burtenshaw/trackio-bucket
2.55 MB
🤝 Open to Collab
ben burtenshaw
burtenshaw
AI & ML interests
Post-training, RL, Agents, Education
Recent Activity
upvoted an article about 4 hours ago
TorchNeuron: running HF models on AWS Trainium is easier than ever published a Space about 11 hours ago
burtenshaw/muse-spark-call-your-browser updated a dataset about 13 hours ago
huggingface-course/supervised-finetuning_quiz_student_responsesOrganizations
Posts 39
Post
10,483
Smol course has a distinctive approach to teaching post-training, so I'm posting about how it’s different to other post-training courses, including the llm course that’s already available.
In short, the smol course is just more direct that any of the other course, and intended for semi-pro post trainers.
- It’s a minimal set of instructions on the core parts.
- It’s intended to bootstrap real projects you're working on.
- The material handsover to existing documentation for details
- Likewise, it handsover to the LLM course for basics.
- Assessment is based on a leaderboard, without reading all the material.
To start the smol course, follow here: smol-course
In short, the smol course is just more direct that any of the other course, and intended for semi-pro post trainers.
- It’s a minimal set of instructions on the core parts.
- It’s intended to bootstrap real projects you're working on.
- The material handsover to existing documentation for details
- Likewise, it handsover to the LLM course for basics.
- Assessment is based on a leaderboard, without reading all the material.
To start the smol course, follow here:
Articles 46
Article
44
Welcome Beam: a 501B open model you can own, customize, and scale
Ten reproducible agentic post-training experiments with public models, Trackio dashboards, evidence, and August sharing notes.
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burtenshaw/agent-handover-august-2026
Updated • 61 -
Agent Handover Trackio
🎯Visualize your program's I/O activity in an interactive dashboard
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burtenshaw/openenv-echo-world-model-liquidai-lfm2.5-350m-seed0
Text Generation • 0.4B • Updated • 22 -
burtenshaw/openenv-echo-world-model-liquidai-lfm2.5-350m-seed1
Text Generation • 0.4B • Updated • 21
Ten reproducible agentic post-training experiments with public models, Trackio dashboards, evidence, and August sharing notes.
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burtenshaw/agent-handover-august-2026
Updated • 61 -
Agent Handover Trackio
🎯Visualize your program's I/O activity in an interactive dashboard
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burtenshaw/openenv-echo-world-model-liquidai-lfm2.5-350m-seed0
Text Generation • 0.4B • Updated • 22 -
burtenshaw/openenv-echo-world-model-liquidai-lfm2.5-350m-seed1
Text Generation • 0.4B • Updated • 21
spaces 168
Running
Agents
Beam + Pi ProgramBench
🎯
Show interactive benchmark results with downloadable data
Running
Agents
Call your browser
🎙
Talk to Muse Spark and watch a browser work
Running
Agents
Post Training Trackio
🎯
Display a real-time I/O tracking dashboard
Running
Agents
Tailsft Lfm350m Trackio
🎯
Show interactive visualizations of your tracking data
Running
Training Agents Resources
🚀
Show a simple static web page for editing HTML
Running
Agents
PostTrain Arena example
🏟
View PostTrain Arena leaderboard
models 137
burtenshaw/nanochat
Text Generation • 2B • Updated • 383
burtenshaw/plan-my-day-v3-lfm2.5-confirmation-r2-43
Text Generation • Updated • 14
burtenshaw/plan-my-day-v3-lfm2.5-confirmation-r2-29
Text Generation • Updated • 28
burtenshaw/plan-my-day-v3-lfm2.5-confirmation-r2-17
Text Generation • Updated • 19
burtenshaw/plan-my-day-v3-lfm2.5-r2-sft-r75
Updated • 8
burtenshaw/plan-my-day-v3-lfm2.5-r2-sft-r50
Updated • 9
burtenshaw/plan-my-day-v3-lfm2.5-r1-exact-live
Updated • 5
burtenshaw/plan-my-day-v3-lfm2.5-r1-sft-control
Updated • 5
burtenshaw/plan-my-day-v2-lfm2.5-sdpo-seed17
Updated • 22
burtenshaw/plan-my-day-v2-lfm2.5-sdpo-seed43
Updated • 12
datasets 85
burtenshaw/openenv-sql-investigation
Viewer • Updated • 10 • 88
burtenshaw/agent-burtenshaw-tasks
Updated • 154
burtenshaw/transformers-pr-slop-dataset
Viewer • Updated • 1.46M • 746 • 2
burtenshaw/tailsft-lfm350m-experiment
Preview • Updated • 730
burtenshaw/posttrainarena-example-leaderboard
Updated • 47
burtenshaw/plan-my-day-v3-results
Updated • 82
burtenshaw/plan-my-day-v3-source
Updated • 253
burtenshaw/plan-my-day-v3-data
Viewer • Updated • 2.3k • 47
burtenshaw/plan-my-day-v2-results
Updated • 52
burtenshaw/plan-my-day-v2-source
Updated • 96