The Tool Desk
Outbyte PC Repair FREEClear out junk files and repair common Windows errorsFree Scan →Outbyte Driver Updater FREEFix the driver behind crashes, sound loss and screen glitchesFind Drivers →iTechGuides is reader-supported. When you buy through links on our site, we may earn an affiliate commission. As an Amazon Associate I earn from qualifying purchases. Learn more
An LLM wiki can turn saved articles and documents into a linked, searchable research archive—but keeping it accurate takes regular work. Journalist Casey Newton’s experience shows both sides: his system helped him retrieve context and spot a potential story idea, yet he describes frequent maintenance and does not recommend his specific setup to everyone.
What Newton built—and how it worked
Newton’s idea followed Andrej Karpathy’s observation, quoted in Newton’s essay: “Something I’m finding very useful recently: using LLMs to build personal knowledge bases for various topics of research interest.” Newton used Claude Code to create a prompt for what he called a “Karpathy-style LLM wiki,” then ran it in a terminal to create Markdown files in Obsidian.
He began by adding his Platformer writing archive dating back to 2020. For new material, he saves stories with Obsidian’s web clipper, which converts them to Markdown. A local script reads those files and decides where they fit in the wiki, while an Obsidian community plugin lets him ask questions across the collection.
Recommended Free Tools
The system creates timelines linked to original sources, generates pages for concepts in the news, and updates a home page each morning. In his August 2026 account, Newton reported more than 1,440 pages. His Meta page was over 12,000 words and linked to more than 1,300 other wiki pages. These are his reported counts, not independently audited measures of the system’s value.
#1 Best Overall
- Read Before You Buy — No Video Output: These adapters support charging and USB 2.0 data transfer, but cannot transmit video signals. Except for standard USB webcams (which use USB data only), they are not compatible with HDMI/DisplayPort cables, video-capable USB-C hubs, or docking stations with video output.
- Convert USB-A Ports to USB-C: Designed to connect USB-C earphones, cables, flash drives, card readers, and other USB-C accessories to standard USB-A ports. Plug-and-play with no drivers or software required.
- Aluminum Alloy Housing: Built with a sturdy aluminum alloy shell that aids in heat dissipation and protects against daily wear and scratches. Designed to maintain a stable and secure connection.
- Compact & Travel-Friendly: The ultra-compact design allows the adapter to stay plugged into your device without blocking adjacent ports or adding bulk, reducing wear and tear on your original USB ports.
- 12-Month Warranty: Backed by a 12-month manufacturer warranty for peace of mind. Designed to meet strict quality control standards for reliable everyday performance.
Where the wiki helped his reporting
Rebuilding context on a developing story
Newton used the wiki to refresh his understanding of a fast-moving story about an OpenAI/Hugging Face agentic breach. The accumulated page helped him recall developments, but he still opened the original sources to verify details and avoid repeating a hallucination. The distinction matters: the wiki helped him find and organize context; it did not replace source-checking.
Finding a possible story idea
Newly generated concept pages also helped Newton spot a possible podcast topic about AI and Congress. That is an example of an archive prompting a connection, not evidence that an LLM wiki will reliably generate useful story ideas for every user.
Rank #2
- 5-in-1 USB-C Hub: Experience comprehensive connectivity featuring a Power Delivery input, two USB-A 2.0 ports, a USB-A 3.0 port, and an HDMI port. (Note: The USB-C power delivery input port is only for connecting an external wall charger to power your laptop and cannot power peripheral devices.)
- 90W Pass-Through Charging: Achieve optimal charging with 90W pass-through power to your laptop, supported by a total input of 100W, with the hub reserving 10W for operational efficiency. (Note: Wall charger not included.)
- Quick Data Transfers: Accelerate your productivity with rapid data transfers using a high-speed 5Gbps USB 3.0 port and two 480Mbps USB 2.0 ports.
- 4K HDMI Display: Enhance your visual experience with a hub capable of delivering 4K resolution at 30Hz in both mirror and extend modes. Please note that this hub is compatible with MacBook (macOS 12 and newer), Windows 10 and 11, ChromeOS, and laptops equipped with DP Alt Mode and Power Delivery. Note: This device is not compatible with Linux.
- What You Get: Anker USB-C Hub (5-in-1, 4K HDMI), welcome guide, 18-month warranty, and our friendly customer service.
Why he moved beyond earlier note-taking approaches
Newton describes two shortcomings in workflows he had tried before. A Notion agent-search feature could take effort to use and sometimes failed to cite sources unless he prompted it further. In Capacities, he manually maintained short “blips,” but found the growing collection difficult to keep current. His wiki instead automated some of the work of fitting new stories into a broader set of linked pages.
That shift trades one kind of effort for another. More automation can make it easier to add material and retrieve connections, but it also creates a system whose generated pages, code, and links need oversight.
Rank #3
- Sleek 7-in-1 USB-C Hub: Features an HDMI port, two USB-A 3.0 ports, and a USB-C data port, each providing 5Gbps transfer speeds. It also includes a USB-C PD input port for charging up to 100W and dual SD and TF card slots, all in a compact design.
- Flawless 4K@60Hz Video with HDMI: Delivers exceptional clarity and smoothness with its 4K@60Hz HDMI port, making it ideal for high-definition presentations and entertainment. (Note: Only the HDMI port supports video projection; the USB-C port is for data transfer only.)
- Double Up on Efficiency: The two USB-A 3.0 ports and a USB-C port support a fast 5Gbps data rate, significantly boosting your transfer speeds and improving productivity.
- Fast and Reliable 85W Charging: Offers high-capacity, speedy charging for laptops up to 85W, so you spend less time tethered to an outlet and more time being productive.
- What You Get: Anker USB-C Hub (7-in-1), welcome guide, 18-month warranty, and our friendly customer service.
The upkeep that comes with an LLM wiki
- Long pages need editing. Newton says pages can grow too long and require compaction.
- Automation can break. Code errors can stop a process, so a workflow that depends on scripts needs attention when something fails.
- Generated prose may need rewriting. Newton found Claude’s compressed style unsuitable for his needs and used another model to rewrite much of the output closer to AP style.
- Source verification remains essential. A generated summary or timeline is not a substitute for checking the linked source when accuracy matters.
Newton characterizes the system as requiring “more or less constant maintenance.” He also calls his setup too specific and clunky to confidently recommend generally. Its usefulness in his reporting should be read as one journalist’s experience, not a controlled demonstration that these systems improve productivity for everyone.
How to judge whether this workflow suits you
Before building a similar system, weigh the work it could save against the work it creates. The key questions are practical:
Rank #4
- Dual Converters, Infinite Potential：Includes 2× USB C male to USB A female adapters and 2× USB A male to USB C female adapters. Perfect for a wide range of uses—tablets with Bluetooth keyboards, expand USB ports on macbook, and more. Two different converters for all your daily needs
- Next-Level 10Gbps & 3A Charging: No more slow 480Mbps, this usb to usb c adapter has a transfer speed of up to 10Gbps, allowing you to do more transferring in less time. This usb adapter fits both USB A and USB C charger, supporting up to 3A fast charging
- Upgraded Exquisite Craftsmanship: With an aluminum alloy housing and metal connector, the usbc to usb adapter is extremely durable and sturdy. Rigorously tested to withstand more than 10,000 times of plugging and unplugging, ensuring long-lasting performance
- Broad Compatible: The usb c to usb adapter widely supports all USB C/ USB A devices like laptops, tablets, cellphones, car chargers, and phone chargers. Such as compatible with MacBook Pro/Air 2023/2022, Thunderbolt 4/3 Devices,Apple MagSafe Watch 9/8/7/SE/Ultra, iPad Pro 2022/2021, Samsung Galaxy S23/S20/S10, and iPhone 17/16/15 Pro. Plug and play
- Please Note: To reach 10Gbps speed, keep the cable under 3.3 ft. For USB A Male to USB C adapters, try flipping the USB C connector. USB C Male to USB A adapters support bidirectional 10Gbps transfer within 3.3 ft
- How much material do you need to organize? A large, growing archive may make automated indexing more valuable than a small collection.
- Can you verify claims quickly? Source links should remain easy to open and check, especially if you use the wiki for reporting or decisions.
- How much automation is worth maintaining? A local script and generated pages can reduce manual filing, but introduce code and model-output failure points.
- Will you regularly edit and prune the result? If routine cleanup is unlikely, pages may become unwieldy or less useful.
- Does it fit your existing habits? The approach depends on Markdown files, Obsidian, a web clipper, a local script, and an LLM-assisted workflow. If that is more friction than your current notes system, the added structure may not pay off.
What Newton’s account does—and does not—show
His account shows a concrete way to turn saved sources into linked Markdown pages that can be updated and queried. It also gives specific examples of retrieving story context and surfacing a potential topic. It does not establish a general productivity gain, quantify time saved, or prove that a large page count makes a knowledge base more useful. The most defensible takeaway is narrower: an LLM wiki may help people with substantial research archives, provided they are willing to maintain the system and verify what it produces.
Do these 3 things before closing this tab:
1Clear out junk files and repair common Windows errors2Scan for outdated or missing drivers - takes under a minute3Repair Windows errors before they cause bigger problemsQuick Recap
Best Value
- 5-in-1 Connectivity: Equipped with a 4K HDMI port, a 5 Gbps USB-C data port, two 5 Gbps USB-A ports, and a USB C 100W PD-IN port. Note: The USB C 100W PD-IN port supports only charging and does not support data transfer devices such as headphones or speakers.
- Powerful Pass-Through Charging: Supports up to 85W pass-through charging so you can power up your laptop while you use the hub. Note: Pass-through charging requires a charger (not included). Note: To achieve full power for iPad, we recommend using a 45W wall charger.
- Transfer Files in Seconds: Move files to and from your laptop at speeds of up to 5 Gbps via the USB-C and USB-A data ports. Note: The USB C 5Gbps Data port does not support video output.
- HD Display: Connect to the HDMI port to stream or mirror content to an external monitor in resolutions of up to 4K@30Hz. Note: The USB-C ports do not support video output.
- What You Get: Anker 332 USB-C Hub (5-in-1), welcome guide, our worry-free 18-month warranty, and friendly customer service.
Read Casey Newton’s account in Platformer.
Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.
