Are Bot's ratings accurate?


Ok so...Beth (2400) is some real challenge for me...below that it’s easy if you’re intermediate....about the 800 rated beating much higher rated bots...it happens.... sometimes bug (you’ll know by looking at analysis) or maybe random play time...few weeks ago a rumour got viral that Magnus age 29 (chess bot available exclusively on Play Magnus App) resigns to even new players by making some seriously unexpected blunders...I didn’t pay much attention over it that time but soon it got a covid viral...a lot of guys started to claim victory over Magnus (29)....I’m not sure if they’ll are lying or there is some serious bug.

It lends credence to the old saying: "To err is human, to really foul things up requires a computer."

Hear that folks at chess.com?

Isn't it sort of fruitless to compare blitz ratings against bots when there's no time limit? Maybe it doesn't make much of a difference when you're no longer a beginner, but I have a very low rating of 600 in blitz and seem to play on equal footing with bots rated 1300 (played it a few times but it's the highest rating I've tried so far). Seems to me like playing with or without time constraints are two very different things that can't really be compared.
This is my experience as well. I'm just getting back to playing chess and my Blitz rating is abysmal but when I'm training against bots, I seem to hold my own or remain competitive against bots rated 1200 to 1600. The time pressure in Blitz makes all the difference.
Bots ratings are slightly higher than otb fide bot ratings, but only slightly so you should be fine.

I'm around 1300 here and was able to beat beth harmon 1880. I think there's something wrong with those bots. Didn't played the other bots to compare though.

Hear that folks at chess.com?
Character in The Queen’s gambit, Beth’s owes a lot to him...

I'm around 1300 here and was able to beat beth harmon 1880. I think there's something wrong with those bots. Didn't played the other bots to compare though.
But if you see bots at higher level like a bot (3100), Naka can’t beat this level bot despite having rating above 3100 at chess.com.

Hypothesis: The bot's difficulty is affected by the skill level of the human player.
Evidence: I've seen a number of highly skilled chess streamers such as Anna Rudolph find difficulty defeating the 1880 Beth bot; yet I've found the 1880 Beth bot to be very easy for me, even though I am a patzer.
How could the bot be affected by the player's skill level?
One possibility is that the bot retrieves info from your account and modifies difficulty on this basis. For example, it might look at your bullet/blitz/rapid ratings. If it's playing someone with a high bullet/blitz/rapid rating, it plays better than it would otherwise.
Another possibility is that the bot simply looks at the quality of your moves during the game you're playing with it. If you make good moves, the bot makes good moves in response; if you make blunders the bot makes blunders.

Hypothesis: The bot's difficulty is affected by the skill level of the human player.
... the bot simply looks at the quality of your moves during the game you're playing with it. If you make good moves, the bot makes good moves in response; if you make blunders the bot makes blunders.
I believe this is exactly what is happening.

AI chess engines typically are more human-like than traditional engines, but are still oddly counterintuitive sometimes because they learn from self-play. Maia is a new AI that is trained on actual human games—millions of them. The 1100 elo AI is trained on games played by 1100-ish players. There are also a 1500 and 1900 versions. The data shows that Maia more accurately reflects human moves.
Pretty cool, right?

Ratings are slightly skewed on bots due to the time not being there. My rapid rating is 1382 yet am able to take down 2000 rated bots. This is because I am far stronger under no time pressure. Having the freedom to explore all the variations i would like gives me the ability to beat the higher rated bots. The actual ratings of the bots are fairly accurate however, just because you beat a bot far higher than your rating one time, does not mean you are that good; the bot could have blundered a winning position or various other things. You should be able to beat any bot within a few hundred rating points of your rapid rating. If you find yourself consistently beating far higher level bots, try and play similarly rated bots on various different platforms or get premium here and play the vast array of bots chess.com offers of similar rating.

But high rated engines well represent their ratings, like stockfish, Lc0 etc...
yeah... The simplest way I can think of it is that lower rated bots are just the same higher rated engines that are asked to through in some mistakes and blunders occasionally in the game based on the rating .
From what I have been reading about everyone's experience here and on other threads , I think its safe to conclude that the Beth Harmon bots are overrated. I mean all bots at lower levels are in general....but the Beth Hamon bot just goes a bit further and is easier compared to the other bots at her level . And I have seen people 500 rating points below hers defeat her. So am quite optimistic and will try to take on the 2000 rated Beth .
Its not a mistake they know a lot of new people are joining chess and they are making these bots easier than they should be.