Live telemetry · daily brief
gawk.dev
by nativerse
● ARCHIVE
2026-11-01
7 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
- ■anthropic downloads grew for the 4th consecutive snapshot.
- ■huggingface-hub downloads grew for the 4th consecutive snapshot.
- ■transformers downloads grew for the 4th consecutive snapshot.
SDK adoption5 notable shifts across the six registries
Package install volume is where developers place real bets — distinct from where labs are shipping marketing. pypistats.org, crates.io, hub.docker.com · view all →
+484.5k
Docker Hub: ollama/ollama
+484.5k all-time pulls day-over-day
+7.0k
VS Code Marketplace: saoudrizwan.claude-dev
+7.0k cumulative installs day-over-day
Agent frameworks4 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, pypistats.org · view all →
+19%
LangGraph · +19%
19M weekly downloads · 44k stars
+19%
OpenAI Agents · +19%
6.8M weekly downloads · 30k stars
+13%
AutoGen · +13%
103k weekly downloads · 62k stars
Tracks the live `autogen-agentchat` package — the deprecated bare `autogen` PyPI name is a different abandoned project and is not counted here.
+13%
Pydantic AI · +13%
1.7M weekly downloads · 21k stars
Tracks the `pydantic-ai` meta-package; the lean `pydantic-ai-slim` variant is roughly 4× larger but users typically compare the meta number.
Model Usagedeepseek/deepseek-v4.1-flash-1017 holds #1 · biggest mover: minimax/minimax-m3.1-flash +38 to #8 · biggest drop: xiaomi/mimo-v2.6-flash -9
OpenRouter rankings reflect API-first developer spend; direct customers like consumer ChatGPT are invisible by construction. openrouter.ai · view all →
+38
minimax/minimax-m3.1-flash
was #46 on 2026-10-25
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.
-9
xiaomi/mimo-v2.6-flash
was #7 on 2026-10-25
—
#1 deepseek/deepseek-v4.1-flash-1017
#1 deepseek/deepseek-v4.1-flash-1017
—
#2 z-ai/glm-5.3-flash
#2 z-ai/glm-5.3-flash
—
#3 deepseek/deepseek-v4.1-flash
#3 deepseek/deepseek-v4.1-flash
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
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 Gemini 4 Carbon (High)
google · 1540 Elo
#2 Gemini 4 Argon (High)
google · 1529 Elo
#3 Claude Opus 5.5 (High)
anthropic · 1516 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.
Anthropic blocks users for anything touching training larger models
137 points · 42 comments
GPT-5.6 Sol can beat Factorio on peaceful mode
128 points · 133 comments
Anthropic takes steps to block Claude from reverse-engineering video games
95 points · 65 comments
Leaking Secrets from Air-Gap Computers by Spelling Radio Signals from RAM (2024)
71 points · 30 comments
Proving and Improving the Platonic Representation Hypothesis with JEPAs
24 points · 3 comments
Notable AI Lab activity
7 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
+7 events (now 188) · San Francisco, US
Anthropic
−8 events (now 142) · San Francisco, US
Ollama
+6 events (now 96) · San Francisco, US
OpenAI
−6 events (now 84) · San Francisco, US
Microsoft Research
−14 events (now 76) · Redmond, US
New mover: Replicate
29 events · San Francisco, US
Dropped off: Meta FAIR
was 15 events · Menlo Park, US
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