๐ด High Significance
Model Releases
๐ด ๐ข Aug 29, 2026 Grok Bot now works with X Aug 29, 2026 Grok Bot now works with X Grok Bot now has a tighter integration with X. Read More โ score 75 ยท ๐ข first-party
Sources: lab_blog/xAI
Aug 26, 2026 Grok 4.6 on Microsoft Foundry Aug 26, 2026 Grok Bot is now included with more plans Aug 21, 2026 Grok 4.6 on Gemini Enterprise Agent Platform Aug 19, 2026 Grok 4.6 on Amazon Bedrock
๐ด โ๏ธ Introducing Run SDK: Secure Eval For Your Agents (4 Minute Read) โ score 70
Sources: newsletter/tldr
๐ด โ๏ธ Webflow Is Now Available In Codex And ChatGPT (2 Minute Read) โ score 70
Sources: newsletter/tldr
๐ด โ๏ธ ChatGPT Now Lets Users Create Custom Imessage And Whatsapp Stickers (1 Minute Read) โ score 70
Sources: newsletter/tldr
๐ด โ๏ธ OpenAI GPT-5.6 Terra And Luna Now Available On Amazon Bedrock In Aws Govcloud (Us) (1 Minute Read) โ score 70
Sources: newsletter/tldr
Omitted 6 additional model releases items from the main section; see raw data and source-specific sections below.
Developer Tools
๐ด ๐ ayghri/i-have-adhd โ A skill to stop your coding agent from burying the answer. ADHD-friendly output. โ score 85
Sources: github_trending
A skill to stop your coding agent from burying the answer. ADHD-friendly output.
๐ด ๐ฌ I always wonder how much more speed and/or context they'd be getting.. โ score 83 ยท ๐ฅ engaged
Sources: reddit/r/LocalLLaMA
Nothing personal. I just have too much time on my hands. Probably because I spend none of it inspecting the code my agent writes, just the finished product.
๐ด ๐ฌ End of the deal with Cursor โ score 82 ยท ๐ฅ engaged
Sources: reddit/r/OpenAI
๐ด ๐ p-e-w/heretic โ Fully automatic censorship removal for language models โ score 79
Sources: github_trending
Fully automatic censorship removal for language models
๐ด ๐ yifanfeng97/Hyper-Extract โ Hypergraph is more powerful. Transform unstructured text into structured knowledge with LLMs. Graphs, hypergraphs, and spatio-temporal extractions โ with one command. โ score 75
Sources: github_trending
Hypergraph is more powerful. Transform unstructured text into structured knowledge with LLMs. Graphs, hypergraphs, and spatio-temporal extractions โ with one command.
Omitted 13 additional developer tools items from the main section; see raw data and source-specific sections below.
Infrastructure & Compute
๐ด ๐ vercel-labs/vgpu โ Modular cross-runtime WebGPU library for shaders, 3D scenes, GPU tensors, neural networks, and math viz โ score 81
Sources: github_trending
Modular cross-runtime WebGPU library for shaders, 3D scenes, GPU tensors, neural networks, and math viz
๐ด โ๏ธ Apple's New Desktop Computers Are Designed Specifically For Local AI Development (4 Minute Read) โ score 70
Sources: newsletter/tldr
๐ด โ๏ธ OpenAI Claims Its New Chips Can Outperform NVIDIA Processors In Tests (6 Minute Read) โ score 70
Sources: newsletter/tldr
๐ด โ๏ธ Could NVIDIA Default? (1 Minute Read) โ score 70
Sources: newsletter/tldr
๐ด โ๏ธ OpenAI's JalapeรO AI Chip Is Optimized For Inference Efficiency (3 Minute Read) โ score 70
Sources: newsletter/tldr
Omitted 4 additional infrastructure & compute items from the main section; see raw data and source-specific sections below.
Business & Funding
๐ด ๐ฌ You can beat SOTA Time Series Anomaly Detection methods with a 100 year old algorithm [R] โ score 72
Sources: reddit/r/MachineLearning
You can beat SOTA Time Series Anomaly Detection methods with a 100 year old algorithm Time Series Anomaly Detection (TSAD) seems to be one of the hottest topics in Neu
๐ด โ๏ธ Anthropic is reportedly preparing to tell IPO investors it sees a $30T+ addressable market, topping the $28.5T figure SpaceX floated in May. โ score 70
Sources: newsletter/rundown-ai
Enterprise Adoption
๐ด โ๏ธ How To Evaluate LLMs Before Production (12 Minute Read) โ score 70
Sources: newsletter/tldr
๐ด โ๏ธ Mckinsey Says Enterprise AI Is Finally Moving Toward Roi (5 Minute Read) โ score 70
Sources: newsletter/tldr
๐ด โ๏ธ Open-Weight Models Are Gaining Ground In Enterprise AI (6 Minute Read) โ score 70
Sources: newsletter/tldr
Other Signals
๐ด ๐ฌ Tencent compressed Hy4-preview from 1.5TB to about 200GB GGUF and kept about 98% performance. โ score 88 ยท ๐ฅ engaged
Sources: reddit/r/LocalLLaMA
๐ด ๐ฌ Did yall saw similar ADs? โ score 82
Sources: reddit/r/artificial
๐ด ๐ฌ Terminal Bench 4.0 just dropped, GLM-5.3 is at the same level as Fable 5, accounting for margin of error โ score 77
Sources: reddit/r/LocalLLaMA
Announcement: https://www.tbench.ai/news/terminal-bench-4-0 Leaderboard: https://www.tbench.ai/ Imo the best aspect in their announcement is their focus on rapidly iterating on TerminalBench to keep the pace up with new model releases to fight benchmark saturation. On a similar note, what cheaper/sm
๐ด ๐ฌ Google paper cuts agent token usage by 94% in long sessions by tracking state instead of history โ score 74
Sources: reddit/r/artificial
The idea: Agents keep the conversation history as part of their input while they reason. SKILL.state proposes to replace that with a structured representation of the current state, and the latest observation. While the agent reasons through the problem, it writes information it deems useful for
๐ด ๐ฌ Anthropic has joined the chat. These guys are really tearing each other down โ score 74
Sources: reddit/r/OpenAI
Omitted 11 additional other signals items from the main section; see raw data and source-specific sections below.
๐ก Notable
Model Releases
๐ก ๐ฌ AI and Cognitive Ability โ score 67
Sources: reddit/r/artificial
Hi All - Need expert opinion here. Iโm a Manager and I use AI for all my tasks. Making Presentations and Prepping Data, writing emails. I have set up Workflows that help me save tonnes of time on a lot of tasks and Iโm being at least 2x more productive. However, I feel excessive use has limited my o
๐ก ๐ฌ Saved my fiances phone with qwen 3.8 27b โ score 66
Sources: reddit/r/LocalLLaMA
this model is really something incredible, saved us like 600 dollars. my fiance is always breaking her electronics and then getting me to fix them. The other day she brought me her phone and it was stuck in a boot loop that wouldn't post. tried normal stuff, managed to get it to fastboot but the rec
๐ก ๐ฌ How important is it for Chinese LLMs to reach the Opus 4.8 level? โ score 61
Sources: reddit/r/LocalLLaMA
In mid-August, Ramp published spending data collected from 70,000 U.S. companies: Fable 5 ,the most powerful and expensive model in Anthropicโs lineup, accounts for just 11% of what those businesses spend on the companyโs tools. The remaining 79% is worth its weight in gold. With the new releases fr
๐ก ๐ฌ I genuinely didnโt realize AI apps could check scams for you now and I feel extremely late โ score 43
Sources: reddit/r/OpenAI
I thought the ChatGPT โappsโ thing was gonna be another gimmicky feature nobody actually uses, but apparently you can connect tools to it that do real stuff now? I found this out after my roommate almost got tricked by one of those fake โyour bank account is lockedโ texts that looked horrifyingly le
Developer Tools
๐ก ๐ฌ A truly general-purpose agent shouldn't need a separate integration for every app โ score 67
Sources: reddit/r/AIAgents
This might be a controversial opinion, but I keep thinking about how AI agents have one limitation that we've all kind of gotten used to, even though it's actually pretty weird.Right now, we basically expect agents to have integrations for everything. Gmail integration / Slack integration / Notion i
๐ก ๐ฌ WTF is a World Model? [D] โ score 63
Sources: reddit/r/MachineLearning
I'm trying to understand what a world model is. I understand it has cognitive science and reinforcement learning. I understand at least at the moment what most people are building which they call world models are fancy video generation models. But what actually counts. Does a simulator count as a wo
๐ก ๐งก StemDeck, a free, open-source and local AI stem separator โ score 61
Sources: hackernews
๐ก ๐ฌ Anatomy of an Autonomous Attack: 5 Alarming A.I. Capabilities. When OpenAIโs agents went rogue in July, they demonstrated ingenuity and drive beyond what many experts imagined โ a dangerous harbinger of what such bots could do in the future. (Gift Article) โ score 59
Sources: reddit/r/artificial
๐ก ๐ฌ OpenAI to cut off AI models for SpaceX-owned Cursor, escalating feud with Musk โ score 59
Sources: reddit/r/OpenAI
Omitted 8 additional developer tools items from the main section; see raw data and source-specific sections below.
Infrastructure & Compute
๐ก ๐ฌ How important is having an internship to get a good job for ML PhD in USA? [D] โ score 55
Sources: reddit/r/MachineLearning
Hey everyone, I'm an international student studying in the US. I'm on track to graduate late next year. My research is not exactly ML, it is in 3D computer vision but have decent exposure to ML as well. In case you didn't know, the CPT program (which let's internation students do internships) has be
๐ก ๐ฌ If your t/s is low enough, you can see speculative decoding with your own eyes โ score 47
Sources: reddit/r/LocalLLaMA
The other day I was trying out a distillation of DS4 Pro, and it came with MTP. It was slow as hell on my hardware, barely 2-3 t/s, BUT the speed got bumps every once in a while, and I noticed it was in moments like: * United States of America * First law of thermodynamics * The enshittification of
Other Signals
๐ก ๐ฌ A startup found a drug to make your blood young. People close to the company are already taking the drug weekly. Benefits include improved vision in a 64-year-old female, longer landscaping sessions for a 59-year-old man, longer badminton games, improved hand grip, better erections than with Viagra โ score 61 ยท ๐ฅ engaged
Sources: reddit/r/singularity
๐ก ๐ฌ Someone tested various Models on the Political Compass test... โ score 55
Sources: reddit/r/LocalLLaMA
๐ข Incremental
Model Releases
๐ข ๐ฌ Rounds is coming. โ score 36
Sources: reddit/r/AIAgents
ROUNDS: world-memory arena for autonomous agents We are building ROUNDS โ a public battle-royale simulation where autonomous agents do not just compete, but accumulate visible biographies. The project started as a practical rebuild of a fresh LLM-agent research direction: SwarmWorld / stigmergic tec
๐ข ๐ฌ OpenAI plans to stop supplying models to Cursor on Nov. 12 โ score 36
Sources: reddit/r/artificial
OpenAI says it intends to wind down its contract providing models to Cursor, with a proposed shutoff date of November 12, 2026. OpenAI says Cursor's change of control after SpaceX's acquisition triggered a limited cancellation window, and says it will not provide future models to Cursor. Reuters rep
๐ข ๐ฌ Should I turn Sol down to Low for what I'm doing? โ score 36
Sources: reddit/r/OpenAI
Got it on medium for a while, used about 50% on high before I noticed how much usage had gone. Not sure where it needs to be for what I'm doing which is python coding a fairly sophisticated trading bot. I've been using Opus 5 for a while, and I usually used that on medium, checked work with max or h
๐ข ๐ฌ Could ChatGPT take a real picture instead of generate it? โ score 28
Sources: reddit/r/OpenAI
Long story short. I've been using paid subscription only last week and didn't create images before, just a couple of times maybe. Could it be real if I asked ChatGPT to create something but instead of it it simply found a real photo then slightly edit it and send to me? Or I'm just being tricked by
๐ข ๐ฌ 67-84 t/s DeepSeek flash v4 off 2x GX10s โ score 27
Sources: reddit/r/LocalLLaMA
Finally achieved usable results with 2 gx10 at over 65 tokens a second sustained. The 2570 prompt eval is really crucial for me as well. Overall stoked 10/10 edit: I followed this setup with 2 ASUS GX10 DGX computers :) [https://github.com/tonyd2wild/DeepSeek-v4-Flash-0731-DSpark-1M-NVFP4-KV-2x-DGX-
Omitted 1 additional model releases items from the main section; see raw data and source-specific sections below.
Developer Tools
๐ข ๐ฌ Do you use a whiteboard when thinking? [D] โ score 38
Sources: reddit/r/MachineLearning
Hello all, here is a chill post. When I was an undergrad, I really liked working things out on a whiteboard. Drawing stuff, talking through ideas out loud, testing little hypotheses. Now I work in radar DSP, and a lot of my work is code, numerical experiments, deep learning and waiting for training
๐ข ๐ฌ This excerpt is where current systems are heading โ score 38
Sources: reddit/r/singularity
https://ai-2040.com/?choices=plan-a-root#playbook-insider-pov part of the 2027 section.
๐ข ๐งก The Finn โ an agent that lives in my router and complains about it โ score 38
Sources: hackernews
๐ข ๐ฌ How do people run a device lab without ending up with four separate test suites for one product? โ score 36
Sources: reddit/r/AIAgents
We ship a web app (a Windows desktop client, a macOS build and an Android app), and for over about three years that's become four automation stacks, Playwright for web, something bespoke on WinAppDriver, Appium for Android, and a rack of machines that someone physically walks over to reboot. The pro
๐ข ๐ฌ Free 4 Runinfra api keys with 5 dollar credits for testing an ai agent app on android phone. โ score 36
Sources: reddit/r/AIAgents
Hello coders recently i made an ai coding agent app which is a native android app.. without needing of any pc without root running on shizuku. i need 4 people who can help me test the app and report bugs and security flaws if found and improvements needed for the app to me. i have 4 [Runinfra.ai](ht
Omitted 6 additional developer tools items from the main section; see raw data and source-specific sections below.
Other Signals
๐ข ๐ฌ Exo labs claiming 4.8 tb/s memory bandwidth through m5u Mac Studio clustering โ score 38
Sources: reddit/r/LocalLLaMA
Exo labs making some very exciting and interesting claims. The headline is bandwidth scales linearly on Mac Studio clusters with their solution. There is a thread over at localllm subreddit (https://www.reddit.com/r/LocalLLM/s/qEYLOFaYwc ) where one
๐ข ๐ฌ llama.cpp Open PRs list - CPU/RAM/Disk/Hybrid Related - Better for CPU-only & Hybrid inference โ score 33
Sources: reddit/r/LocalLLaMA
Folks! We're just 50 PRs away from more faster inference. Hopefully by end of year. Experts!, please chip in there. List of Open/Ongoing PRs(and also Discussions) related to CPU/RAM/Disk/Hybrid: 1. [[Discussion] RFC: MoE expert cache, VRAM caching of hot CPU-resident experts with hybrid hit/mi
๐ข ๐ฌ Creative destruction โ score 22
Sources: reddit/r/LocalLLaMA
This has been a big 2 weeks for local models with 3.8 27B and Next coming out, a lot of "frontier labs are done" comments which, in general, could certainly be true. Could be trillions in economic value evaporating here over the next few months as "normies" catch on to what just happened in the mode
๐ Trending Repos
| Repo | Description | Stars Today | Language |
|---|---|---|---|
| ayghri/i-have-adhd | A skill to stop your coding agent from burying the answer. ADHD-friendly output. | 252 | python |
| vercel-labs/vgpu | Modular cross-runtime WebGPU library for shaders, 3D scenes, GPU tensors, neural networks, and math viz | 209 | typescript |
| p-e-w/heretic | Fully automatic censorship removal for language models | 150 | python |
| yifanfeng97/Hyper-Extract | Hypergraph is more powerful. Transform unstructured text into structured knowledge with LLMs. Graphs, hypergraphs, and spatio-temporal extractions โ with one command. | 118 | python |
| lingfengQAQ/webnovel-writer | ๅบไบ Claude Code ็้ฟ็ฏ็ฝๆ่พ ๅฉๅไฝ็ณป็ป๏ผ่งฃๅณ AI ๅไฝไธญ็ใ้ๅฟใๅใๅนป่งใ้ฎ้ข๏ผๆฏๆ 200 ไธๅญ้็บง ่ฟ่ฝฝๅไฝใ | 18 | python |
| anthropics/claude-code-action | 7 | typescript | |
| levy-street/world-of-claudecraft | 7 | typescript | |
| chroma-core/chroma | Search infrastructure for AI | 7 | rust |
| alibaba/anolisa | ANOLISA (Agentic Nexus Operating Layer & Interface System Architecture) | Agentic OS with runtime, security, observability, and Tokenless response compression for lower token usage and cost. | 2 | rust |
๐ข Lab Blog Posts
- OpenAI: Our decision on Cursor following its acquisition by SpaceX
- xAI: Aug 29, 2026 Grok Bot now works with X Aug 29, 2026 Grok Bot now works with X Grok Bot now has a tighter integration with X. Read More
Newsletter
- tldr: Apple's New Desktop Computers Are Designed Specifically For Local AI Development (4 Minute Read)
- tldr: OpenAI Claims Its New Chips Can Outperform NVIDIA Processors In Tests (6 Minute Read)
- tldr: Introducing Run SDK: Secure Eval For Your Agents (4 Minute Read)
- tldr: Could NVIDIA Default? (1 Minute Read)
- tldr: Some Recent Applications Of AI (3 Minute Read)
- tldr: Building An AI-Powered Incident Bot With Octopus Deploy (11 Minute Read)
- tldr: How To Evaluate LLMs Before Production (12 Minute Read)
- tldr: Agentic Engineering For Reliable Coding Agents (11 Minute Read)
- tldr: How AI Is Actually Remaking Security (9 Minute Read)
- tldr: Webflow Is Now Available In Codex And ChatGPT (2 Minute Read)
- tldr: ChatGPT Now Lets Users Create Custom Imessage And Whatsapp Stickers (1 Minute Read)
- tldr: No Shortcuts: Why AI Threatens Creative Instinct (6 Minute Read)
- tldr: Unlimited Gradients, Animated Gradients And AI-Generated Backgrounds (Website)
- tldr: Where Should AI Go In Your UI? A UX Guide To AI Feature Placement (8 Minute Read)
- tldr: Replacing Creative Jobs With AI Could Have A Hidden Cost, A New Report Warns (4 Minute Read)
- tldr: Simon Weckert Creates Digital Camouflage Shirt To Avoid AI Video Surveillance (3 Minute Read)
- tldr: OpenAI's JalapeรO AI Chip Is Optimized For Inference Efficiency (3 Minute Read)
- tldr: OpenAI GPT-5.6 Terra And Luna Now Available On Amazon Bedrock In Aws Govcloud (Us) (1 Minute Read)
- tldr: Cisco Adds Supermicro Servers To Its NVIDIA AI Factory Stack (4 Minute Read)
- tldr: Mckinsey Says Enterprise AI Is Finally Moving Toward Roi (5 Minute Read)
- tldr: Perplexity And NVIDIA Launch An AI Agent That Runs Locally (5 Minute Read)
- tldr: Google Adds AI Assessments To Its Cloud Migration Center (4 Minute Read)
- tldr: Open-Weight Models Are Gaining Ground In Enterprise AI (6 Minute Read)
- tldr: AI, Ipv6, And The Future Internet At Ietf 126 (5 Minute Read)
- tldr: Hackers Place Fake Codex Download Above Legitimate OpenAI Result To Infect Mac Users (3 Minute Read)
- tldr: Staying Ahead Of Adversarial AI Through Agentic Source Code Review (9 Minute Read)
- rundown-ai: Portable Computer - Perplexity's agent that runs fully on Nvidia hardware
- rundown-ai: Keenable - Search API that lets agents query and learn from the live web
- rundown-ai: Stickers in ChatGPT - Build sticker packs from photos to send on iMessage
- rundown-ai: Apple introduced its new $899 Mac Mini, describing it as its โleading desktop for always-on agentic computingโ, with new M6 chips to handle workloads up to 4x faster.
- rundown-ai: OpenAI head of data centers Chris Malone reportedly left the company, the latest in a flurry of executives to depart in recent months.
- rundown-ai: Google Cloud launched industry-tuned Gemini Enterprise editions for financial services and legal teams in preview, with healthcare and life sciences coming next.
- rundown-ai: Anthropic is reportedly preparing to tell IPO investors it sees a $30T+ addressable market, topping the $28.5T figure SpaceX floated in May.
- rundown-ai: Read our last AI newsletter: SpaceX-Nvidia partnership heads to orbit
- rundown-ai: OpenAI's first AI chip brings the heat
- rundown-ai: Why it matters: The mystery that captivated the AI world for a week is over, and it was the original suspect all along (despite some odd posturing from Google staff). Not only is this intelligence/price combo a massive d
- rundown-ai: A beginnerโs guide to ChatGPT Work
- rundown-ai: OpenAI calls its AGI shot
- rundown-ai: Brian built a client's document system with Perplexity Computer
- rundown-ai: GLM-3.5-Flash - Z AIโs new model revealed as the mystery Ox Alpha
- rundown-ai: H3 Max - Fal's top-ranked post-trained video model tuned for speed and quality
- rundown-ai: Gemini 3.5 Transcribe - Googleโs speech-to-text AI that edits out filler words
- TheSequence: Every subfield of machine learning has a moment where it stops being a collection of papers and starts being a stack. NLP had it when Hugging Face Transformers turned โreimplement BERT from the append - first seen 2026-08-28
- TheSequence: Here is the strange thing about robot learning a few years ago: the models were mostly fine. ACT worked. Diffusion Policy worked. The problem was everything around the models. Every lab had its own da - first seen 2026-08-28
- tldr: AI Coding Will Prevent Expertise (14 Minute Read) - first seen 2026-08-28
- rundown-ai: New startup takes AI from words to physics - first seen 2026-08-28
- rundown-ai: The Rundown: Caltech professor Anima Anandkumar and engineer Benedikt Jenik just launched Accelerated Understanding, a new startup training AI to forecast how the physical world evolves rather than predict what word come - first seen 2026-08-28
- rundown-ai: See exactly where your AI investments should go - first seen 2026-08-28
- rundown-ai: Perplexity, Nvidia go portable with Computer - first seen 2026-08-28
- rundown-ai: A reader is using AI to manage a $13.5M church renovation - first seen 2026-08-28
- ... plus 1 more newsletter-only items in raw data
Repeated From Recent Briefings
- K-Dense-AI/scientific-agent-skills โ Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 190,000+ scientists worldwide. 165 ready-to-use validated skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery. Compatible with Cursor, Claude Code, Codex, Pi, Antigravity, and the open Agent Skills standard. - first seen 2026-08-03 (26d)
- THU-MAIC/OpenMAIC โ Open Multi-Agent Interactive Classroom โ Get an immersive, multi-agent learning experience in just one click - first seen 2026-08-15 (14d)
- calesthio/OpenMontage โ World's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn your AI coding assistant into a full video production studio. - first seen 2026-07-29 (31d)
- tashfeenahmed/freellmapi โ 7.4 billion tokens per month. 34 free LLM providers. 635 free model endpoints. All behind one /v1 endpoint, plus any custom OpenAI-compatible endpoint. Smart routing, automatic failover, encrypted keys. Personal experimentation only. - first seen 2026-08-08 (21d)
- harry0703/MoneyPrinterTurbo โ ๅฉ็จ AI ๅคงๆจกๅๅ่ชๅจๅๅทฅไฝๆต๏ผๆ นๆฎไธป้ขๆๅ ณ้ฎ่ฏไธ้ฎ็ๆ้ซๆธ ็ญ่ง้ขใGenerate HD short videos from a topic or keyword with an automated AI workflow. - first seen 2026-07-30 (30d)
- anthropics/claude-plugins-official โ Official, Anthropic-managed directory of high quality Claude Code Plugins. - first seen 2026-08-07 (22d)
- The Hugging Face incident and the road ahead - first seen 2026-08-26 (3d)
- Jalapeรฑoโs first results show industry-leading speed and efficiency in AI inference - first seen 2026-08-25 (4d)
- abhigyanpatwari/GitNexus โ GitNexus: The Zero-Server Code Intelligence Engine - GitNexus is a client-side knowledge graph creator that runs entirely in your browser. Drop in a git repository (Github, Gitlab, Azure, Local) or ZIP file, and get an interactive knowledge graph with a built in Graph RAG Agent. Perfect for code exploration - first seen 2026-08-06 (23d)
- livekit/agents โ A framework for building realtime voice AI agents ๐ค๐๏ธ๐น - first seen 2026-08-03 (26d)
- ... plus 300 more repeated items in processed data