refactor(themes): scope to Robin work — keep organoid/MiniMax-M3/openwiki-brand/agent-memory only; demote HN noise (coding-agent-tooling, ai-safety-debate, etc) to sources/hackernews.md for traceability
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Recurring topics, signals, and trends observed across Robin's sources. Detailed evidence and item lists live on the relevant `/sources/<connector>.md` or topic page; this file is the index.
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Recurring topics, signals, and trends observed across Robin's sources. Detailed evidence and item lists live on the relevant `/sources/<connector>.md` or topic page; this file is the index.
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Index kept narrow by design: only themes that map to Robin's actual work (life-sciences PM at Femtobiomed / 9X Bio, CelVivo / 3Brain / Cellink / Femtobiomed product portfolio, plus the AI agent tooling stack that drives his daily workflow). High-engagement HN topics outside this scope are noted in `/sources/hackernews.md` under "Themes not refreshed this run" but are not promoted to theme rows here.
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| Topic key | Theme / Signal | First seen | Last seen | Confidence | Sources | Evidence count | Status | Evidence |
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| Topic key | Theme / Signal | First seen | Last seen | Confidence | Sources | Evidence count | Status | Evidence |
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| --- | --- | --- | --- | --- | --- | --- | --- | --- |
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| --- | --- | --- | --- | --- | --- | --- | --- | --- |
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| `open-weight-ai` | Open-weights / open-source model releases and policy debate (Inkling, Grok Build OSS, "invest in open source AI" PDF) | 2026-07-15 | 2026-07-16 | source-backed | hackernews | 4+ | active | [HN: 48924912, 48926590, 48927095, 48931225](/sources/hackernews.md#open-weight-ai-source-backed) |
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| `computer-use-agents` | API/startup activity around agents that drive UIs without APIs (Coasty YC launch, AI-agent databases, GPT-Red) | 2026-07-15 | 2026-07-16 | source-backed | hackernews | 3 | active | [HN: 48922706, 48931392, 48931204](/sources/hackernews.md#computer-use-agents-source-backed) |
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| `codex-openai` | OpenAI Codex-related product/safety coverage (Codex Micro, follow-up video, GPT-Red) | 2026-07-15 | 2026-07-16 | source-backed | hackernews | 3 | active | [HN: 48923079, 48931078, 48931204](/sources/hackernews.md#codex-openai-source-backed) |
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| `ai-safety-debate` | Public debate on AI alignment, open-weight risk, and "AI is just a tool" framing (DeepMind departure essay, alignment-faking probes, Torvalds, Haskell defector, Karen Hao, LLM-escape fiction) | 2026-07-15 | 2026-07-26 | source-backed | hackernews | 8 | active | [HN: 48925271, 48931234, 48930971, 48930929, 48930363, 48931225, 49059995, 49059660](/sources/hackernews.md#ai-safety-debate-source-backed--refreshed) |
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| `llm-on-old-hardware` | Small / tiny LLMs running on cheap or legacy hardware (Gemma 4 26B on 13-yr Xeon, 28.9M-param LLM on $8 ESP32, Inflect-Micro-v2 9.36M voice model) — promoted from watchlist after recurrence | 2026-07-15 | 2026-07-26 | source-backed | hackernews | 3 | active | [HN: 48922434, 49050512, 49053375](/sources/hackernews.md#llm-on-old-hardware-source-backed--promoted) |
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| `context-engineering-claude5` | Anthropic's 427-pt "new rules of context engineering for Claude 5" post plus Claude-Code-context-deletion, Opus-5-hardcoded-no-subagents, prompt-cutting experiments, and an Opus 5 status incident — dominant AI-Agent-workflow signal this window | 2026-07-26 | 2026-07-26 | source-backed | hackernews | 5 | active | [HN: 49051361, 49056194, 49056022, 49056689, 49055752](/sources/hackernews.md#context-engineering-claude5-source-backed) |
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| `class-organoid-3d-bioprinting` | Recurring organoid, 3D bioprinting, and 3D-cell-culture automation coverage; this window adds Nature evidence on standardized liver-spheroid workflows and organ-on-chip pharmacomicrobiomics, still application-level rather than vendor launches | 2026-07-16 | 2026-07-26 | source-backed | hackernews, web-search | 14+ | active | [HN cluster](/sources/hackernews.md#class-organoid-3d-bioprinting-source-backed); [Tavily evidence](/sources/web-search.md#3d-spheroid-automation-and-assay-standardization--source-backed) |
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| `class-organoid-3d-bioprinting` | Recurring organoid, 3D bioprinting, and 3D-cell-culture automation coverage; this window adds Nature evidence on standardized liver-spheroid workflows and organ-on-chip pharmacomicrobiomics, still application-level rather than vendor launches | 2026-07-16 | 2026-07-26 | source-backed | hackernews, web-search | 14+ | active | [HN cluster](/sources/hackernews.md#class-organoid-3d-bioprinting-source-backed); [Tavily evidence](/sources/web-search.md#3d-spheroid-automation-and-assay-standardization--source-backed) |
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| `MiniMax-m3` | MiniMax-M3 (1M context multimodal) HuggingFace model card + Twitter launch; cleanest signal for the bare `MiniMax` query which is otherwise substring noise | 2026-07-16 | 2026-07-16 | watchlist | hackernews | 2 | watchlist | [HN: M3 model cluster (huggingface + twitter)](/sources/hackernews.md#MiniMax-m3-watchlist) |
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| `MiniMax-m3` | MiniMax-M3 (1M context multimodal) HuggingFace model card + Twitter launch; the daily-driver inference provider behind every OpenWiki run and most of Robin's agent work | 2026-07-16 | 2026-07-16 | watchlist | hackernews | 2 | watchlist | [HN: M3 model cluster (huggingface + twitter)](/sources/hackernews.md#MiniMax-m3-watchlist) |
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| `openwiki-brand` | `langchain-ai/openwiki` (96 pts) — same product family as Robin's OpenWiki; high-engagement on HN | 2026-07-16 | 2026-07-16 | source-backed | hackernews | 1 (+ 2 adjacent wrappers) | watchlist | [HN: openwiki cluster](/sources/hackernews.md#openwiki-brand-signal) |
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| `openwiki-brand` | `langchain-ai/openwiki` (96 pts) — same product family as Robin's OpenWiki; high-engagement on HN | 2026-07-16 | 2026-07-16 | source-backed | hackernews | 1 (+ 2 adjacent wrappers) | watchlist | [HN: openwiki cluster](/sources/hackernews.md#openwiki-brand-signal) |
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| `coding-agent-tooling` | Claude-Code / Codex-CLI wrapper and harness ecosystem (Ruflo, Termic, terminai, Argus, Hallmark, data-loss write-ups, blind taste tests) — derivative tooling but dense recurrence | 2026-07-26 | 2026-07-26 | source-backed | hackernews | 11 | active | [HN: 49051072, 49050011, 49055227, 49056316, 49054070, 49058547, 49058441, 49058217, 49049978, 49053523, 49050042](/sources/hackernews.md#coding-agent-tooling-source-backed) |
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| `local-LLM-stream` | Adjacent to "本地大模型部署" focus — Debian LLM policy vote, Cloudflare AI traffic options, DeepSeek-fundraise leaked transcript, Inflect-Micro-v2 model card | 2026-07-26 | 2026-07-26 | watchlist | hackernews | 4 | watchlist | [HN: 49050859, 49052564, 49052912, 49053375](/sources/hackernews.md#local-llm-stream-watchlist--refreshed) |
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| `agent-memory-architecture` | Show HN items on structured memory / trust layers for agents (Worklog SQLite, Open Knowledge format v0.2, Assumption Ledger) — directly adjacent to OpenWiki's role | 2026-07-26 | 2026-07-26 | watchlist | hackernews | 3 | watchlist | [HN: 49059959, 49059889, 49060215](/sources/hackernews.md#agent-memory-architecture-watchlist--new) |
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| `agent-memory-architecture` | Show HN items on structured memory / trust layers for agents (Worklog SQLite, Open Knowledge format v0.2, Assumption Ledger) — directly adjacent to OpenWiki's role | 2026-07-26 | 2026-07-26 | watchlist | hackernews | 3 | watchlist | [HN: 49059959, 49059889, 49060215](/sources/hackernews.md#agent-memory-architecture-watchlist--new) |
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## Notes
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## Notes
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@@ -22,5 +16,6 @@ Recurring topics, signals, and trends observed across Robin's sources. Detailed
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- Promote a watchlist signal to a full theme row only after it recurs or comes from a high-quality source.
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- Promote a watchlist signal to a full theme row only after it recurs or comes from a high-quality source.
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- Keep prose here to 1-2 sentences per theme; link out for detail.
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- Keep prose here to 1-2 sentences per theme; link out for detail.
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- HN evidence rules: low-engagement items are watchlist by default; promotion requires recurrence, strong engagement, or corroboration.
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- HN evidence rules: low-engagement items are watchlist by default; promotion requires recurrence, strong engagement, or corroboration.
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- Vendor brand signal: CelVivo, 3Brain, Cellink, ClinoStar, and ClinoReactor still have no material HN footprint (see [/sources/hackernews.md](/sources/hackernews.md) for the per-query hit table). Watch the next run — recurrence would change the picture.
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- **Scope discipline (per `~/.openwiki/INSTRUCTIONS.md`)**: themes that do not anchor to one of (a) the 4 vendor product lines (CelVivo / 3Brain / Cellink / Femtobiomed), (b) Robin's active customers, (c) the 4 application domains (3D cell culture, 3D bioprinting, neuroscience in vitro, organoid workflows), or (d) the daily-driver AI agent stack (Hermes Agent, MiniMax, OpenWiki, RAGFlow, NocoDB, SeaFile) → drop from this index even when HN engagement is high.
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- Query-set rotation: the 2026-07-26 run focused on LLM-agent topics and dropped the life-science / organoid / vendor queries, so `class-organoid-3d-bioprinting` and the vendor brands were not refreshed. Next run should re-add those queries alongside the LLM-agent set.
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- Topic rows like `coding-agent-tooling`, `context-engineering-claude5`, `ai-safety-debate`, `open-weight-ai`, `computer-use-agents`, `codex-openai`, `llm-on-old-hardware`, `local-LLM-stream` are deliberately absent here. Their evidence lives in `/sources/hackernews.md` for traceability but they do not earn a `themes.md` row.
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- Vendor brand signal: CelVivo, 3Brain, Cellink, ClinoStar, ClinoReactor, Femtobiomed CellShot/CellPick/TriArm still have **no material Hacker News footprint** (see `/sources/hackernews.md` query-hit table). The web-search connector (Tavily) is the better lane for these — see `/sources/web-search.md` for the first pull on 2026-07-26.
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