Model Comparison
AI Video Generation API Benchmark 2026: Veo 3.1 vs Kling
AI video generation API benchmark: Veo 3.1, Gemini Omni Flash, Kling O3 Pro, Seedance and Wan 3.0 on 3 product-clip prompts. Cost per clip, wait, failures.
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Insights on AI agents, model routing, and building production-ready AI systems.
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Model Comparison
DeepSeek V4.1 Pro: Release Status and What to Use (2026)
Is DeepSeek V4.1 Pro out? Not as of Oct 4, 2026. The official timeline, why V4 Pro still runs, current prices, our agent test scores, and what to use now.
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Model Comparison
Gemini 4 Argon API: Access, Price and Our Gemini Tests
Gemini 4 Argon API: who can use it now, what the $2/$10 intro price means, and how five Gemini models available today did on our agent and coding tests.
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Tutorials
How to Check Fake Views on a TikTok Video (2026)
How to check a TikTok video for fake views: turn a link into a video id, run one free API call, then read fake_score, estimated_fake_views and the red flags.
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Tutorials
Instagram ID to Username: Convert a User ID with One API Call (2026)
Instagram ID to username in one API call: send a numeric user ID, read the current username, then batch-convert a CSV of IDs. Tested on 18 brand accounts.
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Tutorials
TikTok Influencer Fake Views Audit: Build a Vetting Agent
Build a TikTok influencer fake views audit agent: pull a creator's recent posts, score each with a fake-view detector, aggregate in Python, then write a memo.
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Model Comparison
TikTok Fake Views Detection: A 68-Video Test of One Detector
TikTok fake views detection, tested: 68 public videos through one detector API. What drives its score, how stable it is, and why video age beats likes.
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Model Comparison
AI Image Generator Text Rendering Benchmark 2026: 11 Models
AI image generator text rendering benchmark: 11 models, 5 e-commerce posters, 110 images. Exact-text pass rates for English, Chinese, SKU and prices, plus cost.
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Model Comparison
Claude Sonnet 5.5 vs GPT-6.1 Sol: Agent Test
Claude Sonnet 5.5 vs GPT-6.1 Sol on 10 tool-calling agent tasks, 3 runs each: accuracy, cost per task, latency and token overhead at the same $2/$10 price.
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