LatestAI Video Generation
Cheapest Video Generation API: What a 10-Second Clip Costs
As of November 12, 2026, a 10-second 720p clip costs $0.30 flat on Gemini Omni 1.2 Flash or Muse via LaoZhang API, and up to $1.20 on other video APIs.
11 min
Built for real engineering decisions
AI Model & API Guides
Source-linked guidance for AI models, API integration, and developer workflows—turning fast-changing prices, quotas, capabilities, and limits into decisions you can verify.
- Primary sources first
- Reproducible steps and failure boundaries
- Volatile facts carry review dates
- 619 articles
- 6 languages
- 12 topics
- Updated Nov 12, 2026
Claude & Anthropic
Claude Code "Failed to Refresh OAuth Token": The 60-Second Lock
Claude Code's login isn't rejected: another process holds the refresh lock in ~/.claude. Retry in a minute; if nothing holds it, remove the empty lock folder.
14 min
Claude Code
Claude Code Fast Mode: 2x Price, How to Use It, Fix Its Errors
Claude Code fast mode runs the same Opus 5.5 or Fable 5.2 up to 2.5x faster at 2x the token price, paid from usage credits on plans. Enable it at session start.
18 min
API Guides
Claude Fable 5.2 API Key: How to Access It With a Regular Key
There's no separate Fable 5.2 key: any Claude Console key calls claude-fable-5-2 once its organization has API credit. A Pro or Max plan alone doesn't cover it.
15 min
Claude Code
command 'claude-vscode.editor.openLast' not found: Claude Code Not Working in VS Code
Claude Code not working in VS Code with command 'claude-vscode.editor.openLast' not found? The extension failed to start: update it and fully restart VS Code.
21 min
Model Comparisons
Claude Opus 5.5 vs GPT-6 Astra: 60% Less per Token, Not per Task
Claude Opus 5.5 lists 60% below GPT-6 Astra per token. On small coding tasks it cost 0.5–0.7x as much; on long agentic work at equal score, about the same.
20 min
Developer Tools & Agents
Codex Local Projects Disappeared After Update: Don't Re-Add Yet
Codex projects missing after an update or account switch are usually still on disk. Update to 26.1106.51428, fully quit, and back up .codex before re-adding.
14 min
AI Video Generation
Gemini Omni 1.2 Flash API Gateway: 4 Routes, Cost by Clip Length
Vercel AI Gateway and OpenRouter carry Google's 3–15 s, up-to-4K model. A flat per-clip gateway costs less than per-second billing for 5–10 s clips to 1080p.
15 min
AI Video Generation
Gemini Omni vs Seedance 2.5: Pick by Job Type, 3.3× Cost Gap
Gemini Omni 1.2 Flash ties Seedance 2.5 on text-to-video and edges it on editing at $0.70 vs $2.32 per 10 s clip; Seedance leads image-to-video and 30 s takes.
14 min
Claude Code
How to Use GPT-6 Astra in Claude Code: Proxy or Codex Plugin
Run GPT-6 Astra as Claude Code's main model via a local LiteLLM proxy on API billing, or keep Claude in charge and hand tasks to Astra with the Codex plugin.
15 min
AI Image Generation
GPT Image 2.6 API: Model IDs, Python and curl Code, Error Fixes
Set model to gpt-image-2.6-flare or gpt-image-2.6-sunburst; bare gpt-image-2.6 doesn't exist. Both cost the same, and edits without model run on 2.5.
13 min
AI Image Generation
GPT Image 2.6 Prompt Guide: Which Rules Held Up in Testing
Write GPT Image 2.6 prompts in plain words: result, details, quoted text, exclusions. Quoted text held 2 of 2 times; edits need a size that matches the photo.
15 min
AI Image Generation
GPT Image 2.6 SVG Generator: Python Script, Output Checks, Cost
Send output_format svg to gpt-image-2.6-flare with an svg.model writer on OpenAI, or to LaoZhang's gpt-image-2.6-web at $0.03 a call with an ordinary key.
21 min
AI Video Generation
How Much Does an AI Video Generator Cost Per Month and Per Clip?
As of September 2026, creator plans run about $5–$35 a month and APIs charge $0.04–$0.25 per second at 720p. Sora is gone, and retries set the real cost.
18 min
AI Video Generation
MiniMax H3 (Hailuo) API Pricing: Cost Per Clip at 768P and 2K
As of November 12, 2026, MiniMax H3 lists at $0.08/s (768P) and $0.13/s (2K); LaoZhang API charges $0.05 and $0.08, so a 5-second 768P clip is $0.25.
11 min
AI Image Generation
Seedream 5.5 Transparent Background: How to Get a Real Alpha PNG
Seedream 5.5 gives real alpha only with Background set to Transparent and PNG output. Solid objects and glow come out clean; glass stayed opaque in tests.
13 min
AI Image Generation
Seedream 5.5 vs GPT Image 2.6: Transparent PNG Test, Edits, Cost
Seedream 5.5 for repeated edits and clean cut-outs; GPT Image 2.6 for GIF, SVG, 4K and see-through glass. Tested November 12, 2026: no 2.6 pixel hit full alpha.
17 min
ChatGPT & OpenAI
Checkout could not be completed. Please try again. ChatGPT Fix
In ChatGPT, this box means a checkout request failed, not that your bank declined the card. Check your bank or wallet for a charge before you press Retry.
11 min
Developer Tools & Agents
Codex workspace routing discovery failed or timed out: account/read failed during TUI bootstrap
workspace routing discovery failed or timed out clears in most reports with a background-server restart; unauthorized (401) needs a new sign-in on that host.
24 min
API Guides
Failed to list imported projects: permission denied in AI Studio
AI Studio refused your signed-in account without naming the check. Google staff point to age, region or verification flags, not IAM roles. Check them in order.
15 min
Model Comparisons
Gemini 4 Argon vs Claude Fable 5.1: A Tie on Score, Not on Cost
Gemini 4 Argon and Claude Fable 5.1 tie on Artificial Analysis, yet Fable cost 8.6x Argon on everyday tasks in an October–November test, 4.3x from December 1.
18 min
Model Comparisons
Gemini 4 Argon vs Claude Fable 5.2 vs GPT-6 Astra: Cost per Task
Gemini 4 Argon's default passed 8 small tasks for $0.096 vs $0.41+ on the others. For hard or long exact work, start with Claude Fable 5.2 at medium.
22 min
Model Comparisons
Gemini 4 Argon vs Claude Opus 5.5 vs GPT-6.1 Sol: Same-Task Test
Same tasks, one gateway: Opus 5.5 at high effort cost $0.31, Argon at high $0.40 through Nov 30 and $0.81 from Dec 1, when its token price equals Opus.
29 min
Model Comparisons
Gemini 4 Argon vs 3.8 Flash: Cost per Task and When to Switch
Gemini 4 Argon lists at 2.67x 3.8 Flash per token, but on five same-prompt calls it cost 1.57x as much through Nov 30, 2026, and 3.15x in December.
24 min