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GAWK

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2026-09-07

9 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 2 of the OpenRouter top 5 (vs 1 yesterday).

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 →

−70.4k

PyPI: transformers

−70.4k 24h downloads day-over-day

pypistats.org is a third-party aggregator — counts include mirror hits, CI builds, and pip install retries.

PyPI · View →

−10.0k

crates.io: candle-core

−10.0k 90d downloads day-over-day

crates.io · View →

+366.1k

Docker Hub: ollama/ollama

+366.1k all-time pulls day-over-day

Docker Hub · View →

−1.4k

Homebrew: ollama

−1.4k 30d downloads day-over-day

Homebrew · View →

+7.5k

VS Code Marketplace: saoudrizwan.claude-dev

+7.5k cumulative installs day-over-day

VS Code Marketplace · View →

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 →

-81%

CrewAI · -81%

567k weekly downloads · 58k stars

pypistats.org · View →

-41%

OpenAI Agents · -41%

4.1M weekly downloads · 29k stars

pypistats.org · View →

-24%

Pydantic AI · -24%

1.2M weekly downloads · 20k stars

Tracks the `pydantic-ai` meta-package; the lean `pydantic-ai-slim` variant is roughly 4× larger but users typically compare the meta number.

pypistats.org · View →

-10%

LangGraph · -10%

13M weekly downloads · 41k stars

pypistats.org · View →

Model Usagetencent/hy4-preview holds #1 · biggest mover: minimax/minimax-m2.7 +20 to #29 · biggest drop: nvidia/nemotron-3-super-120b-a12b -14

OpenRouter rankings reflect API-first developer spend; direct customers like consumer ChatGPT are invisible by construction. openrouter.ai · view all →

+20

minimax/minimax-m2.7

was #49 on 2026-08-31

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.

OpenRouter · View →

-14

nvidia/nemotron-3-super-120b-a12b

was #29 on 2026-08-31

OpenRouter · View →

#1 tencent/hy4-preview

#1 tencent/hy4-preview

OpenRouter · View →

#2 openai/gpt-5.6-luna

#2 openai/gpt-5.6-luna

OpenRouter · View →

#3 z-ai/glm-5.3-flash

#3 z-ai/glm-5.3-flash

OpenRouter · View →

Tool Health

All tools operational, no incidents in the last 24h (vs 0 yesterday)

Why this matters · Provider outages and degradations cause retry storms upstream. Tracking the 7-day shape catches flapping providers before they page you.

Tool health, 7 days ending 2026-09-07: daily 04:00 UTC snapshot per tool. Green operational, amber degraded, red outage, grey no data.

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.

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.

Notable AI Lab activity

9 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

    −30 events (now 158) · San Francisco, US

    Gawk · Labs

  • OpenAI

    +6 events (now 150) · San Francisco, US

    Gawk · Labs

  • Hugging Face

    −20 events (now 102) · New York, US

    Gawk · Labs

  • Ollama

    +8 events (now 100) · San Francisco, US

    Gawk · Labs

  • DeepSeek

    +10 events (now 32) · Hangzhou, CN

    Gawk · Labs

  • New mover: Meta FAIR

    23 events · Menlo Park, US

    Gawk · Labs

  • New mover: Google Research

    11 events · Mountain View, US

    Gawk · Labs

  • Dropped off: Weights & Biases

    was 9 events · San Francisco, US

    Gawk · Labs

  • Dropped off: BAAI (Beijing Academy of AI)

    was 7 events · Beijing, CN

    Gawk · Labs

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GAWK is the live-telemetry track of Nativerse. Clarity. Trust. Every number traces to a public source · Sources · Methodology