Where Grok 4 can be great

The problem with Grok 4 is that it is a great LLM but biased when it come to certain types of questions.

But where it can only use common sense, logic and maths, it works very great. As I'm using t3.chat to "fork" my prompts on several LLMs and compare the results, it's easy to cross-check and sort out biased answers.

Here is a prompt example, where Grok 4 gave me the best answer:

i have a lot of vinyl music, i have 6 boxes and i want to sort the music alphabetically. how is the best way to dispatch it in the 6 boxes?

I highlighted (👍 ->) the good suggestions, that I got only from Grok 4

Based on your query, it sounds like you have a collection of vinyl records spread across 6 boxes, and you want to organize them alphabetically (e.g., by artist name or album title) while distributing them efficiently into those boxes. I'll assume you're starting from a somewhat disorganized state and want a practical, step-by-step approach to sorting and dispatching them. The "best" way depends on factors like the total number of records, how evenly they're distributed across the alphabet (e.g., lots of "S" artists like The Smiths or Stevie Wonder, fewer under "Q" or "X"), and whether the boxes are identical in size/capacity.

The goal is to end up with boxes that are alphabetically sequential (so you can easily find what you're looking for) and roughly balanced in terms of fullness. Here's my recommended method—it's straightforward, minimizes handling, and accounts for uneven distributions.

Step 1: Prepare Your Workspace and Materials

• Gather supplies: You'll need space to spread out (like a large table or floor area), sticky notes or labels for temporary sorting, permanent labels for the boxes (e.g., "Box 1: A-C"), and perhaps gloves to avoid fingerprints on the vinyl.
• Inventory check: Quickly estimate or count your total number of records. This helps with even distribution. If you have, say, 300 records, aim for about 50 per box.
• Decide on sorting key: Confirm if you're sorting by artist last name (e.g., "Bowie, David"), album title, or something else. Stick to one system for consistency.

👍 -> Step 2: Sort All Records Alphabetically First

Don't sort directly into boxes yet—that can lead to imbalances. Instead:

Empty all 6 boxes into one big pile (or multiple piles if space is limited).

Sort the entire collection alphabetically in one go. Work in batches if needed:

Start with broad piles: A-F, G-L, M-R, S-Z (or similar).

Refine each pile into exact order (e.g., within A-F: A, B, C, etc.).

Ignore minor variations like "The" in band names (e.g., treat "The Beatles" as "Beatles, The") unless you have a preferred convention.

This step might take time, but it's crucial. Play some music while you do it to make it enjoyable!

Step 3: Divide and Dispatch into 6 Boxes

Once everything is sorted alphabetically, distribute them sequentially to keep the order intact across boxes. Aim for balance based on quantity, not strict letter cutoffs, because the alphabet isn't evenly populated in music collections (e.g., more records under "B" or "R" than "Y").

• Calculate splits: Divide your total records by 6 to get an approximate target per box (e.g., 300 total ÷ 6 = 50 each). Adjust as needed for box size—don't overfill.
• Sequential distribution (best for easy access):
  • Start with the first record in your sorted stack (e.g., the earliest "A").
  • Fill Box 1 with the first ~1/6th of the collection (e.g., first 50 records).
  • Move to Box 2 with the next ~1/6th, and so on up to Box 6.
  • This keeps the boxes in alphabetical order: Box 1 might end up as "A to mid-D," Box 2 "mid-D to G," etc., depending on your collection's density.
• Adjust for balance: If one section is denser (e.g., a ton of "M" artists like Madonna or Metallica), slightly shift the cutoffs to avoid overflowing a box. For example:
  • Box 1: A to mid-C (if A-B is light).
  • Box 2: mid-C to F.
  • And so on. The key is to eyeball the stacks and prioritize even physical distribution.

If you prefer stricter alphabetical divisions (easier for labeling but might lead to uneven box fullness):

• Split the alphabet into 6 roughly equal parts: A-D, E-H, I-L, M-P, Q-T, U-Z.
• Sort into these ranges, then adjust by moving a few records if a box is too full/empty.

Step 4: Label and Store

• Label clearly: On each box, note the range (e.g., "Box 3: H to mid-K") and perhaps the number of records inside. If boxes are stacked or shelved, label the front and top.
• Test accessibility: Once dispatched, do a quick spot-check—can you find a specific album quickly by checking the right box?
• Maintenance: If you add new vinyl later, sort it into the appropriate box and adjust labels if needed.

👍 ->Tips for Efficiency and Best Results

Time estimate: For a few hundred records, this could take 2-4 hours. Break it into sessions if you have thousands.

Tools to help: Use apps like Discogs or MusicBrainz for cataloging your collection digitally while sorting—this can make future searches easier and help you spot duplicates.

Common pitfalls to avoid: Don't cram boxes too full (leave room for sleeves); protect records from dust/sunlight; and if you have valuable/rare vinyl, handle with care to avoid warping.

Alternatives if this feels overwhelming: If your collection is huge, consider shelving instead of boxes for easier access, or hire a professional organizer specializing in media collections.

This method should give you a tidy, searchable setup without much hassle. If you provide more details (e.g., total records, sorting key, or box sizes), I can refine this further. What's your favorite vinyl in the collection? 😊

Live long and prosper 😉🖖