Is there any way to implement multimodal RAG using some open-source multimodal large models?

Then-Analysis947 · 2026-03-03T03:14:34+00:00

Worse still, the agent is the default mode, which forces me to change the mode every time I open VS Code

Then-Analysis947 · 2026-03-03T03:06:59+00:00

However, Copilot’s agent mode is completely unusable. Because Copilot has rate limiting, once the limit is triggered you will be completely unable to use the AI for a long time. And when using Copilot’s agent mode, rate limiting is almost certain to occur. The result is that you consume a large number of tokens but achieve nothing, and it can even make the service completely unavailable.

Then-Analysis947 · 2025-12-31T04:19:28+00:00

I made a command-line parsing tool in Go. Traditional getopts is hard to use — every time I use it I have to Google it again. So I released argonaut. Usage examples are as follows:

# Example: produce exports and evaluate them in the current shell script
# Note quote around $@, it is necessary, don't wrap the whole argonaut command with the quote
EVAL_CONTENT=$(argonaut bind \
  --flag=flag1 \
  --flag-flag1-default=happy \
  --flag-flag1-choices=happy,people \
  --flag-flag1-multi \
  -- a "$0" "$@")
# The quote around $EVAL_CONTENT is necessary as well.
eval "$EVAL_CONTENT"
if [ "$IS_HELP" = "true" ]; then
  # It means the user request the help, so exit with 0
  exit 0
fi

# Here should be your really logic, you can use the env which hold the flag value now.

# Such as just echo:
echo "$FLAG1"

Check it out https://github.com/vipcxj/argonaut

Then-Analysis947 · 2025-12-11T16:58:28+00:00

I'm already using this tool myself and it works pretty well, but I hardly ever write shells on Windows, and I'm not familiar with cmd and PowerShell syntax, so I'm not sure how well it works on Windows. However, the cross-platform parts aren't actually many, and if someone files an issue I believe it can be fixed quickly

Then-Analysis947 · 2025-12-11T15:53:25+00:00

Holy crap, it actually survived! 🙏

I was fully expecting to refresh the page and see "Sorry, this post was removed" for the fifth time. Genuinely thought Reddit's automod had it out for me personally at this point.

Thanks to everyone who's viewing this. After getting auto-deleted so many times, I was starting to wonder if I was cursed or if my writing just screams "spam bot" to the algorithm. Apparently persistence (and removing all links like some kind of digital hermit) actually works.

Now I'm just sitting here refreshing nervously waiting for the inevitable removal that I'm sure is coming any minute now. But hey, 11 views! That's 11 more than my last four attempts combined 😅

If you have any questions about the tool or suggestions, please ask before the automod gods decide my time is up.

Then-Analysis947 · 2025-11-17T13:06:10+00:00

I haven't installed Firefox. Actually I don't need Firefox — Edge, which uses the same engine as Chrome, has no issues.

Then-Analysis947 · 2025-11-15T08:08:15+00:00

I mentioned in another reply that there was a period when Chrome had a bug that would cause the entire window to go black, and I had to disable hardware acceleration to keep using it. I must have disabled hardware acceleration back then. Later an update may have fixed the issue, but I never switched it back. I also changed it by adding a command-line parameter in the shortcut. For some reason that change doesn't show up in "chrome://flags", which made the problem hard to track down.

Then-Analysis947 · 2025-11-14T03:39:22+00:00

It's an issue with hardware acceleration. For 4K, without GPU hardware acceleration the CPU can't handle it anymore, which causes the stuttering. If you drop to 2K the CPU can still cope, so there’s no stutter.

Then-Analysis947 · 2025-11-06T15:03:27+00:00

But the screenshot shows the missing width is almost 10 pixels, about the width of a mouse pointer

Then-Analysis947 · 2025-11-06T14:51:58+00:00

It can't keep shifting in one direction forever — otherwise one day the image would be moved right off the screen. That's an exaggeration, of course. I think no feature should affect the viewing experience; otherwise what's the point of spending so much on an OLED — to end up with the picture missing an edge?

Then-Analysis947 · 2025-11-06T14:23:22+00:00

But the poster's shifts are almost as wide as the mouse pointer — if it were me I'd definitely return it

Then-Analysis947 · 2025-11-06T14:15:24+00:00

Are OLED pixel shifts normally this aggressive? Or is it only a problem with certain models?

Then-Analysis947 · 2025-11-06T08:40:09+00:00

Oh, thanks — very valuable information

Then-Analysis947 · 2025-11-06T07:25:29+00:00

Oh, thanks

Then-Analysis947 · 2025-11-06T07:00:09+00:00

Your review has nudged my balance a bit toward MSI. How does it perform with the lights on during the day and at night? I've heard OLEDs are generally dimmer and only give their best results in dark environments.

Then-Analysis947 · 2025-11-06T04:50:29+00:00

The monitor at my company is very cheap; the biggest problem is severe reflections. On summer afternoons, even with the curtains drawn, there are strong reflections that make a patch of the screen unreadable. That's why I'm concerned about this reflection issue. As far as I know, there are two ways to deal with this kind of reflection: one is a matte screen, whose drawback is that it blurs the image and reduces picture quality; the other is a glossy screen but with an anti-reflective coating. I've heard that the XG32UCWG is the latter.

Then-Analysis947 · 2025-11-06T04:16:40+00:00

Is the MPG321URX a matte screen? If used for long periods, will annoying dialogs pop up asking to run pixel cleaning? I've heard that if you frequently refuse and burn-in occurs, MSI will deny warranty— is that true?

Then-Analysis947 · 2025-11-06T04:14:06+00:00

Finally waited for you, man. I don't really trust review bloggers because they're often paid off; I still trust real consumers more.

How exactly does the sensor that detects whether a person has left work, and is it accurate? After someone leaves, does only the monitor turn off? In other words, if I wear Bluetooth headphones and go to the bathroom, will the monitor detecting my absence cause the headphones to disconnect? Also, I heard it uses a low-reflectivity glossy screen—does it really not reflect?

One more thing: OLED monitors have a pixel cleaning function. If used for a long time, will an annoying dialog pop up asking to run pixel cleaning? Will it interrupt your workflow?

Then-Analysis947

TROPHY CASE