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Updated: 2026-09-13
Ran a deep research across 1 LLM (ChatGPT): how AI labs take in the author of an open project together with the project Pain: it is unclear whether this story has a threshold, star…
Ran a deep research across 1 LLM (ChatGPT): how the first outside developers show up in an open project nobody has heard of Pain: the repo is open, the issues are labelled, and the…
Ran a deep research across 3 LLMs (ChatGPT, Gemini, Grok): what you risk when you run agents through other vendors' CLIs on a subscription Pain: the orchestrator launches codex, gr…
Ran a deep research across 4 LLMs (ChatGPT, Grok, Claude, GLM): is Perplexity worth adding as a seventh helper for overnight research Pain: you want a robot to order a research run…
Ran a deep research across 3 LLMs (ChatGPT, Gemini, Grok): how to tell that another machine did the task, not just received it Pain: when agents run on several computers, "the mess…
Ran a deep research across 1 LLM (Grok): how to keep an AI agent's browser from falling off Pain: when the channel to the browser drops, the whole task dies, and after hitting limi…
Ran a deep research across 4 LLMs (ChatGPT, Gemini, Grok, GLM): can you pull your own Facebook posts without a browser Pain: harvesting your own posts rests on a logged-in browser,…
Ran a deep research across 2 LLMs (ChatGPT, Grok): why a preprint sits on hold at arXiv and what actually speeds it up Pain: the paper has been sitting for two weeks, the moderator…
How AvaTrade runs sponsored Telegram campaigns in 2026 — creative formats, regional strategy, and what the tgadsspy archive reveals about this forex broker.
How Exness runs sponsored Telegram campaigns in 2026 — creative formats, regional strategy, and what the tgadsspy archive reveals about this forex broker.
How FP Markets runs sponsored Telegram campaigns in 2026 — creative formats, regional strategy, and what the tgadsspy archive reveals about this forex broker.
How IC Markets runs sponsored Telegram campaigns in 2026 — creative formats, regional strategy, and what the tgadsspy archive reveals about this forex broker.
Flags — the regions we asked our observer pool for while recording this ad in this channel. That is a label on our request, not a confirmed place of viewing: when no account is available in the requested country the pool silently substitutes another and does not say so. It is not the advertiser's targeting country either. We stopped requesting the region on {date}, so newer creatives carry no flags at all. The channel's main country (by its language) is highlighted in blue; regions under 5% are collapsed into +N.