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.
Articles Tagged "API"
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 Pinecone to pgvector
How to move your vector search workload from Pinecone to PostgreSQL with pgvector, including schema mapping, data migration, and cost savings of up to 75%.
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.
Grok 4
Grok 4 is xAI's frontier reasoning model, the first to break 50% on Humanity's Last Exam, with a 256K context window, $3/M input pricing, and a Heavy multi-agent variant built on 200,000 GPUs.
