aosama

Issues somebody may already be working on are listed last. List everything by date

• A whole-book-length prompt with a one-word reply is rejected as an invalid request

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

  aosama/astronomical#1320 · Opened Oct 17, 2026

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• Throughput history records land in a doubled nested directory depending on launch directory

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  Difficulty 2/5 1-3 hours Newbie friendliness 84/100

  aosama/astronomical#1318 · Opened Oct 17, 2026

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• A restarted conversation restores only part of its persisted prompt cache

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

  aosama/astronomical#1319 · Opened Oct 17, 2026

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• Return to fully-resident after a large request displaces memory under a raised ceiling

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  area-engine enhancement

  Difficulty 4/5 3-5 days Newbie friendliness 52/100

  aosama/astronomical#1316 · Opened Oct 17, 2026

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• Decode-phase cost stays invisible in per-request performance records until attribution is enabled

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  bug

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

  aosama/astronomical#1281 · Opened Oct 15, 2026

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• research: evaluate the MLX v0.32.4 release against the v0.32.3 pin (serving-path opportunities, reachable fixes, retained-patch overlap)

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  dependencies later mlx-v0.32.4 performance research

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

  aosama/astronomical#1275 · 1 comment · Opened Oct 15, 2026

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• Launchers: `astronomical launch` for Pi

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  adoption enhancement launchers now

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

  aosama/astronomical#1268 · Opened Oct 15, 2026

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• Launchers: `astronomical launch` for Copilot CLI

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  adoption enhancement launchers now

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

  aosama/astronomical#1267 · Opened Oct 15, 2026

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• Launchers: `astronomical launch` for Codex CLI

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  adoption enhancement launchers now

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

  aosama/astronomical#1266 · Opened Oct 15, 2026

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• Test architecture target state: physics-enforced offline harness, root-level E2E/acceptance, pyramid metric

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

  aosama/astronomical#1198 · 12 comments · Opened Oct 12, 2026

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• In-memory prefix adoption: reuse live decoder state across turns instead of re-reading KV from disk

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  performance

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

  aosama/astronomical#1167 · 2 comments · Opened Oct 12, 2026

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• K2 Horizon MoVA throughput: compiled decode and prefill chains (evidence-ranked follow-ups)

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  performance

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

  aosama/astronomical#1166 · 2 comments · Opened Oct 12, 2026

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• CLI: ephemeral in-process verbs, phase 2 (artifact inspect, memory estimate, plan stream, cache inspect) and per-verb attribution timings

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  cli enhancement

  Difficulty 5/5 Over a week Newbie friendliness 39/100

  aosama/astronomical#1155 · Opened Oct 12, 2026

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• research: whether modern quantized-GEMM advances transfer to the Apple-silicon serving path

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  performance research

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

  aosama/astronomical#1133 · Opened Oct 10, 2026

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• Paged expert execution: the first forward through the paged primitive selects a ulp-level kernel path, so cross-engine stream identity is not stable under paging

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

  aosama/astronomical#1090 · Opened Oct 9, 2026

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• Flaky supervisor journey: queued memory-application wait times out under full-suite load

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

  aosama/astronomical#1084 · Opened Oct 8, 2026

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• Research: Samsung's LittleBit Compresses Huge AI Models for Tiny Devices

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

  aosama/astronomical#1082 · Opened Oct 8, 2026

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• Flaky hermetic journey: sorted paged path intermittently diverges from resident reference under full-target runs

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  Difficulty 4/5 3-5 days Newbie friendliness 12/100

  aosama/astronomical#1081 · Opened Oct 8, 2026

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• Investigate adding support for https://huggingface.co/Aleph-Alpha/Kolibri-1

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

  aosama/astronomical#949 · 1 comment · Opened Oct 4, 2026

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• Launchers: `astronomical launch claude` for Claude Code

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  adoption enhancement launchers next

  Difficulty 2/5 1-3 hours Newbie friendliness 75/100

  aosama/astronomical#891 · Opened Oct 1, 2026

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• Serve an Anthropic-compatible Messages endpoint alongside the OpenAI-compatible one

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  adoption engine enhancement next

  Difficulty 3/5 1-2 days Newbie friendliness 70/100

  aosama/astronomical#890 · Opened Oct 1, 2026

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• Launchers: `astronomical launch` for Codex CLI, Copilot CLI, Pi (umbrella)

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  adoption enhancement launchers now

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

  aosama/astronomical#869 · Opened Sep 29, 2026

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• Research: assess ThinTalk's rendering-tenant canvas against the web-app-in-native-shell pattern used by mainstream AI chat apps

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  documentation later research

  Difficulty 4/5 3-5 days Newbie friendliness 52/100

  aosama/astronomical#863 · 1 comment · Opened Sep 29, 2026

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• Support Ternary-Bonsai-2-27B as a built-in model option

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  enhancement later library research

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

  aosama/astronomical#824 · 1 comment · Opened Sep 28, 2026

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• Research Tinfield 1 model series — feasibility of onboarding into Astronomical

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  later library model-loading research roadmap

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

  aosama/astronomical#765 · Opened Sep 21, 2026

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• Add a headless transcript automation API that exposes TranscriptSnapshot as structured JSON

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  automation later thin-talk

  Difficulty 3/5 Half a day Newbie friendliness 65/100

  aosama/astronomical#753 · Opened Sep 21, 2026

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• Add stable accessibility identifiers to every Thin Talk interactive control

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  accessibility later thin-talk

  Difficulty 2/5 1-3 hours Newbie friendliness 80/100

  aosama/astronomical#752 · Opened Sep 21, 2026

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• Code Review by Opus Part 1

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  engine later

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

  aosama/astronomical#733 · Opened Sep 20, 2026

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• Code Review by Opus Part 2

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  engine later

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

  aosama/astronomical#732 · Opened Sep 20, 2026

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• Align OpenAI-compatible request-body and image-input ceilings with mainstream providers

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  adoption engine enhancement next

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

  aosama/astronomical#689 · Opened Sep 17, 2026

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• Paged decode journey: second Romeo request reads more expert pages than the first (pre-existing since v0.2.38)

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  bug engine journey now

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

  aosama/astronomical#629 · 1 comment · Opened Sep 14, 2026

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• chore(deps): trim icu/url idn baggage from reqwest transitive dependencies

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  dependencies good first issue later

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

  aosama/astronomical#606 · Opened Sep 13, 2026

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• MAS: archive store target on every direct release

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  parked roadmap store

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

  aosama/astronomical#500 · Opened Sep 11, 2026

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• Telemetry: select privacy-first analytics SDK (or defer)

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  parked roadmap store

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

  aosama/astronomical#499 · Opened Sep 11, 2026

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• MAS: first App Review submission (DMG stays primary)

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  parked roadmap store

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

  aosama/astronomical#497 · Opened Sep 11, 2026

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• Telemetry: MetricKit diagnostics pipeline (privacy-first)

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  parked roadmap store

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

  aosama/astronomical#498 · Opened Sep 11, 2026

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• MAS: TestFlight internal then external beta

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  parked roadmap store

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

  aosama/astronomical#496 · Opened Sep 11, 2026

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• MAS: App Privacy questionnaire (v1 Diagnostics)

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  parked roadmap store

  Difficulty 2/5 Under an hour Newbie friendliness 65/100

  aosama/astronomical#495 · Opened Sep 11, 2026

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• MAS: create App Store Connect app record (no upload yet)

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  parked roadmap store

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

  aosama/astronomical#494 · 1 comment · Opened Sep 11, 2026

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• MAS: compliance assets (privacy manifest, export compliance, listing)

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  parked roadmap store

  Difficulty 2/5 1-3 hours Newbie friendliness 65/100

  aosama/astronomical#493 · Opened Sep 11, 2026

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• Exposure: publish r/LocalLLaMA launch post

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  exposure gated parked product

  Difficulty 3/5 Half a day Newbie friendliness 48/100

  aosama/astronomical#460 · 1 comment · Opened Sep 9, 2026

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• Exposure: short social thread + demo (one post)

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  exposure gated parked product

  Difficulty 2/5 Half a day Newbie friendliness 45/100

  aosama/astronomical#461 · 1 comment · Opened Sep 9, 2026

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• Exposure: publish Show HN (primary launch post)

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  exposure gated next product

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

  aosama/astronomical#459 · 2 comments · Opened Sep 9, 2026

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• Exposure: Works-with notes for OpenAI-compatible clients (deep-link #423)

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  adoption exposure now product

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

  aosama/astronomical#458 · Opened Sep 9, 2026

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• Exposure: publish next public evidence report (after R–001)

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  adoption exposure next product

  Difficulty 2/5 1-3 hours Newbie friendliness 75/100

  aosama/astronomical#457 · Opened Sep 9, 2026

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• Exposure: one-pager (problem → wedge → install → first session)

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  adoption exposure now product

  Difficulty 2/5 Half a day Newbie friendliness 68/100

  aosama/astronomical#456 · 1 comment · Opened Sep 9, 2026

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• Exposure: stable demo permalink and reuse in two channels

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  adoption exposure now product

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

  aosama/astronomical#455 · 2 comments · Opened Sep 9, 2026

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• Feature: Per-model maximum context in Observatory (clients learn the effective window)

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  builder enhancement next observatory

  Difficulty 4/5 3-5 days Newbie friendliness 50/100

  aosama/astronomical#436 · 1 comment · Opened Sep 7, 2026

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• Exposure program: discoverability, wedge launches, and handoff into the install journey (#8)

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  exposure next product umbrella

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

  aosama/astronomical#407 · 8 comments · Opened Sep 5, 2026

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• Kernel performance spike backlog

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  engine later performance research

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

  aosama/astronomical#388 · Opened Sep 3, 2026

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