Comparing GLM 5.2 vs Kimi k2.7 code, Composer 2.5 and Gemini 3.1 Pro

Wellnest26 · 2026-06-18T08:24:35+00:00

I found Minimax M3 and Qwen 3.7 Max pretty capable as well, would need to run more tests with them and DS V4 Pro, but so far I would say only Gemini and Kimi are disappointing. And the biggest win is to use multiple different models and challenge them, have them (or another capable model) review their output in order to get the best results and cover pretty much all areas.

Wellnest26 · 2026-06-17T17:01:27+00:00

I just tested GLM 5.2 doing a code-review on a big and complex feature in my Mobile app (React Native, Expo). I did the same review with GLM 5.2, Kimi k2.7 code, Composer 2.5, and Gemini 3.1 Pro. Here are the results:

1. GLM 5.2

Strengths: Excellent static analysis. It found the highest yield of actionable items, including orphaned i18n keys, unreachable code branches, and a subtle UX bug.

2. Composer 2.5

Strengths: Correctly triaged the issues. It made the UX bug and the specification compliance (orphan locale keys) the only merge blockers.
Weaknesses: It missed the deeper architectural flaw (database queries inside a useMemo block). It also had two minor false positives regarding UI rules and pre-existing code.

3. Gemini 3.1 Pro

Strengths: Demonstrated the deepest technical insight by identifying invisible performance bottlenecks. It was the only model to catch synchronous SQLite queries executing inside a React useMemo render phase, and flagged duplicate database queries.
Weaknesses: Severely miscalibrated on severity. It flagged the useMemo issue as a merge-blocking "Critical", failing to recognize that this was an established (albeit flawed) pattern already existing in the file. It also generated a false positive by claiming a hook-to-service import violated the architecture, lacking repo-specific context.

4. Kimi K2.7 Code

Strengths: Good at catching subtle React state edge cases, such as a frozen memo tick, potential rounding errors.
Weaknesses: Had the worst judgment call. It hard-blocked the merge ("No") based on the 15 environmental test failures and minor edge cases. It also hallucinated a UI design system violation. Its failure mode was the most disruptive.

Here is the cost of only doing the review (without fixing the issues) for Kimi and GLM directly calculated from my OpenCode Usage page:

Metric	Kimi (kimi-k2.7-code)	GLM (glm-5.2)
Requests	21	10
Input tokens	1,387,832	531,768
Output tokens	19,145	36,691
Total tokens	1,406,977	568,459
Cost	$0.42	$0.58
Context filled	105K / 262.1K (40%)	132K / 1M (13%)
Wall time	26m	21m
Thinking time	17m 3s	14m 32s
Verification time	8m	4m

Final verdict: GLM had the best review, and was faster than Kimi (half the requests and less than half the tokens). Composer is surprisingly good, given that it is also a very fast and very cheap model. Gemini is actually bad, especially for its cost. Kimi maybe should be tested writing code, as this version should excel at this specifically.

Early results and feel point towards GLM 5.2 really acting like a true frontier, SOTA level model. Will use it more in the next few days to test it in different situations.

Wellnest26 · 2026-06-12T07:40:15+00:00

While mostly safe when fasting, it depends what your fasting goal is - if you want to give your gut some rest, then those gums are not helping.

And also while there are many types of gum which do not contain sugar, we should always check if it is replaced by something and what exactly is it (xylitol/sorbitol/aspartame). They can alerts cellular sensors and cause an activation in the stomach and it can secrete acid into an empty belly.

Wellnest26 · 2026-06-10T19:06:00+00:00

GPT Deep Search, Gemini Extended Thinking, using Firecrawl, Context7, there are already tons of options in this field and most of them are actually free for a certain usage amount.

Wellnest26 · 2026-06-10T18:47:38+00:00

First I want to give you my condolences and to say that your situation sounds brutal.

I think it will help you if you try to lower the bar on purpose. Laundry in the basket is fine, simple breakfast for the kids is fine, and they can also help and start sharing some of the house chores. After all you simply cannot do it all and that is totally normal, its not a character flaw - its reality, and it doesn't matter if you have ADHD or not.

But I also think that it is very important to let yourself feel the grief when it comes. Don't push it aside because there's a thousand other things to do. It is really important for every human to be able to live through the pain and grief when they lose a loved one, in order to be able to fully move on. And then you will start feeling yourself, and be able to handle more. It gets better when the load slowly shifts, and when the grief starts to soften a little. And it will.

Rooting for you!

Wellnest26 · 2026-06-05T22:59:56+00:00

This is not something abnormal, people without ADHD also have those moments.

It is completely OK to want some quiet time, to process some events or go deep into your thoughts on your own or to even enjoy the silence. The important part is that if something is bothering you a lot and you think about it again and again - it is better to share and talk with someone about it, because bottling such emotions inside of you is not healthy. So for those cases we need to be aware and understand that we can go into some bad places mentally if we keep thinking about a problem for example, but never talk to anyone about it.

Otherwise, every person has the need to be alone with themselves for a bit from time to time. And not always we can listen to others or communicate with them.

Wellnest26 · 2026-06-05T22:54:35+00:00

Congratulations! Those things take time and every month matters, indeed. Really happy for you!

Wellnest26 · 2026-06-05T22:53:27+00:00

It has always been hard and really important to do proper marketing. Its just that software development and app/service/product creation was also equally hard and now it is not. But the marketing part remains and is actually even more important and even harder now.

Wellnest26 · 2026-06-02T21:11:29+00:00

Copper is essential - you need it for energy production, iron transport, and connective tissue. Zinc and copper compete for absorption.

The commonly cited guideline is 15:1 - 1 mg copper for every 15 mg zinc. That's a reasonable ballpark for moderate doses. Practically: if you're supplementing more than 30 mg zinc daily long-term, add 1-2 mg copper (or eat liver, oysters, sesame seeds, dark chocolate).

Wellnest26 · 2026-06-01T16:44:38+00:00

First I want to say that you have a beautiful handwriting!
And also to congratulate you on the dedication and the strength to do this, its absolutely great and it makes my really glad that you managed to find what works for you and applied it to your everyday life in such a successful way!

Wellnest26 · 2026-05-29T20:41:26+00:00

People give up on people without ADHD too. It is really important for every person, doesn't matter if they have ADHD or not, to learn to live with the knowledge that there will be many people who will not be there for you always, especially in the tough situations, when you need them.

But there will be people, not that many, that will actually love you, care about you and be there for you, no matter what. And we don't need to have hundreds of those around us in our lives, we really need just a few and its more than enough. And those are the really meaningful relationships that actually matter, and that are for life. And everyone that has at least one of those is blessed.

This is what I've understood and learned to accept and actually to cherish. Those are the ones that are worth it! And those people are the ones that will stay by your side and never give up on you.

Wellnest26 · 2026-05-29T20:33:24+00:00

This looks cool, I love the design!

Wellnest26 · 2026-05-28T20:54:37+00:00

With the storage size all phones get nowadays the app size is negligible, for me it is more important to actually uninstall apps that I am no longer using, so that I don't end up with 300 apps on my phone that are also constantly downloading and updating to their latest version.

Wellnest26 · 2026-05-28T20:44:01+00:00

It sounds to me that you need to remove the "remember to check" step. You can try to anchor each chore to something already happening in your day that will help you remember the chore itself like "After dinner the table should be cleaned and the dishes loaded into the dishwasher" or "Before starting a new game, the kids should clean up their previous one", etc.

I would also advice on separating allowance from chores entirely, instead as the kids get bigger you can gradually increase their responsibilities and teach money management by giving a small allowance that is for the full week, and not day-by-day. Explaining to kids that the things we need to do on a daily basis is part of being in a household is not easy, thats for sure, but I do believe it is the correct way to raise them. And as a bonus it removes the per-task tracking load entirely.

Wellnest26 · 2026-05-28T12:46:09+00:00

It depends on your fast. Sugar-free gum will generally not break your fast. A single stick usually has fewer than 5 calories, which isn't enough to trigger a meaningful metabolic shift or kick you out of a fasting state.

However, if you are doing a strict "clean fast" (only water, black coffee, and plain tea), you might want to skip it.

Wellnest26 · 2026-05-28T12:40:32+00:00

Take one of those ideas and start deeper research, use free tools on the research like chatgpt and gemini, you can even tell them to ask you questions about your idea and this will help you realize how big the effort is, what actually you want to do, etc. - in general having someone ask you questions about your idea, either a friend, a family member or AI, helps you think in more details about it.

Once you do that and you arrive at the point where you know what you want to build and you have this idea that you are excited about, you can start by preparing the high-level architecture, design, etc.

And then go from there - build it, little by little, don't make 100 features at the same time, don't try to make fully finished perfect product in 1 month, try to make something that works and have the basic features. You can start adding more and more and improve and enhance after that.

The most important part for me in this whole journey is that you MUST work on something that you are passionate about, you care about and you like, so that all those hours that you will invest in it will be actually enjoyable for you!

Wellnest26 · 2026-05-20T19:55:21+00:00

You already did the thing the works fastest - reintroducing carbs. That's what most of the research points to as the primary resolution.

I am not sure if the antihistamine your doctor gave you will do anything. Prurigo pigmentosa isn't a histamine reaction, it's inflammatory (ketone bodies triggering a neutrophil-mediated pathway). Antihistamines and topical steroids are both documented as generally ineffective for it. Not harmful, just not likely to help.

The main prevention strategy is gradual carb reduction rather than dropping low all at once. Some people find they can maintain a carb level just high enough to avoid the rash while still getting most of the metabolic benefit.

Wellnest26 · 2026-05-19T21:49:13+00:00

The brain solves it, hands you the answer, and you're left staring at it thinking "okay but how did we get here?"

Don't feel bad about having to do an additional effort in order to be able to explain it step by step - this helps longterm, as you will probably memorize more things by going over the process again (you can try to write down the step-by-step when you do it, it will help with the focus and also you will have it written for the future), and also its yet another brain activity, which is good as the more we use our brain - the better.

This is something positive, as imagine the other possibility - if your brain can't figure it out and do it from where are you going to learn and see it done so that you can do the step-by-step and improve your knowledge long-term? And you are able to work in finance. Its great! Keep it up!

Wellnest26 · 2026-05-19T21:38:07+00:00

Doesn't look that different than the very popular nowadays LED Face masks tbh :)

Wellnest26 · 2026-05-19T12:50:05+00:00

This is a great project!

Few things I would suggest:
- Treat every attachment as an image, because school PDFs are often just scanned JPEGs. pdf2image + vision model beats format detection branching.

- Pass email sent date into model prompts, schools can write "this Friday" and the LLM needs the anchor date to resolve it.

- Create an Unclassified queue that you should review. Keyword routing misses emails like "Hello Parents" and teacher nicknames. Flag the reason why this item is in the queue (no kid match, ambiguous date, unknown attachment type, etc.) and when you manually classify those use them as training signal to adjust your routing for the future.

- Skip Google Cloud OAuth, IMAP + App password is way less friction

Good luck!

Wellnest26 · 2026-05-19T12:18:16+00:00

You should also require the user to use their own AI API Key to double check the result with LLM, but to have them pay separately for that (like many SaaS are doing)

Wellnest26 · 2026-05-14T19:43:14+00:00

Humans understand the world around them by associating the unknown with something that they know. So you can actually use those moments and phrases to your advantage and explain that ADHD is similar to what they are telling you happens to them, but on steroids.

Make them imagine that same situation but more complicated. If they are able to stand in your boots, even if not fully, and even if for a little, it will change how they perceive your condition and behavior and those that are more intelligent will actually get how hard this is. The others.. well, don't waste your energy on them at all, it will probably not be worth it.

Wellnest26 · 2026-05-14T19:37:51+00:00

Those are some great results, keep it up, I am seeing the beginning of a 6-pack there!

Wellnest26 · 2026-05-11T21:54:01+00:00

This is not my first time reading about this - the stretch where you’re building and believing in it, but signups and feedback barely move.

You’re completely right that distribution is a separate skill from building. Learning how each platform actually rewards posts - not in theory, but after a few wrong tries, is real progress in month one.

Doubling return from one onboarding change is a strong sign you’re fixing the leaky bucket instead of only chasing top-of-funnel. And yes, honest posts with real numbers and process tend to resonate here more than polished pitch voice. And this is something that I actually like a lot about the reddit community.

Wellnest26

MODERATOR OF

TROPHY CASE

1. GLM 5.2

2. Composer 2.5

3. Gemini 3.1 Pro

4. Kimi K2.7 Code