Technology Ecosystem
Signal architecture: Momentum, Adoption and Development Environment.
2026-07-13 21:12 UTC (just now)
78,895
aggregated signals
6
signal channels
âš¡
Tech Signals
78,895
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
GitHub50.2k
7d: 1.4kâ–² 8%today
Hacker News3k
7d: 124â–¼ 9%today
Productive Adoption
npm5.6k
7d: 217â–² 17%today
PyPI3.3k
7d: 88â–¼ 5%today
Stack Overflow16.4k
7d: 700â–¼ 0%today
Capital & Narrative
TechCrunch427
indexed roundstoday
Marketplaces (VS Code/JB)20
tools trackedno date
AI / Models
HuggingFace6.2k
32.9B downloadstoday
Security / Risk
CISA KEV1.6k
1637 in 30dtoday
Academic Research
arXiv / OpenAlex / SciELO69.3k
20 areasno date
GitHub
Stars measure interest, not productive adoption.
Top Repositories
90 daysMost recurrent languages (90d)
90 daysPython
52repos
TypeScript
33repos
JavaScript
17repos
Shell
9repos
Rust
6repos
Jupyter Notebook
4repos
HTML
3repos
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
14,262
Machine Learningcs.LG
13,063
NLP & Computational Ling.cs.CL
7,589
Artificial Intelligencecs.AI
7,284
MedicineMedicine
5,683
Roboticscs.RO
5,047
Computer Science (General)Computer science
3,905
Cryptography & Securitycs.CR
1,591
UnknownUnknown
1,536
Materials scienceMaterials science
1,403
BiologyBiology
1,125
Statistical MLstat.ML
1,113
Capital × Community — TechCrunch & HackerNews
TechCrunch = capital and product · HackerNews = technical adoption and community discourse.
TC
TechCrunch signals
427
HN
HackerNews discussions
15
TechCrunchcapital & product
TC
Hynix — IPO
IPO$26.5BUSA· 7/10/2026
TC
Oratomic — VC Funding
VC Funding$300MUSA· 7/10/2026
TC
Mercor — VC Funding
VC Funding$20.0BUSA· 7/9/2026
TC
Elon Musk — VC Funding
VC Funding$40.0BUSA· 7/9/2026
TC
Popular — VC Funding
VC Funding$65MUSA· 7/9/2026
TC
Anthropic — IPO
IPOUSA· 7/9/2026
TC
Lovable — VC Funding
VC Funding$13.2BUSA· 7/8/2026
TC
Samba — VC Funding
VC Funding$1.0BUSA· 7/8/2026
HackerNewstechnical adoptionâš ~57d lag
â–²344
GPT-5.6
💬 219
â–²294
John Deere owners will get the right to repair equipment under FTC settlement
💬 61
â–²285
Age verification is just a precursor to automated attribution of speech
💬 154
â–²222
The bottleneck might be the air in the room
💬 132
â–²191
GPT‑Live
💬 112
â–²175
Response to AI slop is from Robin Williams
💬 98
â–²162
Stop Telling Me to Ask an LLM
💬 87
â–²161
Never Give Them Your Face
💬 81
Developer Tools
VS Code and JetBrains marketplace — adoption signals in development environments.
Pythonvscode1,396,466,295 ↓★ 4.2
Pylancevscode1,360,304,165 ↓★ 3.0
GitHub Copilot Chatvscode722,098,723 ↓★ 2.9
GitHub Copilotvscode652,737,668 ↓★ 4.1
Jupytervscode602,406,487 ↓★ 2.6
C/C++vscode589,537,357 ↓★ 3.4
GitLens — Git superchargedvscode512,085,936 ↓★ 3.5
Python Debuggervscode456,604,265 ↓★ 4.7
Claude Code for VS Codevscode396,317,247 ↓★ 3.7
Language Support for Java(TM) by Red Hatvscode368,069,919 ↓★ 3.3
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.