Technology Ecosystem
Signal architecture: Momentum, Adoption and Development Environment.
2026-06-22 20:40 UTC (just now)
71,324
aggregated signals
6
signal channels
âš¡
Tech Signals
71,324
all sources
🖥
GitHub Languages
10
recent popularity observed
🔧
Dev Tools
20
tools tracked
📊
Paper Categories
20
research areas
Global Tech Agenda
Conferences, meetups and events monitored from multiple sources.
Tech Signal Architecture
Each layer uses a distinct source. Δ7d compares this week vs last. Freshness = latest record.
Momentum / Interest
GitHub46.1k
7d: 1.4kâ–¼ 18%today
Hacker News2.6k
7d: 122â–² 11%today
Productive Adoption
npm5k
7d: 217â–¼ 22%today
PyPI3k
7d: 103â–¼ 16%today
Stack Overflow14.3k
7d: 701â–² 0%today
Capital & Narrative
TechCrunch377
indexed roundstoday
Marketplaces (VS Code/JB)20
tools trackedno date
AI / Models
HuggingFace4.1k
21.1B downloadstoday
Security / Risk
CISA KEV1.6k
1623 in 30d2d
Academic Research
arXiv / OpenAlex / SciELO60k
20 areasno date
GitHub
Stars measure interest, not productive adoption.
Top Repositories
90 daysMost recurrent languages (90d)
90 daysPython
55repos
TypeScript
38repos
JavaScript
15repos
Shell
9repos
Rust
8repos
HTML
5repos
Jupyter Notebook
4repos
MDX
2repos
Go
2repos
C++
1repos
Research Areas (arXiv)
Computer Vision leads academic production. Software Engineering is surprisingly small vs practical importance.
Computer Visioncs.CV
12,354
Machine Learningcs.LG
11,445
NLP & Computational Ling.cs.CL
6,713
Artificial Intelligencecs.AI
6,407
MedicineMedicine
4,807
Roboticscs.RO
4,271
Computer Science (General)Computer science
3,227
Cryptography & Securitycs.CR
1,415
UnknownUnknown
1,294
Materials scienceMaterials science
1,152
Statistical MLstat.ML
987
BiologyBiology
967
Capital × Community — TechCrunch & HackerNews
TechCrunch = capital and product · HackerNews = technical adoption and community discourse.
TC
TechCrunch signals
377
HN
HackerNews discussions
15
TechCrunchcapital & product
TC
Billionaire Ambani — VC Funding
VC FundingUSA· 6/19/2026
TC
Every — VC Funding
VC Funding$100MUSA· 6/19/2026
TC
Telegram — VC Funding
VC FundingIndia· 6/19/2026
TC
General Intuition — VC Funding
VC Funding$300MUSA· 6/18/2026
TC
Texas — VC Funding
VC FundingUSA· 6/18/2026
TC
Amazon — VC Funding
VC Funding$50.0BUSA· 6/18/2026
TC
Open — IPO
IPOUSA· 6/18/2026
TC
Baseten — VC Funding
VC Funding$1.5BUSA· 6/18/2026
HackerNewstechnical adoptionâš ~57d lag
â–²704
Open source AI must win
💬 226
â–²369
Please don't spam people looking for employment. It's just cruel
💬 88
â–²330
Please Use AI
💬 84
â–²308
LLMs are eroding my software engineering career and I don't know what to do
💬 237
â–²253
Cars collect a startling amount of data about you
💬 115
â–²250
The Eternal Sloptember
💬 176
â–²191
If Claude Fable stops helping you, you'll never know
💬 86
â–²182
Albania Is Not for Sale: Kushner's $4B Resort Triggers'Flamingo Revolution'
💬 44
Developer Tools
VS Code and JetBrains marketplace — adoption signals in development environments.
Pythonvscode1,390,880,165 ↓★ 4.2
Pylancevscode1,354,265,103 ↓★ 3.0
GitHub Copilot Chatvscode717,325,897 ↓★ 2.9
GitHub Copilotvscode652,211,486 ↓★ 4.1
Jupytervscode601,137,977 ↓★ 2.6
C/C++vscode584,163,277 ↓★ 3.4
GitLens — Git superchargedvscode506,316,359 ↓★ 3.5
Python Debuggervscode450,095,952 ↓★ 4.7
Language Support for Java(TM) by Red Hatvscode362,040,466 ↓★ 3.3
Dev Containersvscode329,626,345 ↓★ 4.2
StackOverflow Trends
Technologies by question volume — proxy for active production use.
1
javascript
2.5M
2
python
2.2M
3
java
1.9M
4
c#
1.6M
5
php
1.5M
6
android
1.4M
7
html
1.2M
8
jquery
1.0M
9
c++
818K
10
css
809K
11
ios
690K
12
sql
676K
Score = total question volume on the platform
Limitations
- GitHub stars are an inflatable metric — do not substitute npm/PyPI downloads as adoption proxy.
- Docker Hub and crates.io underrepresented in collected signals.
- StackOverflow may be in decline (AI competition).
Methodological Notes
- tech_trends aggregates GitHub, npm, PyPI, StackOverflow and HackerNews.
- github_trending captures repositories by recent observed popularity: language, stars and forks (context only).
- HackerNews stories include entity extraction (mentioned companies/technologies).
- Developer tools tracked via VS Code and JetBrains marketplaces.