Live telemetry · daily brief
gawk.dev
by nativerse
● ARCHIVE
2026-09-27
10 labs moved in the last 24h
What verifiably moved in the AI ecosystem in the last 24h. Every number traces to a public source.
What moved
- ■Open-weight models hold 1 of the OpenRouter top 5 (vs 2 yesterday).
- ■transformers downloads grew for the 5th consecutive snapshot.
- ■diffusers downloads grew for the 4th consecutive snapshot.
SDK adoption6 notable shifts across the six registries
Package install volume is where developers place real bets — distinct from where labs are shipping marketing. pypistats.org, npmjs.com, crates.io · view all →
+399.9k
Docker Hub: ollama/ollama
+399.9k all-time pulls day-over-day
+6.6k
VS Code Marketplace: saoudrizwan.claude-dev
+6.6k cumulative installs day-over-day
Agent frameworks2 agent frameworks moved >10% in the last week
Agent frameworks rise and fall on weekly download velocity and open-issue trajectory, not GitHub stars. pypistats.org, pypistats.org · view all →
+22%
OpenAI Agents · +22%
5.1M weekly downloads · 30k stars
+15%
LangGraph · +15%
14M weekly downloads · 42k stars
Model Usagedeepseek/deepseek-v4.1-flash holds #1 · biggest mover: ~deepseek/deepseek-flash-latest +9 to #38 · biggest drop: nvidia/nemotron-3.5-lightning -17
OpenRouter rankings reflect API-first developer spend; direct customers like consumer ChatGPT are invisible by construction. openrouter.ai · view all →
+9
~deepseek/deepseek-flash-latest
was #47 on 2026-09-20
OpenRouter request volume reflects developer API spending, not end-user adoption. Biased toward API-first workflows that route through OpenRouter — direct OpenAI / Anthropic / Google customers who never use OpenRouter are invisible.
-17
nvidia/nemotron-3.5-lightning
was #29 on 2026-09-20
—
#1 deepseek/deepseek-v4.1-flash
#1 deepseek/deepseek-v4.1-flash
—
#2 z-ai/glm-5.3-flash
#2 z-ai/glm-5.3-flash
—
#3 tencent/hy4-preview
#3 tencent/hy4-preview
Tool Health
All tools operational, no incidents in the last 24h (vs 1 yesterday)
Why this matters · Provider outages and degradations cause retry storms upstream. Tracking the 7-day shape catches flapping providers before they page you.
claude-code
Operational
openai-api
Operational
codex
Operational
copilot
Operational
windsurf
Operational
cursor
Operational
Benchmark movers
No rank changes in the LMArena top 3
Why this matters · Public benchmarks are gameable, but rank shuffles still hint at where the frontier is genuinely moving.
#1 claude-opus-5.5-high
anthropic · 1518 Elo
#2 claude-fable-5.1-max
anthropic · 1511 Elo
#3 claude-opus-5-max
anthropic · 1506 Elo
Top HN stories
Top 5 on HN in the last 24h
Why this matters · What developers debate on Hacker News often previews which models, frameworks, and patterns they'll actually adopt next.
OpenAI Feared "Optics" of what might appear on Hacker News
134 points · 89 comments
OpenAI agents tried to bruteforce a UN website's API fields
68 points · 61 comments
"As a Language Model": Chat Template Switches LLM Self-Referential Voice
61 points · 55 comments
OpenAI Codex agents go rogue and consumes USD 78,000 without authorization
61 points · 25 comments
OpenAI (2015)
41 points · 14 comments
Notable AI Lab activity
10 labs moved in the last 24h
Why this matters · GitHub event volume on a lab's own repos is the cleanest publicly-verifiable proxy for engineering activity we have.
LangChain
−25 events (now 169) · San Francisco, US
Hugging Face
−8 events (now 89) · New York, US
OpenAI
−41 events (now 55) · San Francisco, US
Microsoft Research
−16 events (now 40) · Redmond, US
DeepSeek
+9 events (now 29) · Hangzhou, CN
Weights & Biases
−64 events (now 16) · San Francisco, US
New mover: Meta FAIR
10 events · Menlo Park, US
New mover: Google DeepMind
6 events · London, GB
Dropped off: Alibaba Qwen
was 13 events · Hangzhou, CN
Dropped off: Replicate
was 12 events · San Francisco, US
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