diff --git a/.last-update.json b/.last-update.json index 14b15d7..a2a9cf4 100644 --- a/.last-update.json +++ b/.last-update.json @@ -1,5 +1,5 @@ { - "updatedAt": "2026-07-16T07:39:09.897Z", + "updatedAt": "2026-07-26T17:31:08.313Z", "command": "update", "model": "MiniMax-M3" } diff --git a/quickstart.md b/quickstart.md index 4d80cf8..6dc1f40 100644 --- a/quickstart.md +++ b/quickstart.md @@ -23,7 +23,7 @@ - **Wiki state:** initialized — Hacker News (`hackernews-1`, LLM agent topics) and the local Obsidian vault (`obsidian-robin`) are both active and feeding `/sources/hackernews.md`, `/sources/git-repo.md`, and `/themes.md`. - **Connectors:** Hacker News and git-repo active. Gmail, Slack, Notion, X, and web search are not yet configured — see "Adding sources" below. -- **Last update:** see [/.last-update.json](/.last-update.json) — this run was an Obsidian vault (git-repo) source-specific update. +- **Last update:** see [/.last-update.json](/.last-update.json) — this run was a Hacker News (`hackernews-1`, LLM agent topics) source-specific update. ## How to use this wiki diff --git a/sources/hackernews.md b/sources/hackernews.md index 8aad10b..92454ad 100644 --- a/sources/hackernews.md +++ b/sources/hackernews.md @@ -4,21 +4,22 @@ Compact evidence trail for the Hacker News connector (`hackernews-1`, LLM-agent ## Connector -- **Instance:** `hackernews-1` (Hacker News — LLM agent + life-science/AI tools topics) +- **Instance:** `hackernews-1` (Hacker News — LLM agent topics) - **Backend:** public HN feeds (`top`, `new`, `best`) + Algolia HN search queries - **Auth:** none — public feeds - **Window:** last 24 hours -- **Latest fetch:** `2026-07-16T08:21:18Z` -- **Raw dump:** `~/.openwiki/connectors/hackernews/raw/2026-07-16T08-21-18-215Z/hackernews-results.json` +- **Latest fetch:** `2026-07-26T17:27:12Z` +- **Raw dump:** `~/.openwiki/connectors/hackernews/raw/2026-07-26T17-26-41-217Z/hackernews-results.json` ## Ingestion coverage | Source | Items pulled | | --- | --- | -| Feed: `top` | 30 | -| Feed: `new` | 30 | -| Feed: `best` | 30 | -| Search queries | 17 queries — see hit table below | +| Feed: `top` | 30 ids / 25 resolved items | +| Feed: `new` | 30 ids / 30 resolved items | +| Feed: `best` | 30 ids / 17 resolved items | +| Unique stories across feeds | 63 | +| Search queries | 8 queries — see hit table below | ### Search query hits (this run) @@ -28,138 +29,160 @@ a relevance judgment based on the first 20 returned items. | Query | nbHits | Relevant? | Notes | | --- | --- | --- | --- | -| `organoid` | 176 | yes — multi-source | MIT, NPR, MIT Tech Review, MSU, UCSC, McGill, etc. | -| `organoids` | 167 | yes — multi-source | Embryo / heart / brain organoid items; some 2025 carryover. | -| `bioprinting` | 66 | yes | Rose-inspired bioink, MIT magnetic mixer, McGill TissueTinker. | -| `3D bioprinter` | 60 | yes | Open-source 3D bioprinter, vocal-cord repair, lung model DLP. | -| `openwiki` | 254 | yes — one strong hit | `langchain-ai/openwiki` (96 pts) is the same project family. | -| `M3 model` | 52 | yes — one strong hit | `MiniMax-M3` HuggingFace model card + Twitter launch. | -| `deepagents` | 31 | yes | LangChain-ai/deepagents repo + NVIDIA + Pydantic-Deep write-ups. | -| `CelVivo` | 43 | no | String noise: cervicogenic, Bolsonaro, celvox, celebvoicify. | -| `3Brain` | 16 | no | Mostly `brain` substring matches; Brainless shadcn, brainstem atlas. | -| `Cellink` | 19 | no | String noise: ink/agents/avatars. No Cellink bioprinter hits. | -| `ClinoStar` | 2 | no | Unrelated (Start menu, Erlang webmachine). | -| `ClinoReactor` | 0 | n/a | No hits. | -| `codex cli` | 7490 | watchlist | Many "agent alternative to codex" tools (Agentty, Fuse, OtoDock). | -| `claude code` | 8047 | watchlist | Throttle, H5i, Agentty, Fuse — integration ecosystem, not direct mentions. | -| `local LLM` | 2804 | watchlist | Mix of Trellis2.c, LHIC, PixFinder, trollbridge — mostly unrelated. | -| `ollama` | 1232 | watchlist | Goku, Hillnote, OtoDock — downstream tooling. | -| `MiniMax` | 13417 | no (string noise) | Massive nbHits but most are substring matches. M3 query is the cleaner signal. | +| `LLM agents` | 3 | low | danluu "Agentic test processes, LLM benchmarks…" (16 pts) + Oz-series knowledge graph Show HN + an Ask HN. | +| `claude code` | 18 | yes — strong | Multiple Show HN wrappers (Termic, terminai, Argus, Ruflo), Claude-Code-context-deletion post (13 pts), Opus-5-hardcoded-no-subagents (23 pts), 80%-prompt-cut (5 pts). Plus the 427-pt context-engineering-for-Claude-5 anchor. | +| `codex cli` | 19 | yes — partial | Same wrapper ecosystem as `claude code` (Hallmark, Termic, Ruflo, terminai). Hallmark is the only Show HN at 4 pts; rest is integration/blog noise. | +| `MiniMax` | 6 | no (string noise) | NixOS flake, organic-cell simulation, Brolly weather, scanwheel. No MiniMax-M3 signal this run. | +| `M3 model` | 0 | n/a | No hits. | +| `openwiki` | 0 | n/a | No hits this run — see OpenWiki brand signal below. | +| `deepagents` | 0 | n/a | No hits this run. | +| `langchain` | 0 | n/a | No hits this run. | -Vendor brand signal takeaway: CelVivo, 3Brain, Cellink, ClinoStar, and ClinoReactor -still have **no material HN footprint**. Life-science / organoid / bioprinting -topics do surface, but mostly through academic / MIT / Nature coverage, not -vendor launches. +Query-set note: the last run focused on life-science / organoid / bioprinting / +local-LLM keywords (`organoid`, `bioprinting`, `3D bioprinter`, `local LLM`, +`ollama`, `CelVivo`, `3Brain`, `Cellink`, `ClinoStar`, `ClinoReactor`). This run +swaps to the LLM-agent topic set per Robin's source-specific instruction, so +organoid / vendor coverage is **not refreshed** in this fetch. Vendor brand +signal table from the prior run still applies — no new evidence either way. ## Notable items by theme -Items below are filtered from the 90 feed items (top + new + best) plus -relevant search-query hits. Each line: HN id, score, feed(s), one-line gist, -URL. HN ids are stable, so items stay referenceable across runs. +Items below are filtered from the 63 unique feed items plus the relevant +search-query hits. Each line: HN id, score, feed(s), one-line gist, URL. HN ids +are stable, so items stay referenceable across runs. -### open-weight-ai (source-backed) +### context-engineering-claude5 (source-backed) -- **48924912** — score 912 — top, best — "Inkling: Our Open-Weights Model" (Thinking Machines announces Inkling). https://thinkingmachines.ai/news/introducing-inkling/ -- **48926590** — score 405 — top, best — "Grok Build is open source" (xAI repo). https://github.com/xai-org/grok-build -- **48927095** — score 163 — top — "Governments, companies, nonprofits should invest in free, open source AI" (Siegel Endowment PDF). -- **48931225** — score 1 — new — "Can we trust open weight models?" (Twitter thread link). +New this run — the dominant HN signal for Robin's AI-Agent-workflow focus. +Anchored by Anthropic's own blog post at 427 pts; reinforced by Claude Code +operational write-ups and an Opus 5 incident. -### computer-use-agents (source-backed) +- **49051361** — score 427 — top — "The new rules of context engineering for Claude 5 generation models" (Anthropic blog). https://claude.com/blog/the-new-rules-of-context-engineering +- **49056194** — score 79 — top — "Elevated Errors for Opus 5" (Claude status incident). +- **49056022** — score 23 — new — "Claude Code has a hardcoded instruction telling Opus 5 not to use subagents" (r/ClaudeCode). +- **49056689** — score 13 — new — "Claude Code Deletes Your Context History from Your Device After 30 Days" (Claude docs). +- **49055752** — score 5 — new — "Claude Code Cut Their System Prompt by 80%. Does That Work for Small Models Too?" (antigma.ai). -- **48922706** — score 32 — top — "Launch HN: Coasty (YC S26) – An API for computer-use agents" (Nitish & Prateek, agents drive legacy desktop apps via screenshots/input). https://coasty.ai/docs -- **48931392** — score 1 — new — "Rethinking Databases for Humans and AI Agents" (Marco Bambini substack). -- **48931204** — score 1 — new — "GPT-Red: an LLM super-hacker OpenAI built to make its models safer" (MIT Tech Review). +Five items in 24h, all corroborating, ranging from official Anthropic comms to +community incident posts. This is the clearest AI-Agent-workflow signal in the +window and is routed to `/themes.md`. -### codex-openai (source-backed) +### coding-agent-tooling (source-backed) -- **48923079** — score 278 — best — "Codex Micro" (OpenAI supply/collab page). https://openai.com/supply/co-lab/work-louder/ -- **48931078** — score 1 — new — "What is the real point of Codex Micro? [video]". -- **48931204** — see above — GPT-Red (OpenAI safety work, Codex-adjacent). +The Claude-Code / Codex-CLI wrapper / harness / safety-rail ecosystem. Heavy +Show-HN volume — every item is derivative tooling, but recurrence is real and +engagement is positive. Worth tracking as a watchlist-grade stream because +downstream tooling for the user's stack (Codex CLI, Claude Code) is where most +of the moving parts live. -### ai-safety-debate (source-backed) +- **49051072** — score 3 — new — "Ruflo: An agent meta-harness for Claude Code and Codex" (ruvnet). https://github.com/ruvnet/ruflo +- **49050011** — score 3 — new — "I was paying too much for Claude and codex here is how I reduced 90% of it" (AjnasNB/qarinah). +- **49055227** — score 3 — new — Show HN: terminai — "Integrate any CLI agent into any terminal". https://terminai.app +- **49056316** — score 2 — new — Show HN: Termic — desktop app for running CLI coding agents (Claude Code, Codex). https://termic.dev/ +- **49054070** — score 2 — new — Show HN: "Rules that stop AI coding agents from breaking working code". https://github.com/avenna01-ceo/claude-code-survival-kr +- **49058547** — score 4 — new — "Hallmark – Anti-AI-Slop Design Skill for Claude Code, Cursor, and Codex" (Nutlope). https://github.com/Nutlope/hallmark +- **49058441** — score 2 — new — "Data loss in Claude Code and OpenAI Codex: when AI deletes user files" (firasd substack). +- **49058217** — score 3 — new — "Design.md for Design in Claude Code" (aifordevelopers substack). +- **49049978** — score 3 — new — "The Many Claudes of My Code" (shippingbinaries blog). +- **49053523** — score 3 — new — Show HN: Argus — VSCode Worktree Agent Session Manager. +- **49050042** — score 4 — new — Show HN: blind taste test for Claude and Codex designs. -- **48925271** — score 320 — best — "Why I Left Google DeepMind" (turntrout). https://turntrout.com/why-i-left-google-deepmind -- **48931234** — score 1 — new — "The Refusal Residue: When Probes Catch Alignment Faking and When They Don't" (arxiv 2607.13346). -- **48930971** — score 8 — new — "Linus Torvalds tells AI haters to fork off" (The Register). -- **48930929** — score 2 — new — "Prominent Haskell defector pilloried by anti-AI purists". -- **48930363** — score 67 — top — "Stop saying that AI is just a tool and it only matters how it is used" (frank.computer). -- **48931225** — score 1 — new — "Can we trust open weight models?" (also relevant to open-weight-ai above). +Engagement is modest (≤ 4 pts each) but item count is dense — eleven items in +24h. Promote to full source-backed theme row only after at least one item +crosses 50 pts in a single run. -### llm-on-old-hardware (watchlist) +### llm-on-old-hardware (source-backed — promoted) -- **48922434** — score 274 — top, best — "Running Gemma 4 26B at 5 tokens/sec on a 13-year-old Xeon with no GPU". High engagement but a single item; needs a second corroborating story to become a theme. +Recurrence confirmed in this run. Two independent high-engagement items on the +"tiny model on cheap hardware" theme. Promote from watchlist to source-backed. + +- **49050512** — score 261 — top — "Running a 28.9M parameter LLM on an $8 microcontroller" (ESP32, slvDev). https://github.com/slvDev/esp32-ai +- **49053375** — score 186 — top — "Inflect-Micro-v2: complete voice in 9.36M parameters" (HuggingFace). https://huggingface.co/owensong/Inflect-Micro-v2 +- **48922434** — score 274 — top, best — "Running Gemma 4 26B at 5 tokens/sec on a 13-year-old Xeon with no GPU" (prior run, anchor item). + +Three high-engagement items across two runs; both pull from independent authors +and target different hardware tiers (legacy CPU, ESP32-class MCU, sub-30M-param +model card). The pattern is real, not coincidental. + +### ai-safety-debate (source-backed — refreshed) + +Two new items in this window — one essay/interview, one fiction piece — both +about LLM-extinction / alignment framing. + +- **49059995** — score 3 — new — "Karen Hao: AI Doesn't Have to Be Built This Way" (Bloomberg). +- **49059660** — score 10 — new — "What if LLMs escape through inferences itself? This is fiction. For now" (agrillo.it). +- **49052912** — score 224 — top — "DeepSeek pause fundraise after comments on compute gap to US leaked (transcript)" (github demo). Adjacent: open-weight-lab geopolitics, not safety per se but routed here because it overlaps with the prior open-weight-ai theme. + +### local-LLM-stream (watchlist — refreshed) + +Adjacent to the user's "本地大模型部署" focus. Mostly derivative / tooling noise +this run, but the upstream signals (Debian policy, Cloudflare AI traffic +options) are substantive. + +- **49050859** — score 199 — top — "LLM Usage in Debian: Three Proposals" (Debian vote 2026/vote_002). Real policy signal. +- **49052564** — score 173 — top — "Cloudflare's new AI traffic options for customers" (blog.cloudflare.com). Infra signal. +- **49052912** — score 224 — top — DeepSeek pause fundraise (also in ai-safety-debate; matters for "本地大模型部署" because DeepSeek is the canonical open-weight Chinese LLM). +- **49053375** — score 186 — Inflect-Micro-v2 (also in llm-on-old-hardware). + +### agent-memory-architecture (watchlist — new) + +Two Show HN items in 24h about agent-side memory / trust layers. Thin signal but +directly relevant to OpenWiki's own role (structured memory + doc trust for +agents). + +- **49059959** — score 1 — new — Show HN: Worklog — "structured memory for Agent in one SQLite table" (xyb). https://github.com/xyb/worklog +- **49059889** — score 1 — new — "Open Knowledge format v0.2 tackles agentic trust" (Google Cloud blog). +- **49060215** — score 1 — new — Show HN: "Turn a diff into an evidence-backed Assumption Ledger" (Teycir/Assumptions). Adjacent — diff-as-evidence pattern is similar in spirit. + +Low engagement; keep as watchlist. Promote when a high-engagement item lands. + +## Themes not refreshed this run + +The prior run surfaced these themes, none of which got fresh evidence in this +fetch (organoid / bioprinting / DeepSeek / open-weight queries were dropped +from the query set per the LLM-agent focus instruction): + +- `open-weight-ai` — Inkling, Grok Build OSS, Siegel Endowment PDF from + 2026-07-16. Last seen unchanged (2026-07-16). +- `computer-use-agents` — Coasty YC launch, AI-agent databases, GPT-Red. + Last seen unchanged (2026-07-16). +- `codex-openai` — Codex Micro, follow-up video, GPT-Red. Last seen + unchanged (2026-07-16). The `coding-agent-tooling` row above is adjacent + but distinct — that is downstream tooling, not OpenAI's own Codex work. +- `class-organoid-3d-bioprinting` — 12+ items from MIT / NPR / Nature / + MSU / McGill. Last seen unchanged (2026-07-16). To re-verify, the next + life-science-focused HN run should re-add the `organoid*`, `bioprinting`, + and `3D bioprinter` queries. +- `MiniMax-m3` — HuggingFace card + Twitter launch. Last seen unchanged + (2026-07-16). This run's `MiniMax` query returned 6 hits but they were + all string noise (Brolly weather, NixOS flake, etc.); the `M3 model` + query returned 0 hits. +- `openwiki-brand` — `langchain-ai/openwiki` 96 pts (2026-07-16). See + OpenWiki brand signal below. ## Notable contributors (in this window) -- **vimarsh6739** — submitted Inkling launch (top story, 912 points). -- **skp1995** — submitted Grok Build OSS release (405 points). -- **nkov47** (Coasty founders Nitish & Prateek) — Launch HN for computer-use agent API. -- **apsec112** / **turntrout** — "Why I Left Google DeepMind". -- **gregsadetsky** — "LLM Networking with MikroTik". -- **neomindryan** — Gemma 4 26B on legacy Xeon writeup. +- **mellosouls** — submitted the 427-pt "new rules of context engineering for Claude 5" (Anthropic blog). +- **boveyking** — submitted "Running a 28.9M parameter LLM on an $8 microcontroller" (top, 261 pts). +- **nateb2022** — submitted Inflect-Micro-v2 model card (top, 186 pts). +- **zdw** — submitted "LLM Usage in Debian: Three Proposals" (top, 199 pts). +- **TimCTRL** — submitted "Elevated Errors for Opus 5" (top, 79 pts). +- **oliculipolicula** — submitted DeepSeek-fundraise leaked-transcript (top, 224 pts). +- **mooreds** — submitted "Did they ghost you?" (top, 443 pts) and "The New AI Superpowers: Focus and Followthrough" (new, 45 pts). +- **evo_9** — submitted Karen Hao Bloomberg interview (new, 3 pts). ## OpenWiki brand signal -Search query `openwiki` returned 0 hits in the 24h window. Track across future runs before drawing conclusions about brand visibility on HN. +Search query `openwiki` returned **0 hits** in the 24h window. The prior run +(2026-07-16) confirmed the brand signal via `langchain-ai/openwiki` (96 pts, +Show HN). Absence in a single 24h window is expected — the project is not on +a daily release cadence. The theme row in `/themes.md` stays watchlist with +Last seen pinned to 2026-07-16 until the next positive hit. + +Adjacent (not OpenWiki-the-brand) items worth flagging: + +- **49059889** — "Open Knowledge format v0.2 tackles agentic trust" (Google Cloud blog) — different project, but the name overlap is enough that it shows up in any OpenWiki-adjacent search. ## Next update -Run `openwiki_ingest_connector connectorId=hackernews` (or `openwiki personal --update`) to refresh. Expect another top/new/best sweep plus the same query set.eep duration" (best, 690 pts). - -## OpenWiki brand signal - -Search query `openwiki` returned 254 nbHits in the 24h window. The dominant -result is **`langchain-ai/openwiki` (96 pts)** — a CLI that writes and -maintains agent documentation for a codebase. This is the same product -family as Robin's OpenWiki (the one used to generate this wiki), so brand -visibility on HN is real and high-engagement. Adjacent items: - -- `barvhaim/pi-openwiki` — a Show HN wrapper combining OpenWiki with the PI.dev harness. -- `sonyarianto/wakawiki` — a CLI for agent docs. -- `openwisp.org` post on AI-driven flaky-test hunting, not actually related. - -The `openwiki` query also catches unrelated items (e.g. mythos-class -diffusion essays, OpenStreetMap) — only `langchain-ai/openwiki` is a true -brand match. Track across future runs. - -## Next update - -Run `openwiki_ingest_connector connectorId=hackernews` (or `openwiki personal --update`) to refresh. Expect another top/new/best sweep plus the same query set.ting a lung model" — ScienceDirect. https://www.sciencedirect.com/science/article/pii/S2772950825002559 - - "A 3D model of the human airways via a digital light processing bioprinter" — Wiley. https://analyticalsciencejournals.onlinelibrary.wiley.com/doi/10.1002/bit.29013 - - "Three-Dimensional Bioprinting and Rose-Inspired Medical Applications" — MDPI Biomimetics 11(3):164. https://www.mdpi.com/2313-7673/11/3/164 - - "Smallest 3D bioprinter could help surgeons repair vocal cords" — Nature. https://www.nature.com/articles/d41586-025-03538-y - -Signal: organoid / 3D bioprinting is a real recurring stream on HN, but driven -by academic and bio-Mech-E coverage, not by CelVivo / 3Brain / Cellink launches. -None of Robin's vendor brands appear in the top 20 of any related query. - -### MiniMax-m3 (watchlist) - -New in this run. The `M3 model` query is the cleanest signal for Robin's -wiki goal focus (本地大模型部署) because the bare `MiniMax` query is dominated -by substring noise (13,417 nbHits but mostly unrelated). - -- HuggingFace model card: "MiniMax-M3: A native multimodal model with 1M context". https://huggingface.co/MiniMaxAI/MiniMax-M3 -- Twitter launch post: "MiniMax M3: The First Open-Weights Model to Combine Three Frontier Capabilities" (21 pts). https://twitter.com/MiniMax_AI/status/2061266317815296322 -- Adjacent (chat, not HN main): "MiniMax M3 on Qubrid AI". -- "Ask HN: Which cheap Chinese LLM are you using?" (18 pts) — recurring thread where M3-family models are mentioned. - -Two items is a thin thread; promote to source-backed only after a third -recurrence or a high-engagement Show HN. - -## Notable contributors (in this window) - -- **vimarsh6739** — submitted Inkling launch (top story, 912 points). -- **skp1995** — submitted Grok Build OSS release (405 points). -- **nkov47** (Coasty founders Nitish & Prateek) — Launch HN for computer-use agent API. -- **apsec112** / **turntrout** — "Why I Left Google DeepMind". -- **gregsadetsky** — "LLM Networking with MikroTik". -- **neomindryan** — Gemma 4 26B on legacy Xeon writeup. - -## OpenWiki brand signal - -Search query `openwiki` returned 0 hits in the 24h window. Track across future runs before drawing conclusions about brand visibility on HN. - -## Next update - -Run `openwiki_ingest_connector connectorId=hackernews` (or `openwiki personal --update`) to refresh. Expect another top/new/best sweep plus the same query set. \ No newline at end of file +Run `openwiki_ingest_connector connectorId=hackernews` (or `openwiki personal --update`) to refresh. Next run should re-add the life-science / organoid / vendor queries alongside the LLM-agent set if Robin wants both streams covered each day. \ No newline at end of file diff --git a/themes.md b/themes.md index 01cda5f..c72bb86 100644 --- a/themes.md +++ b/themes.md @@ -7,15 +7,20 @@ Recurring topics, signals, and trends observed across Robin's sources. Detailed | `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) | | `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) | | `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) | -| `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) | 2026-07-15 | 2026-07-16 | source-backed | hackernews | 6 | active | [HN: 48925271, 48931234, 48930971, 48930929, 48930363, 48931225](/sources/hackernews.md#ai-safety-debate-source-backed) | -| `llm-on-old-hardware` | Single high-engagement writeup running Gemma 4 26B on a 13-year-old Xeon with no GPU | 2026-07-15 | 2026-07-15 | watchlist | hackernews | 1 | watchlist | [HN: 48922434](/sources/hackernews.md#llm-on-old-hardware-watchlist) | +| `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) | +| `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) | +| `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) | | `class-organoid-3d-bioprinting` | Recurring organoid & 3D bioprinting coverage from MIT, NPR, MIT Tech Review, Nature, MSU, McGill — academic / bio-Mech-E stream, not vendor launches | 2026-07-16 | 2026-07-16 | source-backed | hackernews | 12+ (across 4 queries) | active | [HN: organoid / organoids / bioprinting / 3D bioprinter clusters](/sources/hackernews.md#class-organoid-3d-bioprinting-source-backed) | | `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) | | `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) | +| `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) | +| `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) | +| `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) | ## Notes - Promote a watchlist signal to a full theme row only after it recurs or comes from a high-quality source. - Keep prose here to 1-2 sentences per theme; link out for detail. - HN evidence rules: low-engagement items are watchlist by default; promotion requires recurrence, strong engagement, or corroboration. -- 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. \ No newline at end of file +- 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. +- 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. \ No newline at end of file