Five pending PRs on autoresearch, five repos quietly accumulating commits, and a licensing question that nobody answered.

PENDING

autoresearch patches GPU compatibility gap with Turing fallback

A contributor adds capability-aware flash attention switching to run training on cheaper cards.

#268 from Nidhicodes adds Turing GPU (T4/RTX) compatibility via capability-aware FA3 fallback with fp16 and GradScaler support. The change addresses a real friction point: not everyone has H100s. Meanwhile, #265 saves checkpoints before eval to survive crashes, and #264 guards against zero grad accumulation steps.

17 open PRs: #268 feat: Turing GPU (T4/RTX) compat via capability-aware FA3 fallback, fp16+GradScaler, #265 save checkpoint before eval to survive crashes, #264 fix(train): guard against zero grad_accum_steps

PENDING

autoresearch waits on docs and bug fixes in a five-PR stack

Community contributors chip at progress plots, gradients, and contribution guidelines.

#263 fixes undefined 'best' variable in progress plots. #258 proposes a minimal CONTRIBUTING.md focused on research context. The PR queue suggests active tinkering but no merges this week.

COMMUNITY

jobs repo now exists in at least five regional versions

The original BLS treemap spawned India, UK, and EU variants as the job market visualization empire quietly expands.

@karpathy's jobs project has fractured into specialized regional instances: india-jobs-ai-exposure for NCO occupation groups, jobs-uk for ONS data, and AI-ISCO for EU ESCO standards. Each repo shows five commits this week. An open issue credits an Indian adaptation built on the original concept. The archive fork karpathy-jobs-archive preserves the original before deletion.

PENDING

autoresearch wants a licensing policy and a judge layer

The open issues reveal ambitions: pluggable optimization tracks, snapshot-diff scoring, and data-centric research.

Someone asked whether autoresearch code can be reused without a license and got no answer. The backlog includes Auto-Research Tracks (pluggable idle optimization), a JudgeModel layer for snapshot-diff scoring and binary rubric verification, and expanded harness generation for pattern and security exploration. No timelines yet.

    stats corner
    
  

50

commits

17

pull requests

0

releases

commits by repo

github stars

autoresearch		48,252
jobs		1,023
india-jobs-ai-exposure		1
AI-ISCO		1

        repo index
        
      

autoresearch
AI agents running research on single-GPU nanochat training automatically

5 commits · 0 releases · ★ 48252
jobs
A research tool for visually exploring Bureau of Labor Statistics Occupational Outlook Handbook data. This is not a report, a paper, or a serious economic publication — it is a development tool for exploring BLS data visually.

5 commits · 0 releases · ★ 1023
jobs
A research tool for visually exploring how AI may reshape occupations in India.

5 commits · 0 releases · ★ 0
india-jobs-ai-exposure
India-focused adaptation of karpathy/jobs using NCO occupation groups to estimate AI exposure in the Indian job market.

5 commits · 0 releases · ★ 1
jobs-uk
5 commits · 0 releases · ★ 0
AI-ISCO
US & EU Job Market Visualizer — Karpathy-style BLS treemaps + ESCO occupations/skills/competences

5 commits · 0 releases · ★ 1
ukjobs
AI Potential Impact on UK Job Market (ONS & Nomis 2021-24 Dataset)

5 commits · 0 releases · ★ 0
karpathy-jobs-archive
Archive of Andrej Karpathy's AI Job Exposure Map (karpathy.ai/jobs) - fork preserved before original repo was removed

5 commits · 0 releases · ★ 0
job-market-analysis
AI-powered job market analysis and visualization — treemap + empowerment map

5 commits · 0 releases · ★ 0
AI_JOBS_EXPOSURE
5 commits · 0 releases · ★ 0