# Files - [4-27 SOP 实战 vs 实现差异 (2026-07-27 Tasevska 2025 重做教训)](2026-07-27-4-27-sop-vs-implementation.md) - Lessons-learned capture from Robin's 2026-07-27 Tasevska 2025 EJPS deep-read redo — 9-step comparison table of 4-27 SOP范本 vs 7-27 凭印象实操 (Tasevska + Raji 2 篇) vs 4-27 SOP 走通 (Tasevska 重做); detailed PyMuPDF 嵌入图过滤 rules, Ollama 视觉 fallback chain, NocoDB v1 vs v2 protocol, and the 9-step mandatory format. Applies to every literature-deep-read invocation. Companion to `/sources/ldr-report-template.md`. - [Agents 代理商档案索引 — 跨 agent CRM 同步](agents.md) - Cross-agent index of the Obsidian vault 02-Clients/Agents/* profiles (which agents Robin is actively working with, mapped by vendor product line). Base identity only — sensitive fields (phone / WeChat / email / end-customer list / opportunity value) live only in the private vault. Updated 2026-08-07 with _known_associations.md product-line → agent → end-customer mapping. - [全国经销商地图 (2026-08-07 时点)](distributors-china-2026.md) - Compact index of Robin's 2026-08-07 China distributor baseline (259 dealers across 7 regions, replacing 261 in the 2026-07-24 baseline) plus the new product-association index _known_associations.md. Surfaces CelVivo ClinoStar → 济南成全 + FemtoBiomed CellShot → 9X Bio → TriArm Therapeutics chain. Routes pricing-sensitive fields to the private Obsidian vault per /sources/agents.md privacy rule. - [飞书邮箱 (Robin customer mailbox)](feishu-mail.md) - Planned cross-agent mailbox sync target for Robin's Feishu (飞书) mailbox (imap.feishu.cn:993 / imap.larksuite.com:993) — would let MiniMax code / Hermes recall 'what did Robin last discuss with customer X' from email metadata + summaries. Not yet provisioned — IMAP credentials + update script + crontab still pending Robin setup; this page documents the planned configuration and the sync policy that will be applied once provisioned. - [Git repo — evidence index (Obsidian vault + OpenWiki wiki, Robin)](git-repo.md) - Compact manifest of Robin's Obsidian vault + the local OpenWiki wiki, ingested through the local git-repo connector. **Latest fetch (2026-09-30T18:24Z — 46th git-repo-1 fetch since 2026-08-07): vault HEAD unchanged at `09bec367` for the 19th consecutive fetch after the Tomas 2026 + Vijakumaran 2026 resumption; wiki HEAD bumped `2fccbf0` → `1d3c470` via 2 new automated wiki commits (`5c788cc` daily update 2026-09-30 + `1d3c470` sources-sync 2026-09-30 — the **forty-seventh** consecutive sources-sync); 1 working-tree modification at `MOCs/MOC-类器官与3D培养.md` (mtime 2026-09-13 11:55:42 +0800 — persists uncommitted for 17 calendar days at this fetch); 11-dirty-file baseline (vs the 13-dirty baseline at the 2026-09-29T18:14Z fetch — the `5c788cc` daily update cycle cleared `sources/git-repo.md` + `sources/README.md` + `sources/literature.md` + `D tmp/check_themes.py` (deletion) from the dirty list; the `1d3c470` sources-sync re-touched the 4 source-sync files (`sources/nocodb.md` + `sources/ragflow.md` + `sources/seafile.md` + `sources/wikijs.md`); the post-sources-sync synthesis-side write path re-touched `index.md` + `quickstart.md` + `sources/hackernews.md` + `sources/index.md` + `sources/web-search.md` + `themes.md`; net: −2 vs the 13-dirty baseline); carry-forward bump 48/43/43/36 → **49/44/44/37-day** (highest carry-forward durations of the 2026-08-07 streak).** Two configured repos: obsidian-vault at /home/ldw/workspace (main branch, HEAD `09bec367`, 2026-09-11, vault HEAD unchanged at `09bec367` for the 19th consecutive fetch after the Tomas 2026 + Vijakumaran 2026 resumption; the MOC working-tree modification persists uncommitted for 17 calendar days at this fetch); and openwiki-wiki at /home/ldw/.openwiki/wiki (main branch, HEAD `1d3c470`, 2026-09-30, bumped from `2fccbf0` via 2 automated commits in the 24-hour window — `5c788cc` daily update + `1d3c470` sources-sync forty-seventh). This page is a navigation index — content ingestion (paper deep reads, sales scripts, customer files) happens via the Hermes skill and RAGFlow, not here. - [Hacker News — evidence index](hackernews.md) - Compact evidence trail for the Hacker News connector (hackernews-1, Robin-curated life-sciences + AI workflow). Synthesis lives on /themes.md, /commitments.md, etc.; this page only records ingestion coverage and notable items. 50th pull (2026-09-30) anchors on **`49901736` Livenerf: Has Opus 5.5 been nerfed yet?** (828 pts top+best + 346 cmts, github.com/ninjahawk/livenerf — **HIGHEST ENGAGEMENT ITEM OF THE 2026-09-30 PULL**) + **`49906637` You Said No MCP** (476 pts top+best + 276 cmts, earendil.com — 2nd-highest) + **`49910553` The AI Race Just Got Awkward** (341 pts best + 333 cmts, insufferable.dev — would-be 42nd AI-vendor-business-stack cluster entry candidate) + **`49902382` Show HN: Ledge.sh — Runnable Markdown Notes** (30 pts top + 20 cmts, ledge.sh — named-stack-adjacent markdown-substrate cross-walk) + **`49911995` Launch HN: Magnitude (YC S25) — Self-optimizing inference engine for agents** (19 pts top + 6 cmts, github.com/magnitudedev/magnitude — would-be 30th open-weight-LLM cluster entry candidate + 15th self-hosted-agentic-substrate cluster entry candidate); 49th pull (2026-09-29) anchors on the **3-Jev-entry same-day triple** spanning 558 + 185 + 42 = 785 pts in a single pull: **`49883844` "Jeff — Jev-compatible 0.8B decision models, trained at home, ~30 ms"`** (558 pts best + 215 cmts — by `firelex`, https://github.com/firelex/jeff — **HIGHEST-ENGAGEMENT Jev-family ITEM SINCE the 2026-09-16 `49717558` System One Models + Jev 1728 pts original launch**; **would-be 9th Jev-family adjacent-not-promoted entry candidate** + **28th open-weight-LLM cluster entry candidate**, adjacent-not-promoted per scope because the entry is a personal-GitHub project rather than a vendor canonical release + the cluster's promotion discipline has been "vendor canonical release + strong engagement" + firelex Jeff is not on Robin's named daily-driver stack — Hermes / MiniMax-M3+H3 / OpenWiki / RAGFlow / NocoDB / SeaFile / Codex CLI are the named agents) + **`49891290` "Jeeves. Reasoning improves Jev-like decision models"`** (185 pts top + 77 cmts — by `nicowaltz`, https://github.com/PostHog/jeeves — **github.com/PostHog/jeeves PostHog-maintained Jeeves library**; the **0.42 cmts-to-upvote ratio**; the **PostHog-maintained GitHub library framing** with "reasoning improves Jev-like decision models"; would-be 10th Jev-family entry candidate, **adjacent-not-promoted per scope** because the entry is a PostHog-maintained GitHub library rather than a vendor canonical release + PostHog is not on Robin's named daily-driver stack) + **`49891769` "Show HN: Jevstiller — Distill Jev into a local model, with a disagreement bound"`** (42 pts top + 6 cmts — by `tgluck`, https://jevstiller.pages.dev/posts/the-guarantee/ — Show HN distillation tool with disagreement bound from a 0.8B Jev-family local model; would-be 11th Jev-family entry candidate, adjacent-not-promoted per scope because 42-pt engagement is well below the 100-pt cluster entry bar + the entry is a Show HN launch rather than a vendor canonical release) — all three adjacent-not-promoted per scope because personal-GitHub / PostHog-GitHub / Show-HN framings rather than vendor canonical releases; cross-walks to the 2026-09-16 `49717558` System One Models + Jev 1728 pts + 2026-09-18 `49752041` OpenJev 405 pts + 2026-09-21 `49807815` Kev Jev-like 317 pts + 2026-09-26 `49848269` Ollaya 553 pts + 2026-09-26 `49853175` Jev-wrapper 120 pts + 2026-09-28 `49846632` Decide-Jev-decisions-by-vsekhar 0 cmts Algolia substring-noise entries) + **OpenAI vendor canonical release** **`49896586` "GPT 6.1 Sol"`** (289 pts top+best + 206 cmts — by `crorella`, https://openai.com/index/introducing-gpt-6-1-sol/ — **OpenAI's GPT 6.1 Sol canonical release on openai.com**; the **0.71 cmts-to-upvote ratio**; the **289-pt engagement is the 10th-highest single-item of the 2026-09-29 pull**; the **GPT 6.1 Sol release continues the 2026-09-04 GPT-6 Astra + 2026-09-23 GPT-6 Sol-and-Luna family**; **would-be 11th closed-weight-M3-comparison-anchor cluster entry candidate** + **35th AI-vendor-business-stack cluster entry candidate**, adjacent-not-promoted per scope because (a) OpenAI is closed-weight and not on Robin's named daily-driver stack — Hermes / MiniMax-M3+H3 / OpenWiki / RAGFlow / NocoDB / SeaFile / Codex CLI are the named agents, (b) the cluster's promotion discipline has been "vendor canonical release + strong engagement" and the 2026-09-29 entry sits at the lower-engagement tail of the cluster pattern, (c) the existing closed-weight-M3 cluster already covers the GPT-6 family via the 2026-09-04 GPT-6 Astra 2080 pts + 2026-09-23 GPT-6 Sol and Luna 1683 pts + 2026-09-05 GPT-6 Astra on OpenRouter 279 pts entries) + **OpenAI companion product launches** — **`49896604` "Dots"`** (192 pts top + 102 cmts, https://openai.com/index/introducing-dots/ — would-be 12th closed-weight-M3 cluster entry candidate + 36th AI-vendor-business-stack cluster entry candidate) + **`49896975` "ChatGPT Pro 500"`** (68 pts top + 56 cmts, https://help.openai.com/en/articles/9793128-about-chatgpt-pro-tiers — would-be 13th closed-weight-M3 cluster entry candidate + 37th AI-vendor-business-stack cluster entry candidate) + **`49896600` "DevDay 2026 Recap"`** (27 pts + 2 cmts, https://openai.com/index/devday-2026-recap/ — off-scope per scope, sub-100-pt cluster entry bar) + **Cal Newport AI-lab investigation essay** + **`49883471` "It's Time to Investigate the AI Labs"`** (579 pts best + 246 cmts — by `ibobev`, https://calnewport.com/its-time-to-investigate-the-ai-labs/ — **HIGHEST ENGAGEMENT ITEM OF THE 2026-09-29 PULL**; would-be **38th AI-vendor-business-stack cluster entry candidate** + 6th adjacent-not-promoted AI-labs + regulatory sub-cluster entry, adjacent-not-promoted per scope because the entry is a calnewport.com personal-blog essay rather than a vendor release) + **World Labs + AMD merger** + **`49883760` "World Labs is Joining AMD"`** (298 pts best + 111 cmts, https://www.worldlabs.ai/blog/amd-announcement — would-be 39th AI-vendor-business-stack cluster entry candidate via AMD-vendor-merger lane, adjacent-not-promoted per scope because AMD is not on Robin's named daily-driver stack + the cluster's promotion discipline requires a vendor privacy / IP / business-stack signal rather than a vendor-merger announcement) + **Privacy-of-conversational-AI-agents PDF** + **`49890226` "A Privacy Analysis of Web and Mobile Conversational AI Agents [pdf]"`** (378 pts top+best + 121 cmts, https://jorgegarciaherrero.com/wp-content/interactivos/20260916-Prompt-like-a-butterfly-sting-like-a-tracker-(clean).pdf — would-be 40th AI-vendor-business-stack cluster entry candidate via the privacy-of-conversational-AI-agents framing, adjacent-not-promoted per scope because the entry is a 3rd-party PDF rather than a vendor release / framework / schema / named-stack signal) + **highest-engagement top+best of the pull**: `49883471` "It's Time to Investigate the AI Labs" 579 pts + `49883844` Jeff-Jev-compatible-0.8B 558 pts + `49891480` "500k facial scans at UK stations yield no arrests, 1 false positive" 395 pts + `49890226` "Privacy Analysis of Conversational AI Agents" 378 pts + `49883539` California-grapes 348 pts + `49891550` US-sanctions-Netherlands-NixOS 338 pts + `49894005` macOS-Golden-Gate-Buggy-Mess 338 pts + `49892245` How-Delhi-cut-electricity-loss 319 pts + `49883760` World-Labs-Joining-AMD 298 pts + `49896586` GPT-6.1-Sol 289 pts + `49882781` MicroLLM-Lab 272 pts. Algolia substring-noise lane: `organoid` returned nbHits=7 / hits=7 (7 substring-noise false positives on `Organizes` / `Organization` / `Organizer` / `organism` / `orgs` / `organized` — the **`49883159` PLC-Organization 55 pts + 25 cmts is the highest-engagement `organoid` Algolia substring-noise false positive of the 2026-08-07 streak** but adjacent-not-promoted per scope), `CelVivo` clean zero (**17th consecutive clean-zero CelVivo pull** — extends the longest zero streak of the 2026-08-07 streak), `3Brain` returned nbHits=5 / hits=5 (5 Brain-substring-noise false positives including the highest-engagement `49893157` Ask-HN-Whatre-You-Reading 15 pts + 43 cmts + the named-stack-adjacent `49887913` Jev-vs-Fruit-Fly-Brain-in-Roblox 1 pt + 1 cmt + `49894697` Slow-running-benefits-brain 2 pts + `49893438` longer-exhale-brain-bold-decisions 1 pt + `49885391` 10-Tokens-Meat-Brain-LLM 1 pt + 1 cmt — all off-scope per scope), `Cellink` returned nbHits=5 / hits=5 (5 Cellink-substring-noise false positives including the named-stack-adjacent `49890748` Muse-gives-out-home-address 12 pts + 2 cmts + `49896730` WebMCP-calling 1 pt + `49895381` Selling-Private-study-chat 1 pt + `49892198` Search2o-AI-agent 1 pt + `49891337` Tech-Trillion-Dollar 7 pts + 3 cmts — all off-scope per scope), `openwiki` clean zero (**13th consecutive fully-zero openwiki pull**), `deepagents` clean zero (**15th fully-zero deepagents lane in a row; 30 of 31 pulls since 2026-08-27 are fully-zero on deepagents**). ~26 unique top+best items (top 21 + best 12 - 7 overlap = ~26 unique items). No cluster entry promotions this run; would-be 9th/10th/11th Jev-family + 11th/12th/13th closed-weight-M3 + 28th open-weight-LLM + 14th self-hosted-agentic-substrate + 35th/36th/37th/38th/39th/40th AI-vendor-business-stack cluster entries all adjacent-not-promoted per scope. Tavily (web-search) remains the productive lane for vendor news; HN lane's stable role continues as "high-engagement inference-lane / agent-stack adjacents + occasional substring-noise false positives on the vendor queries" rather than vendor-direct signals. **No `CelVivo` / `3Brain` / `Cellink` / `openwiki` / `deepagents` vendor release hits in the top+best feeds.** Prior 48th pull (2026-09-28) surfaces `49874728` "Prompting Claude Opus 5.5" (186 pts best + 211 cmts — by `Michelangelo11` — Anthropic's Claude Opus 5.5 prompt-engineering docs on platform.claude.com — would-be **10th closed-weight-M3-comparison-anchor cluster entry candidate** + **30th AI-vendor-business-stack cluster entry candidate**, adjacent-not-promoted per scope because Anthropic is closed-weight and not on Robin's named daily-driver stack + the entry is a prompt-engineering docs page rather than a model release) + `49881484` "OpenAI still doesn't seem to have a handle on all of its rogue AI activity" (16 pts + 11 cmts — techcrunch.com — 5th item in the OpenAI-agents-as-attacker sub-cluster adjacency in 16 days, would-be **31st AI-vendor-business-stack cluster entry candidate**, adjacent-not-promoted per scope because engagement is well below the 100-pt cluster entry bar + the entry is a techcrunch news item rather than a vendor release) + algolia substring-noise `3Brain` `49880312` "The problem is not AI code, but not knowing about system architecture or intent" (256 pts top+best + 170 cmts — ssp.sh/brain/ — cross-walked to the AI-vendor-business-stack cluster's AI-coding-agent lane + the `hermes-agent-v0-19-quicksilver` row via the architecture-vs-AI-code framing) + algolia substring-noise `Cellink` Show HN: Decide — Jev decisions in the shell, scripts, and agent skills by `vsekhar` on GitHub — **3rd Jev-family entry within the 2026-09-26 → 2026-09-28 window** after Ollaya 553 + Jev-wrapper 120 (would-be 9th Jev-family adjacent-not-promoted entry candidate, 0-cmt Algolia engagement so well below the 21-pt Almanac refresh trigger). Prior 47th pull (2026-09-27) surfaces the **6th-highest single-item of the entire 2026-08-07 streak** `49863864` "Unsealed Briefs in Authors' Case v. Microsoft/OpenAI" (567 pts + 527 cmts — by `papergirl`, https://authorsguild.org/news/ag-v-openai-top-execs-knew-mass-book-piracy-was-illegal/ — **HIGHEST ENGAGEMENT ITEM OF THE 2026-09-27 PULL** — authorsguild.org court-filings writeup on the unsealed Microsoft/OpenAI book-piracy court filings with the "Top Execs Knew Mass Book Piracy Was Illegal" framing; IP/litigation cross-walk to AI-vendor-business-stack cluster's Microsoft-exec-AI-scraping-theft-of-labor 753 pts; would-be 28th AI-vendor-business-stack cluster entry candidate) + `49864642` Meta-Blocks-President-Lula-Facebook-Page 381 pts (off-scope per scope) + `49859112` DeepSeek-Elastic-Compute (DSec) arXiv preprint 308 pts (named-stack-adjacent to local-LLM deployment lane via DSec elastic-compute architecture; would-be 27th open-weight-LLM cluster entry candidate) + `49867067` Installing-NeoVim-caused-original-Vim-undo-files-to-be-deleted 280 pts (off-scope per scope) + `49867038` Tells-of-a-Slop-UI 256 pts (named-stack-adjacent to AGENTS.md + Codex CLI / Hermes Agent skill-file pattern via Slop-UI critique framing) + `49868083` There-are-no-rogue-AI-agents 114 pts (named-stack-adjacent to OpenAI-agents-as-attacker sub-cluster via the rogue-AI-agents framing; would-be 29th AI-vendor-business-stack cluster entry candidate + 4th item in the OpenAI-agents-as-attacker sub-cluster adjacency) + `49867553` PostmarketOS-rebranding-as-Nura 86 pts (named-stack-adjacent self-hosted-substrate cross-walk within 48h of the 2026-09-25 Dutch-government-NixOS 842 pts) + `49859982` 42x-faster-prompt-lookup-drafting-in-llama.cpp 14 pts (named-stack-adjacent local-LLM-deployment cross-walk via llama.cpp inference-engine pattern + unsloth/MiniMax-M3-GGUF local-LLM run path). Algolia substring-noise lane: `organoid` returned nbHits=4 / hits=4 (4 substring-noise false positives: EasyActions GitHub Actions org-wide 1 pt + LightCloud file-system cloud console 8 pts + The AI-First Organization 3 pts + OrbitalNote orgmode editor 2 pts, all off-scope per scope); `CelVivo` returned clean zero (15th consecutive clean-zero CelVivo pull — longest zero streak of the 2026-08-07 streak); `3Brain` returned nbHits=5 / hits=5 (5 Brain-substring-noise false positives: Show-HN-JJL-esolang 1 pt + SW-eng-question 2 pts + NYT-Investors-Betting-on-BCI-Devices 1 pt + RNZ-reading-does-to-brains 4 pts + caliber.az-Stanford-brain-two-organs 3 pts, all off-scope per scope; no 3Brain HD-MEA matches); `Cellink` returned nbHits=4 / hits=4 (4 substring-noise false positives: Calling-the-AI-bluff 7 pts + Trump-fuel-economy 7 pts + Software-occlusion-culling 1 pt + Wet-Bulb-Tracker-Tracker 2 pts, all off-scope per scope); `openwiki` returned clean zero (11th consecutive fully-zero openwiki pull); `deepagents` returned clean zero (13th fully-zero deepagents lane in a row — 28 of 29 pulls since 2026-08-27 are fully-zero on deepagents). ~25 unique top+best items. Prior 46th pull (2026-09-26) was anchored on the **2nd-highest top+best item of the entire 2026-09 streak** `49849985` "Revealing the details of how OpenAI agents hacked Hugging Face" (632 pts + 402 cmts — by `specked-citrus`, https://swarmtraces.org/ — **HIGHEST ENGAGEMENT ITEM OF THE 2026-09-26 PULL** — swarmtraces.org research writeup of the OpenAI-agents-as-attacker HF security incident; would-be 25th AI-vendor-business-stack cluster entry candidate + would-be 10th closed-weight-M3-comparison-anchor cluster entry candidate, adjacent-not-promoted per scope because the entry is a security-incident writeup rather than a vendor release) + `49848269` "Ollaya — Ollama for open-source, Jev-style decision models" (553 pts top+best + 134 cmts — by `Ardakilic`, https://ollaya.dev/ — Jev-family local-LLM-deployment adjacency item; would-be 25th open-weight-LLM cluster entry candidate, adjacent-not-promoted per scope pending Tavily verification of open-weight status + ollaya.dev vendor identity) + `49855315` "Breaking Up with Google Play" 502 pts + `49852302` "Jury finds Facebook liable for deceiving users in Cambridge Analytica case" 359 pts + `49852717` "We're gonna need a lot more mathematicians" 273 pts (Terry Tao canonical essay on mathematics-vocabulary-gap-for-AI; adjacent-not-promoted per scope because personal-blog essay rather than vendor release) + `49849832` Excel-multi-values-single-cell 243 pts + `49853175` "A single function Jev-like wrapper for LLMs" 120 pts (2nd Jev-family entry same day as Ollaya; same-day Jev-family double at 553 + 120 = 673 pts) + `49854416` "Floci: Locally emulating any cloud service" 115 pts (named-stack-adjacent via local-cloud-emulation pattern; would-be 8th self-hosted-agentic-substrate cluster entry candidate). Algolia substring-noise lane: `organoid` returned 3 hits (all off-scope per scope); `CelVivo` returned clean zero (14th consecutive clean-zero pull); `3Brain` returned clean zero (breaks the 2026-09-25 7-consecutive-pull substring-noise streak — 2nd 3Brain clean-zero pull of the 2026-09 streak); `Cellink` returned 2 hits; `openwiki` clean zero; `deepagents` clean zero. ~17 unique top+best items. Prior 45th pull (2026-09-25) anchored on `49841563` Dutch government builds alternative for Microsoft based on NixOS 842 pts + 493 cmts as the highest-engagement item of that pull + 8th-highest single-item of the entire 2026-08-07 streak. **No cluster entry promotion this run.** Top items adjacent-not-promoted per scope (OpenAI / DeepSeek closed-weight, court-filings / research-preprint / substack-essay framings) — would-be 11th closed-weight-M3 + 9th/10th/11th Jev-family + 14th self-hosted-agentic-substrate + 35th/36th/37th/38th/39th/40th AI-vendor-business-stack cluster entries + 28th open-weight-LLM cluster entry all carry forward to the Tavily verification queue. - [文献精读 Master Template (Robin 7-27 实战版, "真适合浏览" 1 文件)](ldr-report-template.md) - Master template for Robin's literature-deep-read (LDR) pipeline — consolidates 4 literature skills (`literature-deep-read` / `research` / `review` / `curation-for-sales`) into a single 8-rule + 3-trigger + 5-section "真适合浏览" report format. Synthesized from 4-27 SOP范本 + 7-27 实战 lessons (Tasevska / Raji / Bosnjakovic). Triggers "精读吧" / "发 wikijs" / "入库" / "A" / Id/DOI/PMID/PDF signals into 4-step精简 or 8-step完整 flows. PDF全文必传 + PyMuPDF xref去重 + 9项强制 + SeaFile hostname `fb.biokingdom.top` + NocoDB v1 JSON + 3张真图 + `journal-year-topic` 报告路径. - [Bosnjakovic 2025 PAH 3D 球体代谢组学: 跟 CelVivo ClinoStar dynamic culture 关系 (Bosnjakovic 2025 bioRxiv)](literature-cel-bosnjakovic-2025-pah-deepread.md) - Deep-read synthesis of Bosnjakovic A et al. 2025 bioRxiv preprint (DOI 10.1101/2025.07.10.663939v1, 2025-07-10) — 21-day mature HepG2 3D spheroids with graded non-cytotoxic BaP + BBF (PAH代表物) exposure for metabolomics biomarker discovery. Robin's connection: 3D spheroid protocol maps directly onto CelVivo ClinoStar dynamic culture; supports PAH exposure metabolomics positioning for hepatotoxicity / NAFLD modeling applications. 精读 2026-07-27. - [CelVivo 2026 脑类器官白皮书《Breaking the Bias》精读索引](literature-celvivo-brain-whitepaper-2026.md) - Deep-read synthesis of CelVivo ApS (Denmark) 2026 whitepaper 'Breaking the Bias: Addressing the challenges facing optimal neural organoid development' (16 pages, translated + 精读 2026-07-28). Synthesizes CelVivo's positioning on neural organoid long-term culture and the clinical-translation path. Direct vendor-channel evidence for the CelVivo ClinoStar / ClinoReactor portfolio on brain organoid applications — companion to academic literature flywheel-sync. - [Liu 2026 — shape-conformal porous frameworks for full coverage of neural organoid electrophysiology (Nat Biomed Eng, Rogers Lab)](literature-liu-2026-nbme-shape-conformal-organoid-deepread.md) - Deep-read synthesis of Liu N et al. (2026) Nature Biomedical Engineering — shape-conformal porous framework + adaptive genetic algorithm + flexible-electronics microlattice for full-surface (>90%) neural organoid electrophysiology at 3000-8000 channels per organoid (vs 200-1000 traditional MEA); weeks-long stable recording; epilepsy/AD disease modeling. - [Miao 2025 — co-development of mesoderm and endoderm enables organotypic vascularization in lung and gut organoids (Cell v2)](literature-miao-2025-cell-vascularization-v2-deepread.md) - Deep-read synthesis of Miao Y et al. (2025) Cell v2 — single 3D EB co-induction of mesoderm+endoderm yields vHLPO with 7% ECs vs traditional 0%; FOXF1 mutation ACDMPV disease modeling; lung + gut organoid vascularization. - [Raji 2026 (hMOs + 3Brain HD-MEA) — 7-27 增补版 (跟 7-01 矩阵集成)](literature-raji-2026-deepread.md) - Deep-read synthesis of Raji H, Bertoli F, Perez MJ, Lam A, Volpicelli-Daley LA, Deleidi M. 2026 Molecular Psychiatry (Nature 子刊, s41380-026-03667-4, DOI 10.1038/s41380-026-03667-4, IF 11) — human midbrain organoids (hMOs) with WNT modulation, dopaminergic neuron differentiation, bioreactor culture, and 3Brain HD-MEA electrophysiology for Parkinson's disease modeling. 7-01 实战范本 (page 1622) + 7-27 增补版 integrated with 3-paper 3Brain MEA matrix (Raji / Pali / Wei) and 4 product-line complementarity chain (CelVivo ClinoStar + Cellink BIO X + 3Brain HD-MEA + FemtoBiomed CellShot). - [Sharma 2026 — vascularized retinal organoid RGC survival and maturation (Cell Stem Cell)](literature-sharma-2026-cell-stem-cell-vascularized-retinal-organoid-rgc-deepread.md) - Deep-read synthesis of Sharma K et al. (2026) Cell Stem Cell — transiently vascularized human retinal organoids with RGC 18.2% vs ctrl-RO 1.21% at week 18, W31 ON/OFF/ON-OFF light responses, C3 endothelial monolayer integration strategy. - [3D 打印缓释 HCTZ 片: 跟 Cellink BIO X 挤出打印 (Tasevska 2025 EJPS)](literature-tasevska-2025-deepread.md) - Deep-read synthesis of Tasevska T et al. 2025 European Journal of Pharmaceutical Sciences 206:106998 (DOI 10.1016/j.ejps.2024.106998, 精读 2026-07-27) — first systematic SSE semi-solid extrusion vs DLP digital-light-processing comparison for sustained-release HCTZ (hydrochlorothiazide) tablets, with focus on SSE matching Cellink BIO X extrusion principle. Supports Robin's 3D-printed personalized-dose / sustained-release positioning and SSE extruder cross-sell narrative for Cellink BIO X accounts. - [Literature Deep-Reads — cross-agent deep-read index](literature.md) - [NocoDB 文献库索引 — 跨 agent 数据层](nocodb.md) - [OpenWiki Upgrade Drift (auto-generated)](openwiki-version-drift.md) - [OpenWiki 速查手册 (Robin 一次聊清, 直接拿来用)](OpenWiki%E9%80%9F%E6%9F%A5%E6%89%8B%E5%86%8C.md) - Compact OpenWiki cheat-sheet that condenses the 2026-07-27 6-conversation walkthrough into a single ready-to-share document. Designed for one-shot delivery to any agent / colleague / customer / manager who asks 'what is OpenWiki?' — covers the core concept, structure, sync model, and 4 active connectors in one page. - [RAGFlow 文档采样索引](ragflow-documents.md) - Document-level sample index of Robin's RAGFlow instance (http://10.10.10.254:9980) — 18 KBs / 32709 total docs / 401 sample entries (last sync 2026-08-03). Captures the 30-doc-per-request server-side limit + offset bug that forces 12 large KBs to single-page samples. Lets MiniMax code / Hermes see 'what's in each KB' without SQL queries; complements `/sources/ragflow.md` (KB-level health + counts). - [RAGFlow 全文检索索引 (Robin KB system)](ragflow.md) - [Sources](README.md) - Per-connector evidence indexes and ingestion coverage for the local knowledge wiki; durable synthesis lives on canonical pages. - [RustDesk 自建 hbbs 完整配置笔记 (2026-08-05)](rustdesk-sop.md) - End-to-end deployment note for Robin's self-hosted RustDesk relay server (hbbs + hbbr) — Unraid NAS container (10.10.10.254) + OpenWrt reverse-proxy (10.10.10.252) + Tencent Light Cloud (43.160.207.177) + ITX client (192.168.31.14), with permanent password + key config. Supports remote control of the ITX 24h host (per `/commitments.md` `itx-24h-host-build-2026-q3`) and Robin's travel-laptop remote-access workflow. - [CelVivo 销售弹药清单 (2026-07-16 实战索引)](sales-ammunition.md) - Sales ammunition index for CelVivo ClinoStar / ClinoReactor — price-book SKUs (ClinoReactor 12-pack, ClinoStar, SP5D-24W, Demo kit), 8-protocol SOP series (ClinoReactor prep / media change / organoid gardening / speed-tuning / alginate / VitroGel), and 5 organ-specific application cases (HepG2, FTC-133, SCLC, TNBC, ClinoStar vs Orbital Shaker). Sources from RAGFlow CelVivo KB + CelVivo commercial KB; manually curated from Robin + Hermes 实战 lessons. Used by any agent answering CelVivo ClinoReactor pricing / demo / customer-pitch queries. - [SeaFile 大文件存储索引](seafile.md) - [CelVivo + Vault 实时 mtime 快照 (2026-07-16 快照)](vault-mtime-snapshot-2026-07-16.md) - Historical mtime snapshot of Robin's Obsidian vault from 2026-07-16 — captures CelVivo deep-read activity (0 new entries in the 7-day window 2026-07-09 → 2026-07-16; last activity 2026-07-05), 6 entries in the 30-day window, and ClinoReactor keyword hits. Provides a baseline reference for cross-agent vault state because WSL laptop vault is not directly readable from container agents. Pre-dates the 2026-08-07 distributor refresh + 2026-08-12 Liang 2026 / 2026-08-13 Review/ subfolder activity — superseded by `/themes/05-robin-research.md` for current vault state. - [Web Search Evidence](web-search.md) - Compact ingestion coverage for the web-search-1 Tavily lane tracking CelVivo, 3Brain, Cellink, and related organoid news. - [Wiki.js 索引 — 跨 agent 文档发布层](wikijs.md)