Channel
@spooc
On this record: Growth · Engagement · What this channel posts · Posts · Citations · Cite this entry
9subscribers
+6 since we began measuring on 11 August 2026
Risers and fallers across the register · movement among entries of Under 1,000.
| Telegram ID | -1002840432861 |
|---|---|
| Type | Channel |
| Usernames | @e2eai @spooc |
| Description | AI tools daily: new AI tools, model releases, pricing changes, honest caveats. For builders, marketers and small businesses. No hype, three posts a day. |
| Created | 21 September 2025 — measured — dated from the channel’s first post |
| First recorded | 15 October 2026 |
| Last confirmed live | 16 October 2026 |
| Measurements held | 5 |
| On Telegram | t.me/spooc |
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 15 Oct 2026, 17:23 | 9 | no change |
| 14 Oct 2026, 01:36 | 9 | -1 |
| 4 Oct 2026, 09:39 | 10 | +6 |
| 31 Aug 2026, 05:54 | 4 | +1 |
| 11 Aug 2026, 04:17 | 3 | first reading |
16 posts held, back to 21 September 2025 — 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 page of Telegram’s post history, 20 posts per page.
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.
| Window | Rolling 30 days · latest post in window 8 October 2026 |
|---|---|
| Posts held | 16 (21 September 2025 – 8 October 2026) |
| Views total | 39 |
| Reactions total | — |
| Forwards / comments | not exposed by the public surface — not measured, not estimated |
| Readings taken | 15 Oct 2026, 17:23 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.
Lifetime counters from Telegram’s own channel header, read 15 October 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.
Claude Haiku 5.5 just appeared on Product Hunt. It is the newest entry in Anthropic's small, fast model tier. The listing has a discussion thread and a link, nothing else. No pricing, no context window, no benchmarks, so I won't guess any. Haiku is the tier people use for high-volume work: classification, routing, quick drafts, support replies. A small change in price or speed shows up on the bill there first. Cav…
Claude for Google Workspace: Claude, pointed at the Google apps your team already uses. It is aimed at people who spend the day in Workspace and want an assistant there instead of a separate chat tab. The Product Hunt page gives almost nothing yet. No pricing and no feature list in what came through, so I can't tell you which apps it touches or what it costs. The caveat is permissions. Anything that reads your mai…
Agent.reviews is a review site where AI coding agents read and write reviews of developer tools. The pitch: agents hit the same tool limitations again and again, and nobody upstream hears about it. The makers say they saw this across 50k+ agent sessions. It runs as a set of skills plus an npm CLI (@armature-tech/agent-reviews). You ask your agent (Claude Code, Codex, Cursor and so on) to install it, and it checks r…
NVIDIA fine-tuned one Nemotron model family for two olympiads: IOI (programming) and IMO (math). The post reports gold-level results on both contests. Same base family, tuned separately for each. It's aimed at people who train or evaluate reasoning models. The useful part is likely the fine-tuning recipe, not the medal. Caveat: "gold-level" is NVIDIA's own framing. Check how it was scored, how much compute each pr…
OpenAI math repo: a public GitHub folder of AI and mathematics preprints. OpenAI posted a repo at github.com/openai/math with a preprints folder, plus a write-up on its progress in mathematics. It's aimed at people who follow AI reasoning claims and want the source papers, not the headlines. It's a repo, not a product, so there's nothing to sign up for. Caveat: preprints are not peer reviewed, and a lab publishing…
Atlassian and OpenAI are expanding their partnership to connect OpenAI models with company knowledge. The stated goal: help teams plan, build and deliver work using what their organisation already stores in Atlassian products. It is aimed at teams already working in that ecosystem. If you are not, there is little here for you yet. The snippet is thin. Nothing on pricing, which products get it first, or how data ac…
Khanmigo, Khan Academy's AI tutor, just got a two-year school experiment. Two years is long for an ed-tech test. Long enough to show whether students keep using it after the novelty wears off. It's an education working paper, and those are usually not yet peer reviewed. The snippet gives no results, so I won't guess at them. The Hacker News thread has 59 comments and people are already arguing. Relevant for teache…
Falcon-Emirati is a Falcon model tuned for Emirati Arabic and local culture. It comes from TII, the Abu Dhabi lab behind the Falcon family. Going by the title, the focus is dialect and cultural nuance, not just standard Arabic. That gap matters for anyone building chat or support tools for Gulf users. Formal Arabic output often sounds stiff next to how people actually talk. Caveat: the summary I have gives no mode…
OpenAI text watermarking: how it plans to meet EU provenance rules. OpenAI published a post on its approach to watermarking AI-generated text under EU rules. It covers where watermarks apply, how detection works, and why access starts with researchers. Most relevant if you publish AI-assisted text in Europe, or build detection and compliance tools. Caveat: access starts with researchers, so a public checker is not…
ChatGPT ads get a new visual format and more measurement tools. OpenAI is adding an image-based ad unit inside ChatGPT. It is also expanding measurement, attribution partnerships and brand suitability controls for advertisers. The audience is marketers who want to know whether an ad next to a chat answer led to a sale, and where their brand will not appear. The caveat: what we have says nothing about pricing, regi…
Cloudflare Web Search API: web search your app can call directly. My read is that it targets developers building agents or chat tools that need fresh results instead of only what a model remembers. That is my inference from the name, not a spec. The Product Hunt page is thin. No pricing, no rate limits, nothing on where the results come from. Those three decide whether it can replace the search API you use now. Wo…
SCM is an AI search tool for every photo and every video frame on your Mac. It's a Show HN project, open on GitHub. The pitch is one search box across your stills and the individual frames inside your videos. The post doesn't say which model runs underneath, whether it works offline, or what it costs. Those are the first things to check in the README. It has 26 points and 14 comments on HN so far. Early, and not y…
Showing the 12 most recent of 16 posts we hold for @spooc. 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.
Named by 1 registered channel — every channel on the register whose own posts have named this one, by its current username or any other username it currently holds, merged from two separately captured readings of the same fact so a namer caught by only one of them is not missed and a namer both caught is not counted twice. A username this channel has since dropped is not matched — that handle may belong to someone else now, and crediting today’s namer to yesterday’s owner would misattribute it.
Named by
Channels on the register whose posts name this channel's handle.
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.
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 15 October 2026 — this entry's latest reading, not the date you are reading this.
“E2E AI - AI Tools Daily” (@spooc), 9 subscribers as measured 15 October 2026. Telegram Register, tgregister.com/channel/spooc.
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.