API GuidesClaude Mythos API Pricing: 5.1 Rates, Cache Costs, and Access
Mythos 5.1 is invitation-only. Its listed rates are $10 per million input tokens, $50 per million output tokens and $0.25 for cache reads. Compare versions and calculate costs.
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API Guides
AI ToolsGetting Started with Grok Bot: Install, Sign In, and Create Your First Bot
Install Grok Bot on macOS, Windows, or Linux, sign in with the right Cursor account, create your first Bot, and turn an attached document into a report you can check and save.
AI Image GenerationFLUX.2 Pro vs Nano Banana Pro: Editing, API Costs, and Which to Choose
FLUX.2 Pro starts cheaper for generation, but reference images narrow the price gap. Compare both models at the same dimensions, understand their editing limits, and choose by the cost of usable final images.
API GuidesOpenAI API Error 429: Diagnose Rate Limits, Quota, and Spend Caps
An OpenAI API 429 can mean temporary throttling, depleted credits, or an enforced account limit. Read the error code before deciding whether to wait, change billing, or reduce traffic.
AI TroubleshootingChatGPT PDF Upload Unknown Error: Two Checks and the Right Fix
Fix ChatGPT’s “Unknown Error Occurred” when uploading a PDF. Two file-and-browser checks help you choose a document, upload-limit, or connection fix.
API PricingNano Banana API: Google vs. LaoZhang Cost and Image Delivery
Compare Google direct and LaoZhang for Nano Banana 2 and Pro, with matching image sizes, realistic delivery costs, a working image-saving example, and recovery steps.
AI Model ComparisonClaude Opus 4.6 vs GPT-5.3-Codex: Costs, Limits, and a Fair Coding Test
GPT-5.3-Codex has lower token rates; Claude Opus 4.6 has a larger context window. Compare both models' cache costs and test the same coding task before deciding which produces cheaper, acceptable work.
AI Model ComparisonClaude Opus 4.7 vs 4.6: API Migration, Token Costs, and When to Upgrade
Moving an existing Claude Opus 4.6 integration to 4.7 changes thinking controls, sampling parameters, and token counts. Use these request examples and a controlled workload comparison to decide whether the upgrade pays off.
AI Model ComparisonClaude Opus 4.7 vs GPT-5.4 vs Gemini 3.1 Pro: API Costs and Capabilities
Compare the three APIs by input formats, context limits, tools, and request costs. Worked pricing examples show why the cheapest model changes with prompt size.
AI ModelsGemini 3.2 Flash: What Google's Official Model List Shows
Gemini 3.2 Flash is not listed in Google's current Gemini API catalog. Check the confirmed Flash releases and find the model ID to use for your application.
AI ModelsGPT-6 Astra API Pricing: Rates, Caching, and Cost Examples
GPT-6 Astra starts at $10 per million ordinary input tokens and $50 per million output tokens. Calculate request costs with the correct cache categories, context band, and processing tier.
AI Model ComparisonKimi K2.6 vs DeepSeek V4 vs GPT-5.5 vs Claude Opus 4.7: API Costs and Coding Tests
Compare Kimi K2.6, DeepSeek V4, GPT-5.5 and Claude Opus 4.7 APIs: context, current token prices, worked costs and tests for choosing a coding model.
Gemini ImageNano Banana Not Working in Gemini? Fix Stuck or Missing Images
If Nano Banana gets stuck loading or Gemini replies without an image, start with the Images tool and the message on screen. A small comparison can help you decide what to try next.
AI Video GenerationSora 2 API Limits: Rate Limits, 429 Errors, and Download Windows
Check the Sora 2 RPM table and your project's effective limits, retry temporary errors without duplicating jobs, and understand the separate one-hour and 24-hour download windows.
AI ToolsSora 2 Watermark Remover: How to Clean Up a Downloaded MP4
A practical Sora 2 watermark removal guide for saved MP4s: copyable FFmpeg commands, crop and repair tradeoffs, moving-watermark limits, and audio checks.
ClaudeClaude Sonnet 5 Price Increase Canceled: Current Rates and Billing Math
Anthropic canceled the September 1 Sonnet 5 API price increase. See the current USD rates, what changes in a September budget, and how to reconcile uncached input, cache writes, cache reads, and output.
AI Image GenerationFLUX.2 Flex vs Pro: Which Model Is Worth Using?
Start with FLUX.2 Pro for lower generation costs. Test Flex when text or fine details need more control. Compare current BFL pricing, editing costs, and the acceptance rate that would justify paying more.
AI ModelsQwen3.8-27B VRAM Guide: RTX 5090, Dual GPUs, and 262K Context
A 32GB RTX 5090 can run quantized Qwen3.8-27B, but fitting 262,144 tokens depends on the weights, KV cache, runtime, and workload. Use these memory budgets and configuration checks to choose a practical single- or dual-GPU setup.
APIAzure OpenAI TPM Rate Limits: Diagnose 429s Below Quota
Azure OpenAI can return 429 while billed token usage looks low. Compare the receiving deployment’s allocation with response headers, account for estimated tokens and request bursts, and verify recovery without hiding failures behind retries.
AI APIGPT-6 Astra API Access: Check Your Project and Make a First Request
GPT-6 Astra API access depends on the service, organization, and project behind your key. Use a complete first-request example to check access, read the response correctly, and identify the next step when a call fails.
AI Development ToolsCodex Usage Limits: Check Your Astra Allowance and Get Back to Work
Check your Codex allowance and reset time, then decide whether to wait, use a banked reset, or buy more usage. GPT-6 Astra has different limits in Chat, Work, and the API.
AI Video GenerationSora 2 API shutdown: the September 24 deadline and what to do now
OpenAI has scheduled the Sora 2 models and Videos API for removal on September 24, 2026. Here is how to separate the app, direct API, and Microsoft Foundry deadlines—and preserve your work before switching providers.
AI Video GenerationSora 2 vs. Veo 3.1 API: Costs, Compatibility, and Migration
Veo 3.1 can replace short-video generation in a Sora integration, but requests, job tracking, assets, and output constraints change. Compare current API costs and follow the migration through to a saved video.
AI Image EditingMake a Transparent PNG with GPT Image 2—or Remove an Existing Background
A reusable cutout needs more than a .png extension. Start with the right creation method, then check the downloaded file and the background where it will actually appear.
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