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A pattern for building personal knowledge bases using LLMs.
This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.
Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.
Now that I finally have a good handle on things now I wanted to give a little update as I work my way back.
- I'm essentially working three jobs right now.
- I've left my former "main" job. Depending on how this works out I may have free time again as I'll be work from home, kinda... I'll be able to have a console/monitor with me at "work" at the least. As time goes on my free time will go up especially after next summer. The only issue is it's a HUGE, ~50%, pay decease which effects how bad the next two points hit...
- I may have ~$300k in taxes to pay to try and keep my late family's property in the family. That's not "tax on $300k worth of assets" but "owing $300k"
- My computer that's been on it's last leg for a long time. Now it is randomly crashing and it appears to be a hardware issue. It's an all in one device, a Surface Pro, that's all soldered together so I can't just start swapping parts. Because of the unknown bill coming up I can't spend any money on anything n
| name | ad-teardown |
|---|---|
| description | Give it one brand and get back the ads they run on Facebook and Instagram, ranked by how long each has survived. Reveals their proven messages, their real priority funnel, and the angle nobody in the category is taking. Built entirely on Bright Data. Triggers on "what ads is X running", "ad teardown", "tear down their ads", "swipe file for", "how does X advertise", or /adteardown. |
One brand in. A ranked map of everything they pay to say, out.
Never describe a brand's advertising from memory. Ad creative rotates weekly and training data is stale by definition. Read the library, then analyze.
| 45W 500kΩ | |
| 65w 370KΩ | |
| 90W 300kΩ | |
| 120W 220kΩ | |
| 150W 120kΩ | |
| 230W 100kΩ |
Auteur : bouhafara.bot Date : Octobre 2026 Contexte : Déchiffrement et extraction du firmware iPhone OS 1.0 (build 1A543a) pour iPhone 2G (m68ap, S5L8900), réalisé intégralement depuis Termux sur Android, sans PC ni machine Apple.
| Latency Comparison Numbers (~2012) | |
| ---------------------------------- | |
| L1 cache reference 0.5 ns | |
| Branch mispredict 5 ns | |
| L2 cache reference 7 ns 14x L1 cache | |
| Mutex lock/unlock 25 ns | |
| Main memory reference 100 ns 20x L2 cache, 200x L1 cache | |
| Compress 1K bytes with Zippy 3,000 ns 3 us | |
| Send 1K bytes over 1 Gbps network 10,000 ns 10 us | |
| Read 4K randomly from SSD* 150,000 ns 150 us ~1GB/sec SSD |
I recently managed to get my Steam Controller seamlessly passed back and forth between my Windows Moonlight client and my Windows Sunshine host. While this is arguably easier with a Linux client, I don't want my Moonlight PC running Linux right now.
Why not VirtualHere? I have no problem paying $50 for good software, but I don't like their licensing practices—specifically, the fact that the license isn't easily transferable between devices.
If you want a free, network-based USB passthrough solution for the SC2, here is my process using usbip-win2, usbipd-win, and OpenSSH.
Although Microsoft no longer supports Windows XP updates, I'm sure many users still use it due to personal habits or job demands. Therefore, XP's product keys may still be necessary. Here lies the most comprehensive list of Windows XP product keys.
The following CD keys are official and original from Microsoft, primarily used for Windows XP Professional Service Pack 2/3 VOL/VLK system images, which are among the easiest to find on the Internet.
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| <meta charset="utf-8" /> | |
| <script src="Scripts/jquery-1.9.1.min.js"></script> | |
| <link href="Content/bootstrap.min.css" rel="stylesheet" /> | |
| <script src="Scripts/isRockFx.js"></script> | |
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| $(function () { |


