blog
Notes from the trenches.
Telegram, X, Instagram automation. Account warmup, cold outreach, audience parsing, engagement boost. What we learned running this stuff at scale, with no marketing fluff.
Wan 3 vs Seedance 2.5: four models, one clip, one winnerFive seconds of footage, one character, four video models, same input for all of them. Everybody passed. Wan 3 looks like Seedance 2.5 and costs a third of it.
AI video API pricing: we paid twice for the same model and measured itThe same Seedance 2.5, through two doors: $0.0214 per 1K tokens via an aggregator, $0.0107 direct. One generation, the provider's own counter, and the arithmetic behind it.
How to create an AI influencer: what the job actually isFour AI accounts that already sell something: what their profiles show, how many posts sit behind the numbers, what the models cost us, and what breaks first.
Aspect ratio is not valid for Reels ads: what Instagram actually measuresInstagram publishes Reels of almost any shape but only boosts an exact 9:16. Why your export is 1079x1919, how to check the file, and how to fix it.
LLM cost per request: what 204 production calls actually costEvery pricing page gives you a per-token rate. Our production log shows the cost shape flips by operation: writing a post is 87% output, answering one is 88% input.
How to create an AI model for Instagram and TikTok: face swap video, voice clone, first clip step by stepI built a clip where the face and the voice are mine. Here is the full chain, the real price of every operation, and the four traps that quietly waste your money. Including the one that makes face swap fail outright.
Instagram action blocks: why they land and what to doHow Instagram's action limits actually work, why they trigger on pattern rather than on a counter, and what to do once one lands. No promises of «safe limits».
How to grow on X in 2026: replies get reach, posts do notHow reply distribution actually works on X, why a reply outperforms a post for an account with no followers, and what pushes an answer into the collapsed part of a thread.
Engagement booster: marketing or cheap trick. Where to draw the lineWhen comments and reactions from your own worker accounts count as marketing, and when they become inflation. Walking through real cases and numbers.
Proxies for Telegram, X and Instagram: residential, mobile, datacenter. What to pickThree proxy types for social media accounts, real prices, and what actually works in 2026. Spoiler: datacenter is dead, mobile is not ROI-positive for everyone.
Telegram cold DM: how to get replies, not bansWhat I learned about Telegram cold DM after two years of outreach. Templates that work, templates that burn accounts, and why personalization still wins.
Parsing Telegram audience: where to find leads who actually replyApproaches to parsing Telegram channels and chats, how to separate alive users from bots and ghosts, and why 80% of off-the-shelf parser dumps are garbage.
How to warm up a Telegram account in 2026. No fluffWhat actually works for warming fresh Telegram accounts in 2026, what is just noise, and why 90% of guides online are out of date. Personal experience across twenty accounts over the last year.