sims1253/starling

Local transciption/speech-to-text app.

Stars: 0
Forks: 0
Open beginner issues: 0
Indexed issues: 35
Avg merge: 7h 37m
Merged PRs (30d): 109

Dominant language: Python
License: MIT
Last GitHub push: Sep 19, 2026
Latest indexed: Sep 20, 2026
Contributing guide: No contributing guide
Code of conduct: No code of conduct
Beginner labels: No beginner labels indexed

Beginner friendly Everything

Open All

35 open issues indexed

Client robustness: bounded response bodies and streaming request bodies (R6-class) Open

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

sims1253/starling#235 · 1 comment · Opened Sep 21, 2026
Quant track: per-device recipe selection (S13) + reproducible MOSS calibration and evaluation provenance (S14) Open

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

sims1253/starling#234 · 1 comment · Opened Sep 21, 2026
Serving wave 2 — CPU dispatch, cancellation/fairness, gating harness, frontend reuse and batching experiments (S09, S12, S16, S17, S18) Open

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

sims1253/starling#233 · 1 comment · Opened Sep 21, 2026
Serving wave 2 — kernels: MOSS window attention + V-transpose (S05/S06), Parakeet tiled relative bias (S07), TDT stateful kernels (S10), projection/epilogue fusions (S15) Open

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

sims1253/starling#231 · 1 comment · Opened Sep 21, 2026
Serving wave 2 — device pipeline: keep tensors on-device across stages (S04), file-backed weight ownership (S19), cold-shape cache discipline (S08) Open

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

sims1253/starling#232 · 1 comment · Opened Sep 21, 2026
iOS dictation flow: host-app + keyboard workflow with platform intents (E14) Open

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

sims1253/starling#230 · 1 comment · Opened Sep 21, 2026
Android completion: model lifetime/resource budgets (E13) + RECOGNIZE_SPEECH activity (E22) + on-device validation Open

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

sims1253/starling#229 · 1 comment · Opened Sep 21, 2026
Packaging and release gating: packaged workflows, signing, updates, rollback, fair renderer comparison Open

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

sims1253/starling#228 · 1 comment · Opened Sep 21, 2026
Authenticated remote endpoints, phone pairing, and separately-authorized sync/handoff Open

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

sims1253/starling#227 · 1 comment · Opened Sep 21, 2026
Interactive dictation latency profile: end-to-end instrumentation and measurement Open

Difficulty 4/5 3-5 days Newbie friendliness 38/100

sims1253/starling#226 · 1 comment · Opened Sep 21, 2026
Insights phase 2: Your Voice patterns, share cards, weekly recap polish Open

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

sims1253/starling#225 · 1 comment · Opened Sep 21, 2026
Named documents with immutable revisions (E21) + CLI/MCP sharing (E23) Open

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

sims1253/starling#224 · 1 comment · Opened Sep 21, 2026
Terminal-free onboarding: verified model manager, readiness checks, safe first dictation Open

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

sims1253/starling#222 · 1 comment · Opened Sep 21, 2026
Modes & voice authoring product surface (contracts are frozen; build the product) Open

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

sims1253/starling#223 · 1 comment · Opened Sep 21, 2026
System-wide dictation UX: focus-safe target insertion, overlay/tray controls, configurable shortcuts, permissions Open

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

sims1253/starling#221 · 1 comment · Opened Sep 21, 2026
Runtime service host (I4): IPC host, renderer-kill acceptance, I5 machine wiring Open

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

sims1253/starling#220 · 1 comment · Opened Sep 21, 2026
Storage v2 completion: multi-process leases, retention sweep, bounded reads, runtime integration Open

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

sims1253/starling#219 · 1 comment · Opened Sep 21, 2026
Parakeet CUDA encoder capture blocked: ggml CONV_2D_DW accepts only F32 src0 vs our F16 depthwise-conv layout Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

sims1253/starling#218 · 1 comment · Opened Sep 21, 2026
Linux CUDA build crashes on first transcription (parakeet): UNARY-on-strided-view routes captured graphs onto the sched path Open

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

sims1253/starling#184 · 2 comments · Opened Sep 19, 2026
Pilot fair scheduling between long-audio chunks (evidence-gated) Open

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

sims1253/starling#178 · 1 comment · Opened Sep 18, 2026
Wrap the coding-agent workflow in a bounded hypothesis-experiment-review loop Open

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

sims1253/starling#176 · 1 comment · Opened Sep 18, 2026
Add byte-aware admission and eviction to the native replay caches Open

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

sims1253/starling#177 · 1 comment · Opened Sep 18, 2026
Publish tiered native validation and hardware-specific performance evidence in CI Open

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

sims1253/starling#175 · 1 comment · Opened Sep 18, 2026
Benchmark mixed HTTP uploads and live WebSocket dictation under contention Open

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

sims1253/starling#174 · 1 comment · Opened Sep 18, 2026
Add native replay-boundary fuzzing and accelerator sanitizer gates Open

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

sims1253/starling#172 · 1 comment · Opened Sep 18, 2026
Build trace-derived native microbenchmarks for the highest-cost graph regions Open

Difficulty 5/5 Over a week Newbie friendliness 42/100

sims1253/starling#171 · 1 comment · Opened Sep 18, 2026
Add component replay and first-divergence reports for native inference Open

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

sims1253/starling#169 · 2 comments · Opened Sep 18, 2026
Align optimization flags and parity tests with the numerical contract Open

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

sims1253/starling#64 · 1 comment · Opened Sep 6, 2026
Research encoder KV compression and low-rank speculative draft heads Open

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

sims1253/starling#59 · 1 comment · Opened Sep 6, 2026
Define and verify accelerator runtime dependencies for release archives Open

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

sims1253/starling#57 · 4 comments · Opened Sep 6, 2026
Parakeet compact quantization: validate quality before changing defaults Open

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

sims1253/starling#50 · 2 comments · Opened Sep 4, 2026
Quant quality: GPTQ/AWQ-style weight adjustment for the sub-2-bit regime Open

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

sims1253/starling#49 · 1 comment · Opened Sep 4, 2026
Research track: verification-gated kernel optimization (sanitizer tier -> SMT equivalence gate -> ggml graph translation validation) Open

enhancement research

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

sims1253/starling#32 · 1 comment · Opened Aug 18, 2026
Python packaging cleanup before publishing Open

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

sims1253/starling#21 · Opened Aug 14, 2026
Serve the CUDA-megakernel models from starling-serve (retire the Python serving path) Open

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

sims1253/starling#19 · Opened Aug 14, 2026

A short digest of beginner-friendly GitHub issues.