Owner

mlnomadpy

11 indexed repositories · View on GitHub

nmn
Not the neurons we want, but the neurons we need

Python · 18 stars
gemma4-jax
From-scratch Flax NNX port of google/gemma-4-12B — full encoder-free multimodal (text + vision + audio)

Python · 3 stars
mlops

Python · 3 stars
mlnomadpy.github.io

Vue · 2 stars
dacli
Context management for hierarchies of coding agents — markdown-first, SPM-native, append-only event log

Go · 2 stars
flaxchat
End-to-end JAX/Flax NNX LLM training, evaluation, inference, checkpointing, and TPU/GPU execution harness

Python · 2 stars
flaxdocs
flax docs but cooler :D

CSS · 1 star
wc26

Astro · 1 star
tpuz

Python · 0 stars
kernel-methods-book
A book-form companion to the Mairal-Vert kernel-methods course: 14 chapters, full proofs, KaTeX, browsable.

Python · 0 stars
blog
random thoughts when am board w/ claude

Python · 0 stars

Beginner friendly Everything

Open All

568: Build a public dacli pitch deck linked from the landing page and dashboard Open

area:core status:active type:task

Difficulty 4/5 3-5 days Newbie friendliness 55/100

mlnomadpy/dacli#1064 · Opened Sep 19, 2026
[Research CLI] Generate a local HTML research dashboard from evidence bundles Open

feature phase:m3 research-cli

Difficulty 5/5 Over a week Newbie friendliness 45/100

mlnomadpy/nmn#49 · Opened Sep 13, 2026
[Research CLI] Add explicit training and acquisition experiments after the architecture gate Open

feature phase:m3 research-cli

Difficulty 5/5 Over a week Newbie friendliness 38/100

mlnomadpy/nmn#48 · Opened Sep 13, 2026
[Research CLI] Add optional JAX and external-model adapters with fidelity checks Open

feature phase:m3 research-cli

Difficulty 5/5 Over a week Newbie friendliness 35/100

mlnomadpy/nmn#47 · Opened Sep 13, 2026
[Research CLI] Benchmark intervention quality, cost and kernel alternatives Open

feature phase:m2 research-cli

Difficulty 5/5 Over a week Newbie friendliness 28/100

mlnomadpy/nmn#46 · Opened Sep 13, 2026
[Research CLI] Add scoped kernel and function-space diagnostics Open

feature phase:m2 research-cli

Difficulty 5/5 Over a week Newbie friendliness 45/100

mlnomadpy/nmn#45 · Opened Sep 13, 2026
[Research CLI] Add sound continuous-domain interval certification Open

feature phase:m2 research-cli

Difficulty 5/5 Over a week Newbie friendliness 25/100

mlnomadpy/nmn#44 · Opened Sep 13, 2026
[Research CLI] Analyze downstream protection using complete dependency paths Open

feature phase:m2 research-cli

Difficulty 5/5 Over a week Newbie friendliness 25/100

mlnomadpy/nmn#43 · Opened Sep 13, 2026
[Research CLI] Register semantic reference models and counterfactual correspondence Open

feature phase:m2 research-cli

Difficulty 5/5 Over a week Newbie friendliness 35/100

mlnomadpy/nmn#42 · Opened Sep 13, 2026
[Research CLI] Deliver the first complete architecture-to-evidence demonstration Open

feature phase:m1 research-cli

Difficulty 5/5 Over a week Newbie friendliness 25/100

mlnomadpy/nmn#41 · Opened Sep 13, 2026
[Research CLI] Export linked evidence and architecture cards to Obsidian Open

feature phase:m1 research-cli

Difficulty 5/5 Over a week Newbie friendliness 38/100

mlnomadpy/nmn#40 · Opened Sep 13, 2026
[Research CLI] Replay runs and verify their provenance Open

feature phase:m1 research-cli

Difficulty 5/5 Over a week Newbie friendliness 35/100

mlnomadpy/nmn#39 · Opened Sep 13, 2026
[Research CLI] Verify finite-domain contracts exhaustively Open

feature phase:m1 research-cli

Difficulty 5/5 Over a week Newbie friendliness 38/100

mlnomadpy/nmn#38 · Opened Sep 13, 2026
[Research CLI] Compare target effects and protected-output changes Open

feature phase:m1 research-cli

Difficulty 5/5 Over a week Newbie friendliness 45/100

mlnomadpy/nmn#37 · Opened Sep 13, 2026
[Research CLI] Execute native edits and replay the complete downstream computation Open

feature phase:m1 research-cli

Difficulty 5/5 Over a week Newbie friendliness 35/100

mlnomadpy/nmn#36 · Opened Sep 13, 2026
[Research CLI] Record complete state and module contribution traces Open

feature phase:m1 research-cli

Difficulty 5/5 Over a week Newbie friendliness 35/100

mlnomadpy/nmn#35 · Opened Sep 13, 2026
[Research CLI] Create immutable run manifests and portable evidence bundles Open

feature phase:m1 research-cli

Difficulty 5/5 Over a week Newbie friendliness 45/100

mlnomadpy/nmn#34 · Opened Sep 13, 2026
[Research CLI] Inspect dependencies, bypasses and kernel assumptions Open

feature phase:m1 research-cli

Difficulty 5/5 Over a week Newbie friendliness 35/100

mlnomadpy/nmn#33 · Opened Sep 13, 2026
[Research CLI] Implement the deterministic CPU reference evaluator Open

feature phase:m1 research-cli

Difficulty 5/5 Over a week Newbie friendliness 35/100

mlnomadpy/nmn#32 · Opened Sep 13, 2026
[Research CLI] Define intervention and evidence contract schemas Open

feature phase:m1 research-cli

Difficulty 5/5 Over a week Newbie friendliness 45/100

mlnomadpy/nmn#31 · Opened Sep 13, 2026
[Research CLI] Define and validate the explicit-state architecture schema Open

feature phase:m1 research-cli

Difficulty 5/5 Over a week Newbie friendliness 38/100

mlnomadpy/nmn#30 · Opened Sep 13, 2026
[Research CLI] Extend the existing import-light NMN CLI with a research command namespace Open

feature phase:m1 research-cli

Difficulty 5/5 Over a week Newbie friendliness 35/100

mlnomadpy/nmn#29 · Opened Sep 13, 2026
[Roadmap] NMN research CLI: architecture → intervention → verified evidence Open

research-cli roadmap

Difficulty 5/5 Over a week Newbie friendliness 25/100

mlnomadpy/nmn#28 · Opened Sep 13, 2026
[P1] Make FineWeb Kaggle TPU training independent of live PyArrow streaming Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

mlnomadpy/flaxchat#31 · Opened Sep 11, 2026
[P1] Execute the matched flaxchat, nanochat, and MaxText benchmark protocol Open

Difficulty 5/5 Over a week Newbie friendliness 32/100

mlnomadpy/flaxchat#23 · 1 comment · Opened Sep 3, 2026
[P2] Publish a small checkpoint and automated inference demo Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

mlnomadpy/flaxchat#19 · 1 comment · Opened Sep 3, 2026
[P1] Cut v0.1.1 with the TPU initialization fix and acceptance evidence Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

mlnomadpy/flaxchat#11 · 1 comment · Opened Sep 3, 2026
[P1] Run and publish a physical multi-host TPU acceptance suite Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

mlnomadpy/flaxchat#12 · 1 comment · Opened Sep 3, 2026
Implement revocable device login with native credential storage Open

area:core enhancement status:open type:task

Difficulty 5/5 Over a week Newbie friendliness 25/100

mlnomadpy/dacli#984 · Opened Sep 2, 2026
Build the cross-project operations and analytics dashboard Open

area:core enhancement status:open type:task

Difficulty 5/5 Over a week Newbie friendliness 20/100

mlnomadpy/dacli#983 · Opened Sep 2, 2026
Operationalize the least-privilege GitHub App bridge Open

area:core enhancement status:open type:task

Difficulty 5/5 Over a week Newbie friendliness 20/100

mlnomadpy/dacli#979 · Opened Sep 2, 2026
Implement exact-action approvals, inherited policy, and budgets Open

area:core enhancement status:open type:task

Difficulty 5/5 Over a week Newbie friendliness 25/100

mlnomadpy/dacli#980 · Opened Sep 2, 2026
Connect local projects through metadata-only signed sync Open

area:core enhancement status:open type:task

Difficulty 5/5 Over a week Newbie friendliness 28/100

mlnomadpy/dacli#981 · Opened Sep 2, 2026
Ship a signed versioned role registry Open

area:core enhancement status:open type:task

Difficulty 5/5 Over a week Newbie friendliness 25/100

mlnomadpy/dacli#978 · Opened Sep 2, 2026
Feature request: SaaS control plane for roles, projects, governance, and analytics Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 20/100

mlnomadpy/dacli#446 · 6 comments · Opened Aug 11, 2026
Repository quality and release-readiness upgrade plan Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mlnomadpy/flaxchat#1 · 3 comments · Opened Aug 10, 2026
Repository quality and release-readiness upgrade plan Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mlnomadpy/gemma4-jax#1 · Opened Aug 10, 2026
Repository quality and release-readiness upgrade plan Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

mlnomadpy/mlops#1 · Opened Aug 10, 2026
Repository quality and release-readiness upgrade plan Open

Difficulty 5/5 Over a week Newbie friendliness 18/100

mlnomadpy/wc26#1 · Opened Aug 10, 2026
Repository quality and release-readiness upgrade plan Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mlnomadpy/blog#103 · Opened Aug 10, 2026
Repository quality and release-readiness upgrade plan Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mlnomadpy/kernel-methods-book#15 · Opened Aug 10, 2026
TPU.scp_to() has hardcoded 300s timeout — no way to override for large transfers Open

Difficulty 2/5 1-3 hours Newbie friendliness 67/100

mlnomadpy/tpuz#14 · Opened Apr 12, 2026
TPU.run() has hardcoded 30s ssh timeout — false-alarms on slow launches Open

Difficulty 3/5 1-2 days Newbie friendliness 74/100

mlnomadpy/tpuz#15 · Opened Apr 12, 2026
TPU.run(secrets=[...]) does not reliably export env vars to the launched process Open

Difficulty 3/5 1-2 days Newbie friendliness 58/100

mlnomadpy/tpuz#16 · Opened Apr 12, 2026
TPU.setup() fails with 'Permission denied' on v6e-8 (TPU-VM base image) — uv pip install --system writes to root-owned dist-packages Open

Difficulty 2/5 1-3 hours Newbie friendliness 74/100

mlnomadpy/tpuz#13 · Opened Apr 11, 2026
SecretManager.create() passes capture_output to Popen() — TypeError on Python 3.13 Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

mlnomadpy/tpuz#12 · Opened Apr 11, 2026
a full training paradigm for embedding models Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

mlnomadpy/flaxdocs#13 · Opened Dec 14, 2025
add a guide on physics-informed neural networks Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

mlnomadpy/flaxdocs#12 · Opened Dec 14, 2025
add guide on reinforcment learning with nnx Open

Difficulty 3/5 1-2 days Newbie friendliness 25/100

mlnomadpy/flaxdocs#11 · Opened Dec 14, 2025
add more on multimodality fusion Open

Difficulty 5/5 Over a week Newbie friendliness 15/100

mlnomadpy/flaxdocs#10 · Opened Dec 14, 2025

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