phonology024

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• Test lab: crowdsourced reports + small cloud-rental matrix

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

  phonology024/make-localllm-easier#101 · Opened Oct 10, 2026

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• 1.0: honest platform matrix (tested vs community-tested) in README and `doctor`

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  documentation enhancement help wanted

  Difficulty 3/5 1-2 days Newbie friendliness 35/100

  phonology024/make-localllm-easier#99 · Opened Oct 10, 2026

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• 1.0: stability contract and deprecation policy (CLI, API, report schema, catalog, config)

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  documentation enhancement help wanted

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

  phonology024/make-localllm-easier#98 · Opened Oct 10, 2026

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• Cost saver for agents: local-first routing under Hermes/OpenCode/Aider with a savings meter (own API key only)

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  Difficulty 5/5 Over a week Newbie friendliness 8/100

  phonology024/make-localllm-easier#97 · 1 comment · Opened Oct 10, 2026

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• Local-agent benchmark: Hermes Agent vs OpenCode vs Aider vs our harness, same local model, public results

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  Difficulty 5/5 Over a week Newbie friendliness 10/100

  phonology024/make-localllm-easier#96 · 1 comment · Opened Oct 10, 2026

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• llama.cpp upgrade process: smoke test before bumping the pinned build, flag stale catalog scores

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  Difficulty 4/5 3-5 days Newbie friendliness 35/100

  phonology024/make-localllm-easier#95 · Opened Oct 10, 2026

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• Success metrics for ROADMAP 0.8 (reach): stars, PyPI downloads, reports received

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  documentation help wanted

  Difficulty 2/5 1-3 hours Newbie friendliness 42/100

  phonology024/make-localllm-easier#94 · Opened Oct 10, 2026

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• Long-context quality suite per language (needle / RULER-style), as a reusable `localllm eval` suite

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  Difficulty 5/5 Over a week Newbie friendliness 22/100

  phonology024/make-localllm-easier#93 · Opened Oct 10, 2026

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• Verify downloads: checksum llama.cpp builds and model files

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  Difficulty 4/5 3-5 days Newbie friendliness 35/100

  phonology024/make-localllm-easier#92 · Opened Oct 10, 2026

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• Measurement runner: queue of benchmark jobs that runs overnight and writes results to tools/*.jsonl

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  Difficulty 5/5 Over a week Newbie friendliness 12/100

  phonology024/make-localllm-easier#91 · Opened Oct 10, 2026

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• Two profiles: `lean` (default) and `max`

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

  phonology024/make-localllm-easier#90 · Opened Oct 10, 2026

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• Obsidian: `localllm connect obsidian` first, own plugin only if needed

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  enhancement help wanted

  Difficulty 4/5 1-2 days Newbie friendliness 35/100

  phonology024/make-localllm-easier#89 · 1 comment · Opened Oct 10, 2026

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• Harness: an agent loop for small local models (plan, tool, verify, retry) as an opt-in add-on

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  Difficulty 5/5 Over a week Newbie friendliness 12/100

  phonology024/make-localllm-easier#88 · 3 comments · Opened Oct 10, 2026

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• Multi-model collaboration (mixture-of-agents / debate) with small local models: measure, expect a null result

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  Difficulty 5/5 Over a week Newbie friendliness 12/100

  phonology024/make-localllm-easier#87 · Opened Oct 10, 2026

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• Reality check: dense 70B at 1.58-2 bit on 16 GB, per language

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  Difficulty 4/5 3-5 days Newbie friendliness 18/100

  phonology024/make-localllm-easier#86 · Opened Oct 10, 2026

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• Small model + more compute at test time: best-of-N / majority vote / verifier vs the big model, per language

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

  phonology024/make-localllm-easier#85 · Opened Oct 10, 2026

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• SSD expert streaming with predictive prefetch (VRAM / RAM / NVMe) for 235B-300B-class MoE

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  Difficulty 5/5 Over a week Newbie friendliness 12/100

  phonology024/make-localllm-easier#84 · Opened Oct 10, 2026

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• REAP expert pruning + 3-4 bit quant so a 100-235B MoE fits 16 GB VRAM + 32 GB RAM; score per language

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

  phonology024/make-localllm-easier#83 · 1 comment · Opened Oct 10, 2026

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• Measure a ~120B MoE (gpt-oss class) on 16 GB VRAM + 32 GB RAM with --n-cpu-moe and the expert cache

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  Difficulty 4/5 3-5 days Newbie friendliness 18/100

  phonology024/make-localllm-easier#82 · 1 comment · Opened Oct 10, 2026

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• README: record a short terminal GIF (`localllm` -> chat) for the top of the README

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  documentation good first issue help wanted

  Difficulty 2/5 1-3 hours Newbie friendliness 45/100

  phonology024/make-localllm-easier#81 · Opened Oct 10, 2026

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• CI: fail when the README `doctor` sample or headline numbers drift from the real output

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  documentation enhancement help wanted

  Difficulty 3/5 1-2 days Newbie friendliness 45/100

  phonology024/make-localllm-easier#80 · Opened Oct 10, 2026

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• Show live footprint and GPU-spill status in chat / UI

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  enhancement help wanted

  Difficulty 3/5 1-2 days Newbie friendliness 42/100

  phonology024/make-localllm-easier#79 · Opened Oct 10, 2026

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• Measure agent workloads: RAM and tok/s over a 30-turn tool-calling session at 20k+ context

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  Difficulty 4/5 3-5 days Newbie friendliness 28/100

  phonology024/make-localllm-easier#77 · Opened Oct 10, 2026

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• localllm serve --ui: local chat workspace (sessions, model picker, LAN password)

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  Difficulty 5/5 Over a week Newbie friendliness 12/100

  phonology024/make-localllm-easier#76 · Opened Oct 10, 2026

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• localllm connect <tool>: point OpenCode / Claude Code / Codex / Aider / Cline at the local endpoint

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  enhancement help wanted

  Difficulty 4/5 3-5 days Newbie friendliness 35/100

  phonology024/make-localllm-easier#75 · 2 comments · Opened Oct 10, 2026

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• Website: per-language / per-GPU leaderboard + SEO pages on GitHub Pages

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  documentation enhancement help wanted

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

  phonology024/make-localllm-easier#74 · Opened Oct 10, 2026

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• Leaderboard data: collect `localllm report` JSONs into a public dataset

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

  phonology024/make-localllm-easier#73 · Opened Oct 10, 2026

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• Lossless weight compression watch-list (DFloat11, ZipNN, MPEG NNC): download size only

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  help wanted question

  Difficulty 5/5 Over a week Newbie friendliness 8/100

  phonology024/make-localllm-easier#71 · Opened Oct 10, 2026

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• Noisy-audio and long-recording benchmark

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  enhancement help wanted

  Difficulty 4/5 3-5 days Newbie friendliness 40/100

  phonology024/babelscribe#27 · Opened Oct 9, 2026

• Show us your subtitles: share a before/after (any language)

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  documentation help wanted question

  Difficulty 1/5 1-3 hours Newbie friendliness 66/100

  phonology024/babelscribe#26 · Opened Oct 9, 2026

• Add babelscribe to MCP and AI-tool directories

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  documentation good first issue help wanted

  Difficulty 2/5 Half a day Newbie friendliness 50/100

  phonology024/babelscribe#25 · Opened Oct 9, 2026

• Translate the README / guide pages (ja, es, zh, ko, id, vi, hi, ar, pt)

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  good first issue help wanted translation

  Difficulty 2/5 Half a day Newbie friendliness 62/100

  phonology024/babelscribe#24 · Opened Oct 9, 2026

• Package for AUR (Arch Linux)

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  good first issue help wanted packaging

  Difficulty 2/5 1-3 hours Newbie friendliness 66/100

  phonology024/babelscribe#23 · Opened Oct 9, 2026

• Package for Homebrew and conda-forge

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  help wanted packaging

  Difficulty 3/5 1-2 days Newbie friendliness 50/100

  phonology024/babelscribe#22 · Opened Oct 9, 2026

• Package for winget / Scoop

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  good first issue help wanted packaging

  Difficulty 3/5 Half a day Newbie friendliness 55/100

  phonology024/babelscribe#21 · Opened Oct 9, 2026

• CI matrix: Python 3.9–3.13 on Windows, Linux, macOS

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  Difficulty 3/5 Half a day Newbie friendliness 66/100

  phonology024/babelscribe#20 · Opened Oct 9, 2026

• API stability and deprecation policy for 1.0

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  documentation roadmap

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

  phonology024/babelscribe#19 · Opened Oct 9, 2026

• Simple desktop app: drag a file, get subtitles

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

  phonology024/babelscribe#18 · Opened Oct 9, 2026

• Word-highlight (karaoke) subtitles: ASS output

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  Difficulty 3/5 1-2 days Newbie friendliness 62/100

  phonology024/babelscribe#17 · Opened Oct 9, 2026

• Measure transcribe.cpp models (Qwen3-ASR, Cohere) on FLEURS per language

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  Difficulty 3/5 1-2 days Newbie friendliness 50/100

  phonology024/babelscribe#16 · Opened Oct 9, 2026

• Language fine-tune: Turkish (FLEURS WER 6.7%, accurate is worse than turbo)

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  Difficulty 4/5 3-5 days Newbie friendliness 40/100

  phonology024/babelscribe#15 · Opened Oct 9, 2026

• Language fine-tune: Indonesian (FLEURS WER 7.8%)

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  Difficulty 4/5 3-5 days Newbie friendliness 30/100

  phonology024/babelscribe#14 · Opened Oct 9, 2026

• Language fine-tune: Korean (beat large-v3, FLEURS CER 3.9%)

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  Difficulty 3/5 1-2 days Newbie friendliness 55/100

  phonology024/babelscribe#13 · Opened Oct 9, 2026

• Docker image (CPU + Vulkan) on GHCR

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  enhancement help wanted packaging roadmap

  Difficulty 3/5 1-2 days Newbie friendliness 45/100

  phonology024/babelscribe#12 · Opened Oct 9, 2026

• Custom vocabulary: --prompt for names and jargon

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  Difficulty 3/5 Half a day Newbie friendliness 70/100

  phonology024/babelscribe#11 · Opened Oct 9, 2026

• babelscribe doctor: diagnose a broken install in one command

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  Difficulty 3/5 1-2 days Newbie friendliness 55/100

  phonology024/babelscribe#10 · Opened Oct 9, 2026

• Speaker labels: feasibility study

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  Difficulty 4/5 3-5 days Newbie friendliness 22/100

  phonology024/babelscribe#9 · Opened Oct 9, 2026

• Translate to English (--translate)

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  Difficulty 3/5 1-2 days Newbie friendliness 45/100

  phonology024/babelscribe#8 · Opened Oct 9, 2026

• MCP: transcribe a whole folder in one request

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  Difficulty 3/5 1-2 days Newbie friendliness 35/100

  phonology024/babelscribe#7 · Opened Oct 9, 2026

• MCP: report progress while transcribing long files

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  Difficulty 3/5 Half a day Newbie friendliness 55/100

  phonology024/babelscribe#6 · 1 comment · Opened Oct 9, 2026