Автономный discovery-процесс для продакта На GitHub выложили набор продуктовых скиллов, собранных в единый пайплайн. Подключаете их к coding-агенту, описываете идею продукта и получаете набор материалов для её первичной оценки. Пайплайн последовательно собирает бриф, анализ рынка, персоны, Lean Canvas, user story map, вайрфреймы и отчёт по синтетическим интервью. Отдельный скилл упаковывает результаты в готовую пре…
Channel
Вкатиться в AI
@thinkandroll
On this record: Growth · Engagement · What this channel posts · Reactions · Advertising · Posts · Citations · Cite this entry
20subscribers
+0 since we began measuring on 7 August 2026
Risers and fallers across the register · movement among entries of Under 1,000.
Register entry
| Telegram ID | -1001626957602 |
|---|---|
| Type | Channel |
| Username | @thinkandroll |
| Description | Мысли, полезные ссылки и прочее |
| Created | Between 1 December 2021 and 31 March 2023— estimated from Telegram’s id allocation, not measured. How this range is calculated. |
| First recorded | 11 August 2026 |
| Last confirmed live | 11 August 2026 |
| Measurements held | 2 |
| On Telegram | t.me/thinkandroll |
Growth
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 11 Aug 2026, 16:16 | 20 | no change |
| 7 Aug 2026, 23:53 | 20 | first reading |
Engagement
13 posts held, back to 11 March 2026 — the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 1 pageof Telegram’s post history, 20 posts per page.
- ERR · 30 days
- 55.0%
- avg views ÷ 20 subscribers
- Avg views / post
- 11.0
- 2 posts measured
- Reaction rate
- 10.0%
- reactions ÷ views · ER floor
- Posts in window
- 2
- of 13 held
ERR is average views per post over the last 30 days divided by subscribers, the definition TGStat uses, so this figure is comparable with the one you will see elsewhere. It falls structurally as a channel grows: a high ERR on a small channel and a low one on a large channel describe reach mathematics, not quality. We publish the figure and the sample it came from and pass no verdict on it.
ER is defined industry-wide as (forwards + reactions + comments) ÷ views— note the denominator is views, not subscribers. Telegram’s public web preview carries views and reactions but not forward or comment counts, so the reaction rate above is the reactions term only and is therefore a floor: the true ER for this channel is higher by an amount we have not measured and will not estimate. It is computed over the 1 of 2 measured posts that carry a reaction reading, and over those same posts' views.
| Window | Rolling 30 days · latest post in window 29 July 2026 |
|---|---|
| Posts held | 13 (11 March 2026 – 29 July 2026) |
| Views total | 22 |
| Reactions total | 1 |
| Forwards / comments | not exposed by the public surface — not measured, not estimated |
| Readings taken | 11 Aug 2026, 16:16 UTC |
Views are a single reading per post, taken at the time above. A post published in the last day or two is still accumulating views, which pulls the 30-day average down slightly. That is a property of the standard definition rather than a fault in it, so we keep the definition rather than “correcting” the number into something nobody can reproduce.
Precision. Telegram publishes view counts on its public widget in short form — 8.12K, 3.7M — so any reading at or above 1,000 reaches us rounded to three significant figures, and only counts below 1,000 are exact. Averages and rates derived from them are shown to the same precision rather than to the unit: a figure like 3,701,250 would assert digits nobody measured.
Reaction counts are published per emoji and rounded the same way, so a total below 1,000 is exact and a larger one is a sum that may carry a rounded component from each emoji above 1,000. Because it is a sum, it does not look rounded — read a large reaction total as three significant figures per contributing emoji rather than as the figure it prints.
What this channel posts
- Photos
- 101
- Videos
- 19
- Links
- 242
Lifetime counters from Telegram’s own channel header, read 11 August 2026 — not the date at the top of this page, which is when the subscriber count was last read. Below Telegram’s rounding threshold, so these counts are exact.
- Video runtime
- 40s
- Average length
- 40s
Measured directly from 1 video with a duration reading, out of the posts we hold for this channel — not this channel’s whole posting history, only the sample this register has actually read. An exact reading to the second, taken from the post itself rather than from Telegram’s own rounded chrome, so it carries no ≈ mark.
Reaction mix
5 reactions across 5 posts, in 4 distinct kinds. The most used accounts for 40.0% of them.
| Reaction | Count | Share | Share, drawn |
|---|---|---|---|
| 🔥 | 2 | 40.0% | |
| 👀 | 1 | 20.0% | |
| 👍 | 1 | 20.0% | |
| 😱 | 1 | 20.0% |
No sentiment is inferred, and none should be read in. This table is ordered by count and by nothing else. Emoji do not carry stable meaning across languages or communities — 🙏 is thanks in one channel and mourning in another — so we publish which ones were pressed and how often, and pass no judgement on what an audience meant by them.
Precision. Telegram publishes reaction counts per emoji and short-forms each one — 4.34K, 1.2M — so any single kind at or above 1,000 reaches us at three significant figures, and only counts below 1,000 are exact. The shares above are ratios of those figures and carry the same error. This is also why the total here can differ slightly from a reaction total printed elsewhere on the page: both are sums of the same rounded parts, taken over samples with different edges.
Coverage. Reactions were read on 5 of the 13 sampled posts in this sample. Summed by Telegram’s own count on each post — not by adding up the per-emoji breakdown above — those same posts carry 5reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 13 most recent posts we hold, published 11 March 2026 to 29 July 2026, using the newest reading held for each. Telegram Stars are excluded: they are a payment, not a reaction, and they have their own section.
Advertising
- Ad load
- 7.69%
- 1 of 13 posts carry an ad marker
- Regulatory tokens
- 1
- posts carrying an erid · 1 distinct token
- Median views · ads
- 20.0
- over 1 measured post
- Median views · rest
- 16.0
- over 12 measured posts
An ad marker, not a judgement about a post. A post is counted here because it carries one of two explicit markings: an erid token, which Russian law has required on paid placements since 2022 and which is issued against a specific advertising contract, or a #реклама / #ad hashtag in the body, which is the channel declaring it itself. The first is documentary; the second is a self-declaration and is weaker. No classifier reads the text and decides — nothing on this site guesses that a post is an advertisement.
This is a floor, and it can only ever be a floor.A channel that runs paid placements without marking them produces no marker for us to count, and an unmarked ad is indistinguishable from an ordinary post on the public surface. The ad load above therefore means “the share of posts that declared themselves”, never “the share of posts that were paid for”. A low figure is not evidence of a channel that runs few ads.
Both figures are medians, and no ratio between them is published. Each is a view reading that actually occurred on a post, picked by percentile_disc rather than averaged, so one viral post cannot move it and no interpolated value is invented between two readings. The sample on one side is under five posts, which is too thin to compare. The two figures are shown side by side with the count behind each, and deliberately not divided into a headline like “ads get x% fewer views” — an arithmetic that is easy to print and, at this sample size, means nothing.
| erid | Posts | First seen | Last seen |
|---|---|---|---|
| 2SDnjdkJofY | 1 | 6 July 2026 | 6 July 2026 |
A token repeated across several posts is one advertising contract placed more than once, which is what the identifier is for. The strings are reproduced exactly as they appeared in the post or in its click-through URL and are not validated against any registry — we record the marker a channel published, and whether it resolves to a real contract is a question for the register that issued it.
Measured over the 13 most recent posts we hold, published 11 March 2026 to 29 July 2026. Views are the latest single reading held for each post, and any reading at or above 1,000 is rounded by Telegram to three significant figures.
Recent posts
Скиллов под агентов становится всё больше, и под продуктовую разведку уже есть зрелые наборы. Делимся теми, что реально стоят внимания Это не один промпт, а связка готовых модулей под каждый шаг разведки. Генерация идей, проверка гипотез, синтез интервью, анализ конкурентов. Ставятся локально и вызываются командой в терминале. ♥️ Что брать для экспериментов (оба набора публичные) 🔵pm-skills Павла Хурина. Тринадцат…
🔥1
https://aistudio.yandex.ru/ru/ai-series?utm_source=telegram&utm_medium=seed&utm_campaign=disruptors_official&utm_content=ai_studio_series&erid=2SDnjdkJofY&utm_referrer=about%3Ablank&yc-skip-auth=1
Microsoft опенсорснули проект SkillOpt для оптимизации способностей агентов Это фреймворк, который фоново улучшает вашего агента через изменение markdown файлов со скиллами. Это похоже на классический learning loop, но в текстовом пространстве. То есть агент выполняет задачи с текущей версией условного skill.md (это аналог прямого прохода), система легирует все, что тот делает, отмечает ошибки и успешные ответы, а …
👍1
CEO YCombinator Гэрри Тэн опенсорснул собственный модуль памяти для агентов github.com/garrytan/gbrain Гэрри пишет, что это продакшен-мозг, на котором работают его личные агенты OpenClaw и Hermes. Ну а на практике это что-то вроде живой базы знаний, которая сама себя обогащает. Если обычные агенты не помнят контекст между сессиями или записывают что-то в MEMORY.md очень примитивным способом, то здесь предлагается …
Anthropic дал агентам возможность самосовершенствоваться На платформе для создания кастомных агентов Claude Managed Agents появился режим Dreaming . С его помощью агенты могут анализировать свои прошлые сессии, находить ошибки и исправлять записанные в памяти инструкции. Всё это происходит, пока агент не занят работой. В Anthropic говорят, что фичу уже используют Netflix, Wisedocs и Harvey. Запросить доступ к Drea…
Apple случайно слила в открытый доступ свои CLAUDE.md файлы Разработчик из Твиттера случайно обнаружил их в обновлении Apple Support app v5.13. В файлах были всякие правила кодстайла, архитектурные заметки и ограничения для работы Claude Code (снова + к цене акций Anthropic 😐). Твит набрал несколько миллионов просмотров: https://x.com/aaronp613/status/2049986504617820551?s=46&t=pKf_FxsPGBd_YMIWTA8xgg Видимо, Apple…
👀1
GPT-5.5 запрещено говорить о гоблинах В системном промпте GPT-5.5 для Codex нашли строку, которая запрещает модели говорить про гоблинов, гремлинов, енотов, троллей, огров, голубей и других существ, если этого не требует запрос пользователя. Never talk about goblins, gremlins, raccoons, trolls, ogres, pigeons, or other animals or creatures unless it is absolutely and unambiguously relevant to the user's query. htt…
😱1
https://habr.com/ru/news/1023642/
🔥1
Киберпсихоз ИИ-психоз Раньше мы рофлили с влюбленных в Character AI, а теперь подъехали реальные клинические кейсы того, как LLM сводят людей с ума. И нет, это не кликбейт. В Innovations in Clinical Neuroscience описали случай 26-летней девушки без истории психозов, но с диагностированной депрессией. Она общалась с GPT-4o, пытаясь найти цифровой слепок умершего брата, который он якобы должен был для нее оставить. Н…
Ещё парни в чате рекомендуют Conductor — красивую нативную программу, в которой удобно запустить много агентов в параллели, работать над разными фичами.
Я как-то упустил то, что команды агентов выкатили в claude code 2 дня назад, вместе с новой моделью 4.6! В отличие от эксперимента выше — агенты могут общаться друг-с-другом. Саня делится в чате, что они в компании настроили персонажа Jazz, его альтер-эго: «You are an agent named Jazz whose purpose is to be grumpy, nitpicky old fart, doubt and question everything». Уже нашел 5 багов и другие агенты его боятся! Знаю…
Showing the 12 most recent of 13 posts we hold for @thinkandroll. View and reaction counts are the latest single reading for each post, not a live figure, and a recent post is still accumulating both. A view count marked ≈ was rounded by Telegram before we ever saw it — t.me prints views in full below 1,000 and to three significant figures above, so ≈1,200,000 means somewhere between 1,150,000 and 1,249,999. Unmarked counts are exact. Text is reproduced from the public post preview and truncated for length.
Forward network
Republishes
Channels on the register whose posts this channel has forwarded.
Built only from forwarded posts we have actually read, on both sides. Coverage is early and deliberately incomplete: a missing link means we have not read the post that would prove it, never that the relationship does not exist. Counts are distinct forwarded posts observed, so they only ever go up as we read more.
Mentions
Names
Channels on the register whose handles appear in this channel's posts.
A mention is a weaker signal than a forward and is counted separately for that reason — naming a channel is not republishing it, and a handle in a post body is easy to place deliberately. The post counts beside each row below are distinct posts in which the handle appeared, from posts we have read on both sides — the “Named by N registered channels” figure above is a different count, of distinct NAMING CHANNELS rather than posts, and is not the sum of the rows under it.
Cite this entry
A live page changes as we take new readings, so a citation should name the measurement it is based on, not just the URL. The line below cites the subscriber count as measured 11 August 2026 — this entry's latest reading, not the date you are reading this.
“Вкатиться в AI” (@thinkandroll), 20 subscribers as measured 11 August 2026. Telegram Register, tgregister.com/channel/thinkandroll.
Full measurement history, CC BY 4.0. Every reading this register holds for this entry, not just the latest one, as a dated, downloadable record: CSV · JSON. Free to use with attribution to tgregister.com. Each file carries its own generation timestamp, which is the figure to cite for exactly when the data was retrieved.