🔴 High Significance
Model Releases
🔴 ✉️ Genbio Launches A “Virtual Cell” AI Model (7 Minute Read) — score 70
Sources: newsletter/tldr
🔴 ✉️ Claude Opus 5 Is Now Available In Aws Govcloud (Us) (2 Minute Read) — score 70
Sources: newsletter/tldr
🔴 ✉️ Xai's Imagine Image 2.0 Lands Just Behind OpenAI's GPT-Image-2 In Arena Benchmarks (3 Minute Read) — score 70
Sources: newsletter/tldr
🔴 ✉️ Meet Your Biggest Competitor (👋 Claude) (7 Minute Read) — score 70
Sources: newsletter/tldr
🔴 ✉️ My AI Agents Shipped 128 Releases Of A Product No One Ever Used (9 Minute Read) — score 70
Sources: newsletter/tldr
Omitted 4 additional model releases items from the main section; see raw data and source-specific sections below.
Developer Tools
🔴 🧡 Munder Difflin – Agent harness to run an office of your clones — score 82
Sources: hackernews
🔴 💬 I just wanted a workout guide for my wall — score 72
Sources: reddit/r/OpenAI
Wasn't expecting this! Must be a new kind of exercise for the truly gifted.
🔴 🐙 anthropics/claude-plugins-community — Community plugin marketplace for Claude Cowork and Claude Code. Read-only mirror — submit plugins at clau.de/plugin-directory-submission. — score 71
Sources: github_trending
Community plugin marketplace for Claude Cowork and Claude Code. Read-only mirror — submit plugins at clau.de/plugin-directory-submission.
🔴 ✉️ Sometime around Christmas 2025, AI engineers noticed a change in agents. They started to work! It’s hard to pin down exactly why. Maybe we finally had holiday downtime to try the newest agents with th — score 70
Sources: newsletter/Latent Space
Sometime around Christmas 2025, AI engineers noticed a change in agents. They started to work! It’s hard to pin down exactly why. Maybe we finally had holiday downtime to try the newest agents with the newest models. Maybe the models had crossed somecapability threshold. Maybethe wrappersaround the
🔴 ✉️ ReAct, “The Harness on Paper”(October 2022):ReActis a prompting technique to get models to reason through prompting. It’s the agentic loop on paper, external to the model weights. It defines the idea — score 70
Sources: newsletter/Latent Space
ReAct, “The Harness on Paper”(October 2022):ReActis a prompting technique to get models to reason through prompting. It’s the agentic loop on paper, external to the model weights. It defines the idea of an “agent loop” where a model reasons -> acts -> observes -> repeats. Again,the ReAct loop exists
Omitted 12 additional developer tools items from the main section; see raw data and source-specific sections below.
Infrastructure & Compute
🔴 💬 GOP urges top AI firms to do something about the toxic image of data centers — score 82
Sources: reddit/r/artificial
🔴 💬 I developed my own quantized LLM from scratch, trained on 30B tokens, deploys in 60 MB [R] — score 80
Sources: reddit/r/MachineLearning
I trained a 250M parameter model from scratch on 30B tokens of fineweb. It’s quantized to under 2 bits so the whole deployment is 60 MB and it needs about 80 MB of RAM to run. Runs around 400 tok/s on a normal laptop CPU, no GPU needed. How the long context works: the most recent 2048 tokens stay in
🔴 💬 Think you're going to get cheap DDR5 RAM? Think again, even if prices fall, scalper bots now outnumber shoppers 10 to 1 and will keep prices high — score 77
Sources: reddit/r/LocalLLaMA
🔴 ✉️ Cerebras Says Its New Computer Boosts AI Speed Advantage Over NVIDIA (3 Minute Read) — score 70
Sources: newsletter/tldr
🔴 ✉️ NVIDIA Plans To Use Tsmc 1.6Nm Process For Feynman In H2 2028 (3 Minute Read) — score 70
Sources: newsletter/tldr
Omitted 2 additional infrastructure & compute items from the main section; see raw data and source-specific sections below.
Other Signals
🔴 💬 This is a great sub, regardless of what complaints people have about it. — score 88
Sources: reddit/r/LocalLLaMA
This is a genuine community of real generally respectful adult human beings. Despite the enthusiasm all of you have for local AI, you can recognize that there are times when local LLMs are flawed, and even how practical they are to use for the majority of people to use. Go over to r/linux and you'll
🔴 💬 This is why I run locally. — score 83
Sources: reddit/r/LocalLLaMA
It was only a matter of time...
🔴 💬 AI prompt was: — score 80 · 🔥 engaged
Sources: reddit/r/OpenAI
🔴 💬 Does an ai receptionist actually know when to escalate a call to a real person — score 78
Sources: reddit/r/AIAgents
This is a specific question I can't seem to find a straight answer to anywhere, so hoping someone here has direct experience. We run a mid-sized logistics company and we're evaluating whether an AI receptionist could handle our inbound line. The straightforward stuff, routing calls, answering calls
🔴 🧡 Why your local LLM feels dumber than it is — score 74
Sources: hackernews
Omitted 18 additional other signals items from the main section; see raw data and source-specific sections below.
🟡 Notable
Model Releases
🟡 🧡 A week of using Codex more than Claude — score 67
Sources: hackernews
🟡 💬 Llama.cpp version 0.2.0 is out! — score 66
Sources: reddit/r/LocalLLaMA
You can find the changelog and source code here: https://github.com/ggml-org/llama.cpp/releases/tag/v0.2.0 Associated pre-build is here: [https://github.com/ggml-org/llama.cpp/releases/tag/b10566](https://github.com/ggml-org/llama.cpp/rele
🟡 💬 gpt-reserve what is this? — score 63
Sources: reddit/r/OpenAI
I just noticed this in my usage, though I haven't come across anything new in my model picker. What is this?
🟡 💬 Possible pathways to RSI — score 55
Sources: reddit/r/artificial
I was just wondering what could be, from this point onwards the potential pathways to undeniable RSI.. which in my opinion is precursor to singularity/ AGI. Maybe not AGI but definitely RSI. (BELOW TEXT WAS EDITED BY GEMINI) Pathway 1: Decentralized & Crowdsourced Open-Source Automation An organ
🟡 💬 I recently changed to Chatgpt pro, and I am super happy about it. — score 55
Sources: reddit/r/OpenAI
Like most of the builders I was using Claude and lovable for work and after fable everything was fantastic until it started little by little. My work flow uses an adversarial council to hammer the subjects. It started with Sol finding problems in Claude design, one or two. Then things got worse, the
Omitted 2 additional model releases items from the main section; see raw data and source-specific sections below.
Developer Tools
🟡 💬 At what point do AI agents become too complicated to manage? — score 69
Sources: reddit/r/AIAgents
I've been thinking about this as companies start running more agents at the same time. Having one agent doing a specific task seems manageable. You know what it does, what data it uses, and roughly what to expect. But once you have dozens of agents working across different systems, things get messy
🟡 💬 The amount of activity on GitHub right now is crazy. Thoughts? — score 69 · 🔥 engaged
Sources: reddit/r/singularity
Source: https://github.blog/news-insights/company-news/the-august-17-outage-and-the-work-ahead/
🟡 💬 We Gave Our AI Agent Shared Memory Across Text and Voice—Here’s What We Learned — score 60
Sources: reddit/r/AIAgents
We’re at around ₹80K MRR and working toward 2x growth from Flingo app While analysing engagement, two signals stood out: • After 5 meaningful chat messages, users had shared enough context for the AI interaction to become personal. • Users who crossed 60 seconds on an AI voice call showed significan
🟡 🧡 Autolith: A programming agent with a live runtime — score 59
Sources: hackernews
🟡 🐙 browser-use/browser-harness — Browser Harness | Self-healing harness that enables LLMs to complete any task. — score 57
Sources: github_trending
Browser Harness | Self-healing harness that enables LLMs to complete any task.
Omitted 5 additional developer tools items from the main section; see raw data and source-specific sections below.
Infrastructure & Compute
🟡 💬 Unpopular opinion: AI is going to hit a peak, fade into the background, and human stuff becomes the luxury item — score 67
Sources: reddit/r/artificial
Remember when computers were the luxury thing? Now they’re everywhere and basically invisible but nobody’s impressed by “I own a laptop” anymore. I think AI is heading the same way. It gets so common, so good, so baked into everything that it stops being a “thing” at all. It just disappears into the
🟡 🐙 karpathy/nanoGPT — The simplest, fastest repository for training/finetuning medium-sized GPTs. — score 61
Sources: github_trending
The simplest, fastest repository for training/finetuning medium-sized GPTs.
🟡 💬 Will Chinese Open Source Agree to EU Watermarking? — score 55
Sources: reddit/r/artificial
I wonder if people are thinking and worried about this yet? Anthopic, OpenAI and the western AI labs have agreed to watermark AI outputs. Some of us want free and open and untracked and un-modified outputs for many reasons. Do you think the Chinese labs will succumb to the EU pressure and implement
🟡 💬 UBS models $4.1T in AI infrastructure spending by 2028 - it assumes the power just shows up — score 43
Sources: reddit/r/artificial
Everyone talks about chip supply as the bottleneck on AI buildout, but power interconnection is turning into the harder constraint in several major markets, and it works nothing like a chip shortage. A chip shortage is a supply problem: fabs run flat out, backlogs clear eventually, prices come down.
Business & Funding
🟡 💬 Moderna's Vaccine Breakthrough Supported by AI: Musk Praises mRNA Despite 'Obvious Misuse During COVID' — score 60
Sources: reddit/r/singularity
Other Signals
🟡 💬 Artificial Analysis "Intelligence": A meaningless benchmark — score 61
Sources: reddit/r/LocalLLaMA
https://preview.redd.it/84zi5nsdawkh1.png?width=2368&format=png&auto=webp&s=1109e69db807b153064b1f5b61d22cf1e9fbca05 Another user posted the benchmarks for Qwen 3.8 27B today, and while I think Qwen 27B is a really powerful model, I can't help but notice just how meaningless these Artifi
🟡 💬 How to remove trendy speech from llms? — score 55
Sources: reddit/r/LocalLLaMA
For example: Instead of saying: "I created this new ID" It says: "I minted this new ID" Instead of: "This alternative path is available" It says: "this escape hatch is available" This speech is so nonsensical and annoying. Just. Speek. Literally ... OR NORMALLY. Where did LLMs learn these speech pat
🟡 💬 Fixed the MTP head on Ornith1.5 35B A3B. +3% TPS -33% wall clock — score 49
Sources: reddit/r/LocalLLaMA
I love the Ornith 35B local models, 1.0 has been running my HAM radio rig for me. I have a hackRF receiver and a 5 watt quansheng portable the both run headless through the PC. I tried out the new Ornith1.5 build and it was faster and more accurate than 1.0. I read the threads that talked about the
🟡 💬 Why does lightgbm not fit my toy example but catboost does? (2 order interactions) [D] — score 47
Sources: reddit/r/MachineLearning
I am trying understand how tree-based regression model handle the dependencies of the target variables on the interaction of explanatory variables. However my experiment revealed that my understanding about the fitting process of a lgbm is not correct. And I don’t know why. My experiment is quite si
🟡 💬 Ox Alpha can't be the Chinese. — score 41
Sources: reddit/r/singularity
🟢 Incremental
Model Releases
🟢 💬 OpenAI remembered Linux exists: ChatGPT desktop — score 38
Sources: reddit/r/OpenAI
I just saw that OpenAI has finally put ChatGPT desktop for Linux into public preview. I am a developer who uses Linux for basically everything and have been for decades. I've seen a lot of developer tooling recently swing Mac, assuming that serious work happens only a MacBook in a docking station. W
🟢 💬 Watching that wattage, in your terminal. — score 36
Sources: reddit/r/LocalLLaMA
Released today: version 1.3 of energygraph Zero build dependencies, lightweight tool for live views of the power-consumption. Version 1.3 adds support for dGPUs from nvidia, intel, amd. Depending on vendor support, you can also get the consumption by your cpu
🟢 💬 I spent the morning digging into Anthropic so I could write it up properly. The short version — score 32
Sources: reddit/r/artificial
Anthropic appears to be A/B testing reduced effort levels in Claude Code I went through the primary sources and the threads this morning so I could write it up properly, and the short version is: the hype is half right. I collect daily AI news and write guides around exactly these stories at https:/
🟢 🧡 NanoGPT Speedrun Frontier — score 28
Sources: hackernews
🟢 💬 I forked Ninfer 3090 and converted it to run on the CMP170HX - doubled my Qwen3.6-35B from llama.cpp — score 27
Sources: reddit/r/LocalLLaMA
Good afternoon, everyone! I wanted to show the work I've been doing around porting Ninfer over to the CMP170HX (Github) So, first, I do want to call out the amazing work that Neroued, [Sergiuszm](https://github.com
Omitted 1 additional model releases items from the main section; see raw data and source-specific sections below.
Developer Tools
🟢 💬 acl arr august 2026 (desk rejected ) [D] — score 38
Sources: reddit/r/MachineLearning
I have got two papers which got desk rejected by PC saying they are previously got reviewed in arr. But those paper never got submitted ever. Any idea what can be done?
🟢 🐙 us/crw — Fast, lightweight Firecrawl/Tavily alternative in Rust. Web scraper, crawler & search API with MCP server for AI agents. Drop-in Firecrawl-compatible API (/scrape, /crawl, /search). 2.3x faster than Tavily, 1.5x faster than Firecrawl in 1K-URL benchmarks. 6 MB RAM, single binary. Self-host or use managed cloud. — score 34
Sources: github_trending
Fast, lightweight Firecrawl/Tavily alternative in Rust. Web scraper, crawler & search API with MCP server for AI agents. Drop-in Firecrawl-compatible API (/scrape, /crawl, /search). 2.3x faster than Tavily, 1.5x faster than Firecrawl in 1K-URL benchmarks. 6 MB RAM, single binary. Self-host or use ma
🟢 💬 Is there an AI that can actually operate a website and answer customer chats for me? — score 32
Sources: reddit/r/AIAgents
I work as a chat/customer service agent and I'm trying to make my job a little easier. At work we use Messenger24, which is basically a web-based chat system. It actually has an AI feature, but my company doesn't use it. The problem is that we have a bunch of things to do at the same time. We an
🟢 💬 What Parsewave’s Work Says About the Next Phase of AI Training — score 32
Sources: reddit/r/artificial
One of the questions I've been asking myself recently is how AI training will evolve when simply adding more data provides diminishing returns. We've made tremendous progress in scaling up generation of synthetic examples, but it doesn't always equal diversity in capabilities learned. It's possible
🟢 💬 The evaluation resolution has been shown to have a significant impact on the identification of the "learning rule" that exhibits the most brain-like characteristics at V1. [R] — score 30
Sources: reddit/r/MachineLearning
The preprint can be accessed via the following link: https://arxiv.org/abs/2608.12408 (q-bio.NC / cs.LG). And for the code: https://github.com/nilsleut/evaluation-resolution-rsa The following assertion is fr
Omitted 1 additional developer tools items from the main section; see raw data and source-specific sections below.
Infrastructure & Compute
🟢 🧡 Guess which of these LLM outputs is watermarked — score 36
Sources: hackernews
🟢 💬 ‘Have Your Friend Elon Build One at Mar-a-Lago,’ Says Sanders After Trump Comments on Data Centers | “Trump thinks that every community in America should welcome a data center.” If so, said Sanders, “Lead by example.” — score 32
Sources: reddit/r/singularity
Other Signals
🟢 💬 Single RTX 5090: Qwen3.8-27B NVFP4 at a real 262K context in vLLM — 77 tok/s short-context, 64.7 tok/s at 128K — score 36
Sources: reddit/r/LocalLLaMA
This is the Qwen3.8-27B setup I actually use every day on one RTX 5090. I wanted to write it down with enough detail that another 5090 owner can reproduce it instead of guessing which memory knobs I used. The short version: the full 262,144-token window fits together with vision, FP8 KV, prefix cach
🟢 💬 Authenticator App issue... — score 30
Sources: reddit/r/OpenAI
Anyone else seem to have had their settings switched to authenticator but there is none...and the other option of send prompt to phone app doesnt even work? I am completely locked out of MFA and I Never even set up any authenticator and obv no one from OpenAI responds.
📈 Trending Repos
| Repo | Description | Stars Today | Language |
|---|---|---|---|
| anthropics/claude-plugins-community | Community plugin marketplace for Claude Cowork and Claude Code. Read-only mirror — submit plugins at clau.de/plugin-directory-submission. | 141 | python |
| karpathy/nanoGPT | The simplest, fastest repository for training/finetuning medium-sized GPTs. | 66 | python |
| browser-use/browser-harness | Browser Harness | Self-healing harness that enables LLMs to complete any task. | 56 | python |
| ItzCrazyKns/Vane | Vane is an AI-powered answering engine. | 46 | typescript |
| nocobase/nocobase | NocoBase is an open-source AI + no-code platform for building business systems fast. Instead of generating everything from scratch, AI works on top of production-proven infrastructure and a WYSIWYG no-code interface, so you get both speed and reliability. | 30 | typescript |
| us/crw | Fast, lightweight Firecrawl/Tavily alternative in Rust. Web scraper, crawler & search API with MCP server for AI agents. Drop-in Firecrawl-compatible API (/scrape, /crawl, /search). 2.3x faster than Tavily, 1.5x faster than Firecrawl in 1K-URL benchmarks. 6 MB RAM, single binary. Self-host or use managed cloud. | 14 | rust |
Newsletter
- Latent Space: Sometime around Christmas 2025, AI engineers noticed a change in agents. They started to work! It’s hard to pin down exactly why. Maybe we finally had holiday downtime to try the newest agents with th
- Latent Space: ReAct, “The Harness on Paper”(October 2022):ReActis a prompting technique to get models to reason through prompting. It’s the agentic loop on paper, external to the model weights. It defines the idea
- tldr: OpenAI Rewrites Safety Framework As Largest Training Run Stays Paused (2 Minute Read)
- tldr: Genbio Launches A “Virtual Cell” AI Model (7 Minute Read)
- tldr: OpenAI's Second-Quarter Sales Show Tepid Growth Compared With Anthropic (3 Minute Read)
- tldr: Claude Opus 5 Is Now Available In Aws Govcloud (Us) (2 Minute Read)
- tldr: What 50 Open Source Projects Taught Us About Security In The AI Era (11 Minute Read)
- tldr: Improving Infrastructure Efficiency For Growing Demand In The Age Of AI (6 Minute Read)
- tldr: Consistency Is The New Latency: AI At The Data Layer (5 Minute Read)
- tldr: Have An Agent Babysit Your Deployments (2 Minute Read)
- tldr: Apple Just Accidentally Revealed Its Camera-Equipped Airpods (2 Minute Read)
- tldr: Generative AI Simplifies Interface Creation And Redefines The Role Of UX/UI Design (5 Minute Read)
- tldr: AI-Powered Video Creation (Website)
- tldr: AI Logo Generator & Logo Maker (Website)
- tldr: Xai's Imagine Image 2.0 Lands Just Behind OpenAI's GPT-Image-2 In Arena Benchmarks (3 Minute Read)
- tldr: Google Opens The Gates Of AI Slop Hell (2 Minute Read)
- tldr: How Cisco And Auvik Simplify Network Modernization For AI (2 Minute Read)
- tldr: An LLM Wiki Changed How I Work (12 Minute Read)
- tldr: Meet Your Biggest Competitor (👋 Claude) (7 Minute Read)
- tldr: My AI Agents Shipped 128 Releases Of A Product No One Ever Used (9 Minute Read)
- tldr: We Studied 3,500+ AI-Powered Apps To See Why Some Retain Users Better Than Others (10 Minute Read)
- tldr: Agentcov (GitHub Repo)
- tldr: OpenAI Institutes New Safeguards After Hugging Face Breach (2 Minute Read)
- tldr: Cerebras Says Its New Computer Boosts AI Speed Advantage Over NVIDIA (3 Minute Read)
- tldr: NVIDIA Plans To Use Tsmc 1.6Nm Process For Feynman In H2 2028 (3 Minute Read)
- tldr: Fluid-Side Observability Expands AI Hardware Reliability (4 Minute Read)
- tldr: 800Vdc Pushes AI Power Design From Grid To Gate (4 Minute Read)
- tldr: China's AI Hardware Exports Offer A Way Out Of Wall Street's Circular AI Trade (4 Minute Read)
- tldr: The Us-China Tech War Is Coming For AI's Plumbing (3 Minute Read)
- tldr: Groq Valued At $3.5 Billion In Funding Round After NVIDIA Deal (3 Minute Read)
- rundown-ai: Harvey II - Legal AI agents that inherit matter context
- rundown-ai: ChatGPT for Teens - OAI's new teen experience with default safety limits
- rundown-ai: Berd - Block's open-source desktop hub for running custom AI agents
- rundown-ai: AI math startup Axiom claimed to have formalized the "246 theorem," the 12-year-old record on gaps between primes, marking another milestone of AI in mathematics.
- rundown-ai: U.S. AI chip startup Etched raised $700M in a new funding round led by trading firm Jane Street, doubling its valuation to $21B in under a month.
- rundown-ai: Legal AI startup Harvey debuted Harvey II, which lets agents inherit a legal matter's context and remember each lawyer's style, while debuting its first in-house legal model.
- rundown-ai: Fmr. U.S. presidential candidate Andrew Yang proposed an annual $15k per family payment to compensate for AI giants generating wealth by building “upon our data".
- rundown-ai: Read our last AI newsletter: Cursor’s Origin hits GitHub on its worst day
- rundown-ai: Pacing comes to the AI frontier
- rundown-ai: Anthropic's Claude tackles protein design
- rundown-ai: Nate: Remember when Uber made headlines for blowing through its entire 2026 AI budget in four months? Their CTO started capping employee AI use and declared the "tokenmaxxing era" over.
- rundown-ai: Use the Loop Method for better ChatGPT results
- rundown-ai: Replit president Michele Catasta called the default-on setup “radical”, arguing plenty of tasks need a smaller, cheaper model, not an expensive frontier one.
- rundown-ai: Student Hub - Google’s Gemini-dedicated area for students
- TheSequence: AI does not run in the cloud. It runs in substations, cooling loops, transmission networks, and power plants. The next scaling law is not only about parameters, but about how efficiently civilization - first seen 2026-08-20
- rundown-ai: OAI is also rewriting its 2023 Preparedness Framework, with Altman saying, “getting AI safety right is more important than any company’s momentum.” - first seen 2026-08-21
- rundown-ai: Build, test, and publish an app without leaving Codex - first seen 2026-08-21
- rundown-ai: Build production-ready AI agents - first seen 2026-08-21
- rundown-ai: a16z partner’s AI experiment takes on sorority rush - first seen 2026-08-21
- rundown-ai: Moore eventually revealed the AI experiment, saying that, to her surprise, the “overwhelming majority of feedback was positive” with requests for more. - first seen 2026-08-21
- ... plus 1 more newsletter-only items in raw data
Repeated From Recent Briefings
- openai/codex — Lightweight coding agent that runs in your terminal - first seen 2026-07-30 (23d)
- diegosouzapw/OmniRoute — Never stop coding. Free MIT AI gateway: one endpoint, 340 providers (90+ free), 1200+ models — Kimi, Claude, GPT, Gemini, GLM, DeepSeek, MiniMax. Works with Claude Code, Codex, Cursor, OpenCode, Cline & Copilot. Quota-aware auto-fallback, RTK+Caveman compression saves 15-95% tokens, MCP/A2A, Desktop/PWA. Built by 450+ contributors - first seen 2026-08-02 (20d)
- Graphify-Labs/graphify — Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store. - first seen 2026-08-03 (19d)
- NousResearch/hermes-agent — The agent that grows with you - first seen 2026-07-31 (22d)
- anomalyco/opencode — The open source coding agent. - first seen 2026-08-08 (14d)
- Pacing model development in an era of cyber-critical capabilities - first seen 2026-08-18 (4d)
- Introducing ChatGPT for Teens: Built for learning, backed by protections - first seen 2026-08-18 (4d)
- Panniantong/Agent-Reach — Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees. - first seen 2026-07-30 (23d)
- PostHog/posthog — 🦔 PostHog is the leading platform for building self-driving products. Our developer tools – AI observability, analytics, session replay, flags, experiments, error tracking, logs, and more – capture all the context agents need to diagnose problems, uncover opportunities, and ship fixes. Steer it all from Slack, web, desktop, or the MCP. - first seen 2026-08-03 (19d)
- Thinking in a Low-Resource Language: What SFT Builds, What RL Fixes, What Accuracy Cannot See - first seen 2026-08-19 (3d)
- ... plus 103 more repeated items in processed data