Switching from AWS Bedrock to Azure OpenAI
A developer's guide to migrating from AWS Bedrock to Azure OpenAI Service, covering SDK changes, model mapping, pricing differences, and authentication gotchas.
OpenAI's New Mini and Nano Slash GPT-5.4 Pricing
OpenAI released GPT-5.4 mini and nano on March 17, bringing near-flagship performance at 70% and 92% lower cost respectively.
Gemini 3.1 Flash-Lite Review: Fast, Cheap, and Capable
Google's Gemini 3.1 Flash-Lite delivers frontier-class benchmarks at a fraction of the cost of Pro - but a sluggish first-token response and preview-only status mean it's not for every workload.
![FLUX.2 [max]](https://awesomeagents.ai/images/models/flux-2-max_hu_c51afbf082a591e5.jpg)
FLUX.2 [max]
Black Forest Labs' top-tier image model - highest quality, best prompt adherence, grounded generation with web context, and professional-grade editing consistency at $0.07 per megapixel.
![FLUX.2 [flex]](https://awesomeagents.ai/images/models/flux-2-flex_hu_7f5a1bc9621218c0.jpg)
FLUX.2 [flex]
Black Forest Labs' developer-controlled image model with adjustable steps and guidance - maximum precision for typography, UI mockups, and detail-critical workflows.
![FLUX.2 [pro]](https://awesomeagents.ai/images/models/flux-2-pro_hu_2b6a584fe281c164.jpg)
FLUX.2 [pro]
Black Forest Labs' production-grade image generation API - state-of-the-art quality at affordable pricing, optimized for commercial workflows with 4MP output.
Claude's 1M Context Window Now GA - No Premium Pricing
Anthropic made the 1M-token context window generally available for Claude Opus 4.6 and Sonnet 4.6, dropping the long-context pricing premium entirely - a 900K-token request now costs the same per token as a 9K one.
Perplexity CTO Moves Away from MCP Toward APIs and CLIs
At Ask 2026, Perplexity CTO Denis Yarats announced a shift from Anthropic's MCP toward APIs and CLIs, citing high context usage and authentication friction, alongside the launch of their multi-model Agent API.
Migrating from OpenAI API to Anthropic API
A practical guide to switching from OpenAI's chat completions to Anthropic's Messages API, covering endpoint mapping, tool use differences, and pricing.
