Active channel: 90 posts in the index in 30 days, reach ≈3.9% of the audience, losing 0.1% a week, cited by 2 venues in 30 days.
2,651subscribers?±0 in a day · −3 in a week · +2 in a month
Subscribers from the latest crawl of the venue. Growth is the difference with daily measurements collected since 29.09.2026. How we count →
103average post reach?
Average views of a channel post over 30 days. A fresh post is still gaining views, so we use posts we saw at least 3 days after publication (fewer than three such posts — at least a day after). How we count →
3.9%ER — reach to subscribers?
ER = average post reach ÷ subscribers × 100%. Channels with 100+ subscribers and at least 3 posts in 30 days. How we count →
90posts in 30 days?
Channel posts in the search index over the last 30 days. Posts published as the channel are not indexed — these are author-signed ones. How we count →
2venues cited it in 30 days?7 all time
How many other venues forwarded its posts in 30 days; below — all time. Self-forwards are not counted. How we count →
#377 061catalog rank?#12 551 in category · #30 664 in language
Rank by the combined score: subscribers, activity, reach and citations. Below — rank in its category and language. How we count →
More metrics · 4
156post forwards in 30 days?
How many times the channel's posts were forwarded in 30 days, by Telegram's counter. How we count →
7reactions in 30 days?
Reactions to the venue's posts in 30 days. How we count →
50,250posts in the index?51,193 total in Telegram
The venue's posts in our index over its whole history; below — the number of the latest message in Telegram. How we count →
2016-03-15first post?
Date of the venue's earliest post in the index. How we count →
👨💻 IT & programming › Python🧩 Content feed👨💻 Programming🤖 AI toolsEnglishTech · channels in EnglishTelegram channels
What the channel writes about
- Developments in Python performance, including Rust integration and native compilation tools.
- Security concerns regarding supply chain risks in Python's binary packaging ecosystem.
- Best practices for Django web development, covering SEO optimization and version lifecycle tracking.
- Updates on high-performance inference frameworks and libraries for vision-language models.
- Discussions on the appropriate use of advanced Python language features to maintain code quality.
Machine summary of the channel's most forwarded posts in 30 days · 06.11.2026
Audience
Subscribers 2,651
history since 2026-10-03
2026-10-032026-11-07
07 days
+230 days
Audience checkhow we check
High trustof 100 · compared with 40,299 similar channels
⚠️Post reachusual for channels of 1–10K: 19.2 %3.9 %
✅Forwards per 1,000 viewsusually 5.216.8
✅Spread of post viewsusually 0.27; flat views are a sign of bought views0.33
✅Quoted in 30 daysvenues that forwarded posts2
✅Subscriber growthbetween fresh measurementsno jumps
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Put the line in the description and the “✓ linked by owner” mark will appear next to the name on the site, in the bot and in the mini app. We re-read descriptions ourselves; to check right away, use “Check the link” in the bot or mini app.
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Markdown — README and wikis
BBCode — forums
Activity
Average post reach by day
max 224 · indexed through Nov 1
2026-08-102026-11-07
Posts per day
max 8 · indexed through Nov 1
2026-08-102026-11-07
When it posts (UTC, 90 days)
036912151821MoTuWeThFrSaSu
What it posts (90 days)
Best posts
Top posts in 30 days
Rust for CPython (Python Language Summit 2026)
CPython developers are exploring a gradual introduction of Rust, starting with an optional Rust implementation of zlib in Python 3.16 before considering broader use in area206 views · 3 forwards · 2026-10-16 16:15 UTCHow to Build AI Agents in Python - 3 Ways
This video compares three Python frameworks for building more capable AI agents that can navigate codebases, edit files, and run commands: CrewAI, the OpenAI Agents SDK, and Lan144 views · 2 forwards · 2026-10-03 16:15 UTCPython Hub Weekly Digest for 2026-10-04
https://pythonhub.dev/digest/2026-10-04/125 views · 2 forwards · 2026-10-04 12:15 UTCBuilding a lift scheduling algorithm in Python
The post demonstrates how to implement a multi-elevator scheduling algorithm in Python using the LOOK algorithm to prevent out-of-order directional stops. It further explor118 views · 1 forward · 2026-10-21 18:15 UTCpython-date-parser
A Rust-backed Python library for fast fuzzy parsing of heterogeneous date strings, with bulk-list and Polars APIs that avoid Python-level iteration and can outperform pure-Python alternatives by order115 views · 1 forward · 2026-10-24 22:15 UTC
Show 3 more
Python vs Go: A Practical Comparison for Developers Python offers a huge ecosystem, especially for AI, data, and scripting, while Go trades some flexibility for faster execution, simpler deployment, and built-in concurr114 views · 3 forwards · 2026-10-26 10:15 UTCLifeguard Lifeguard is a static analyzer to detect Lazy Imports incompatibilities and ease the adoption overhead for Lazy Imports in Python. https://github.com/Facebook/lifeguard111 views · 1 forward · 2026-10-24 16:15 UTCSpeculative Decoding: The Art of Guessing Well Speculative decoding lets smaller models guess several tokens ahead while the larger model verifies them in parallel, reducing LLM inference latency without changing the fi110 views · 1 forward · 2026-10-25 10:15 UTCMost forwarded posts in 30 days
The channel's posts other venues forwarded most; the text comes from the forwarded copies.
Rust for CPython (Python Language Summit 2026)
CPython developers are exploring a gradual introduction of Rust, starting with an optional Rust implementation of zlib in Python 3.16 before considering broader use in areaforwarded by 1 venue · 2026-10-16 16:23 UTCTurboPython
A Python-to-C++ compiler. Typed Python to native binaries with no Python runtime, no GC, no GIL.
https://tpy-lang.org/forwarded by 1 venue · 2026-10-17 04:18 UTC
Connections with other venues
Cited by
Autonomy Tribe6 forwards · 63 subscribersPython Backend Fellow6 forwards · 1,287 membersPython Talk3 forwards · 58 membersBelov Community2 forwards · 334 membersIrPython2 forwards · 1,759 membersSabrina Wallace & PSInEnergist: Biofield PSI. Action & Investigation.2 forwards · 2,312 membersPython Ментор2 forwards · 3,435 members
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