The Fable 5 is my new default for planning and brainstorming.
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Channel
@tropicalengineer
On this record: Growth ยท Engagement ยท Reactions ยท Posts ยท Cite this entry
557subscribers
-1 since we began measuring on 6 August 2026
Risers and fallers across the register ยท movement among entries of Under 1,000.
| Telegram ID | -1001310839823 |
|---|---|
| Type | Channel |
| Username | @tropicalengineer |
| Created | 11 April 2019 โ measured โ cross-checked against a third-party dataset (TGDataset) |
| First recorded | 6 August 2026 |
| Last confirmed live | 20 August 2026 |
| Measurements held | 5 |
| Confirmed unchanged | 1 time, most recently 20 August 2026 |
| On Telegram | t.me/tropicalengineer |
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 20 Aug 2026, 18:24 | 557 | -1 |
| 14 Aug 2026, 02:16 | 558 | +1 |
| 7 Aug 2026, 01:20 | 557 | -1 |
| 6 Aug 2026, 18:17 | 558 | no change |
| 6 Aug 2026, 09:11 | 558 | first reading |
15 posts held, back to 17 March 2023 โ the reader has not yet reached the start of this channelโs public history, so older posts may sit further back, unread. Read across 1 pageof Telegramโs post history, 20 posts per page.
Nothing published in the last 30 days. ERR and ER are rolling 30-day measures, so there is nothing to compute โ we hold 15 posts for this entry, the most recent from 10 June 2026. An engagement rate over an empty window would be a number about nothing.
127 reactions across 10 posts, in 17 distinct kinds. The most used accounts for 42.5% of them.
| Reaction | Count | Share | Share, drawn |
|---|---|---|---|
| ๐ | 54 | 42.5% | |
| ๐ฅ | 18 | 14.2% | |
| โค | 17 | 13.4% | |
| ๐ | 13 | 10.2% | |
| โคโ๐ฅ | 8 | 6.30% | |
| ๐พ | 4 | 3.15% | |
| ๐ค | 2 | 1.57% | |
| ๐ฅด | 2 | 1.57% | |
| ๐ | 1 | 0.787% | |
| ๐จโ๐ป | 1 | 0.787% | |
| ๐ | 1 | 0.787% | |
| ๐ฟ | 1 | 0.787% | |
| ๐ | 1 | 0.787% | |
| ๐ค | 1 | 0.787% | |
| ๐คก | 1 | 0.787% | |
| ๐คฏ | 1 | 0.787% | |
| ๐ฆ | 1 | 0.787% |
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 โ ๐ is thanks in one channel and mourning in another โ 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 โ 4.34K, 1.2M โ 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 10 of the 15 sampled posts in this sample. Summed by Telegramโs own count on each post โ not by adding up the per-emoji breakdown above โ those same posts carry 127reactions in total: the kind of figure the paragraph above means by โa reaction total printed elsewhere on the pageโ.
Measured over the 15 most recent posts we hold, published 17 March 2023 to 10 June 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.
The Fable 5 is my new default for planning and brainstorming.
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# Telegram IPv4+IPv6 address-list for MikroTik RouterOS # Updated: 2026-03-24 | Sources: BGP RIB + RIPE DB + cidr.txt /ip/firewall/address-list add list=telegram address=149.154.160.0/20 comment="TG DC1-5 AS62041/59930/62014" add list=telegram address=91.108.4.0/22 comment="TG AS62041 AMS" add list=telegram address=91.108.8.0/22 comment="TG AS62041 AMS" add list=telegram address=91.108.12.0/22 comment="Tโฆ
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I used to think routing packets was complex. But routing meaning is much harder. The long silence taught me one big lesson: You cannot "patch" a wrong foundation with better commands. The old context is like a bad static route โ> it stays in the cache and infects the new system. I discovered that the invisible Context is the ultimate operating system. To fix the core, do not just edit the config. Burn it down. Theโฆ
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Congratulations, mr Trump! Vietnam is hardly waiting for you ๐ Posting from: ๐ป๐ณ Vietnam, Da Nang city โ๏ธ๐ง๏ธ ๐ 27ยฐ C
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Make Vietnam great again! โ Fight! Fight! Fight! Posting from: ๐ป๐ณ Vietnam, Da Lat ๐ง๏ธ๐ง๏ธ 19ยฐ C
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OpenAI GPT4 Turbo ๐ฅ ๐ฅ ๐ฅ 128k tokens context window ๐ฆพ๐คฏ Knowledge cutoff April 2023 ๐ซถ https://www.youtube.com/live/U9mJuUkhUzk
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Dalle 3 rocks. This kind of detailed prompt was generated by ChatGPT4 to achieve the necessary vibe. Whenever I ask ChatGPT4 to help me with building prompts for AI, I always ask to generate detailed and comprehensive prompt to provide better context for AI. Prompts for Dalle 3: โThis image offers a striking aerial view reminiscent of South Vietnam's famed kite beaches. The crystal-clear, aqua-blue waters of the ocโฆ
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Today, let's dive into another layer of ChatGPT. I'm sharing insights from a question that intrigued me during my recent experiments: How does ChatGPT-4 handle branching contexts? The Core Question While experimenting with ChatGPT-4, I found myself puzzled about its handling of edited or branching queries. Does the model recognize all versions, creating a sort of 'contextual tree'? This question is more than academiโฆ
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Today, we live in a digital world, and the magic of Artificial Intelligence (AI) is something that catches eyes of many. We know ChatGPT-4, but it's just a baby step. What if AI could hold a much bigger context, say near 1 million tokens in the next five years? Letโs dream a little. 1. Context Growth: Itโs not just about more tokens. It's about making AI understand complex stories, making learning more tailored, funโฆ
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In today's digital age, the capabilities and intricacies of AI have captured the imagination of many. While several might have chatted with ChatGPT-4, few have dived deep into understanding its contextual behaviors. Today, Iโm peeling back the curtain, sharing some insights Iโve garnered from my hands-on experience with this cutting-edge model. 1. The Importance of Context Every conversation with ChatGPT-4 relies onโฆ
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Enjoying a tropical lifestyle doesn't mean I can't keep up with the latest trends in technology! Currently studying machine learning fundamentals using Google Crash Course while soaking up the sun and enjoying the pool view. It's never too late to learn new skills and stay ahead of the game. #Indonesia #Bali #DigitalNomad #TropicalEngineer #ML #GoogleCrashCourse ๐๐โโ๏ธ๐๏ธ Posting from: ๐ฎ๐ฉ Indonesia, Bali, Seminyak โ๏ธ
๐ฎ 4-5 yrs future professions: Knowledge Engineer, Machine Learning Data Engineer! ๐งฉ Challenge: Train AI with massive biz knowledge, keep what matters, dump extra stuff, use shorter words but keep the meaning! ๐ฏ Mission: Condense the knowledge & adapt it to Large Language Model boundaries. #ContextCompression ๐ฅ Sneak peek for future generations: the massive shift ahead! ๐ This is my approach to develop our new webโฆ
Showing the 12 most recent of 15 posts we hold for @tropicalengineer. 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 โ was rounded by Telegram before we ever saw it โ t.me prints views in full below 1,000 and to three significant figures above, so โ1,200,000 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.
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 20 August 2026 โ this entry's latest reading, not the date you are reading this.
โTropical engineer ๐จโ๐ป๐ดโ (@tropicalengineer), 557 subscribers as measured 20 August 2026. Telegram Register, tgregister.com/channel/tropicalengineer.
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 ยท 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.