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Working notes, partial arguments, and technical breadcrumbs worth keeping close.

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Tinker, smol-RL and QDoRA (Part 2)

Part 2 teaser and setup for smol-RL experiments with Tinker

Mar 6, 2026 · 13 min · Akhil Pandey
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Tinker, smol-RL and QDoRA (Part 2)

Recent notes

02

Jan 2, 2026 · 9 min · Akhil Pandey

Tinker, smol-RL and QDoRA

Observations from Tinker RL training API abstractions for post-training models

03

Nov 24, 2025 · 8 min · Akhil Pandey

What is it about these Deep research models lately ?

Understanding deep research agents/models/queries/tasks

04

Nov 13, 2025 · 3 min · Akhil Pandey

Something new, hello "notes

Documenting learnings, scripts, tricks, knowledge in a different way