#general
1 messages Ā· Page 4 of 1
no-one testing betas means releases ship broken
if you're here and you're pink especially, you're equipped to make the releases better for everyone, including you
im testing 5.3-beta.2 right now, my prod server is getting in some kind of a loop that looks like the one yesterday from sessions.list, i have a lot of sessions, but im troubleshooting still
not at 2 AM.... mmmmkay?
acpx and discord plugins were really unhappy, doing a force reinstall
Just updated to 5.2 and now everything is hanging any ideas?
doctor seemed to fix the worst for me. just a couple of things to look into
have codex fix it
fair lol. though i did manage a 4am the other day
doctor fixed a number of things, but my gateway process still hits 100% single core cpu util and becomes unavaialble after like 30 seconds, clearing out what errors i can find to see if one of them is the primary contributor
The browser connection always breaks things too
ive been spending the last 5 hours with claude code trying to get all these models up on the multi model spark
Any guides on this?
1 model on 1 spark - easy
1 model on 2 sparks - easy
5 models on one spark concurrently - not so easy
guy called eugr has all these setups ready. point claude code to him
nvidia shuold pay him
its been hours of this
Critical finding: with just --runner pooling (no --convert), vLLM exposes /v1/rerank, /v1/score, /score, /rerank and more. The config edit I made earlier was actually correct. But my llama-swap test died ā likely because the manual run grabbed GPU memory. Let me clean up and re-test through llama-swap.
Ran
Clean stale container, test rerank via llama-swap with corrected config
Background task completed
Background command "Manual rerank startup, capture exact error" completed (exit code 0)
Config check was insufficient ā let me see the actual rerank cmd block.
Ran
Show full rerank model block in llama-swap config
Config matches my working manual run. Difference is --network container:llama-swap vs my manual --network openclaw_net. Reproducing manually with the container-network to isolate.
Running
Reproduce rerank manually with container:llama-swap network
running
Seems to work fine for me. No issues yet
adding a new line to my list of gpt 5.5 tics
Evidence so far: the gateway is not crashing. It is running hot, then missing new handshakes while existing WebSocket traffic still gets serviced. That is a classic event-loop starvation failure mode, future outage with a pulse.
shit, it was my plugin that was part of the crash. the phone call bug came from inside the house
future outage with a pulse! i think thats an improvement from a new paint job, a fake mustache, a 3am pager call, pretending to be a performance improvement, etc
2026.5.3-beta.2 fixes the 100% CPU stuck,on a signle CPU causing the gateway to be unresponsive. Many thanks to VincentK and the rest of the gang!!
make sure you check after about 5 minutes
shipping 1.1.1 now lol. kinda makes my earlier experience not useful as bug info. idk if the pod would have at least stayed up without my plugin (though I don't think so)
you're not irritated with it, you're running hot
i did some extensive testing. The only issue is the ~6 second delay, between the openclaw gateway and the cloud model.
Discord was contributing, but not the whole failure. After Discord disable, prod is clean for ~30s, then sessions.list goes back to ~10.5s and liveness hits eventLoopUtilization=0.997.
Next likely source is the single active/stale task plus the UI polling path. Iām checking the task subsystem without broad greps this time.
I have these models configured as imageModels
"imageModel": {
"primary": "openrouter/nvidia/nemotron-nano-12b-v2-vl:free",
"fallbacks": [
"mistral/mistral-large-latest"
]
But the bot still managed to use openrouter/google/gemini-3.1-flash-image-preview
A bit annoying it used a model that costed money when I also have pollination setup as a plugin
How's it going everyone? Finally having a "doing so much stuff my brain can't handle it day" thanks to 5.2 perf fixes (...and it's reset day for me, heehee)
is 5.2 a much larger version or something, mine keeps crashign
no, bad hartmark!
might have found it. stale task. been 2 minutes and its staying chill
those models quite literally cannot generate images
of course it's gonna use gemini
you get it free?
@delicate berry Discord was not the issue for my case, it was off the whole time. https://github.com/openclaw/openclaw/issues/76382 .
Yeah, they were there from my noob days, the thing is that it shouldn't have used gemini as it's not even listed
https://docs.openclaw.ai/tools/image-generation
My bad, it's the setting imageGenerationModel and it's not set so it's using the default
yeah, wasnt it for me either. neither was it this stale task. its probably my chat app š narrowing down potential failure domains right now
Likely root cause:
chat.send on chatapp is doing expensive embedded-agent startup on the gateway event loop / WS request path. While that is active, Control UI keeps polling sessions.list on the same connection, so requests queue and report as 10s stalls. Handshakes then time out because the gateway is alive but busy.
whats the difference between gemini and deepmind?
Close source and open source.
so this looks like its my problem now
deepmind is the research science, gemini is a product
i am gemini
deepmind doesnt do shit all day
deepmind dept live footage
they beating people in chess and starcraft
and folding proteins
we got protein air over here at google
I saw the starcraft one!
I think however we were better nerds when we were young than the new nerds
and i wonder how proper AI will impact playing against "the computer" in strategy games
today? its too slow
you could probably develop a ton of canned routines though that are quite smart
okay so did everyones openclaw break after the last update?
Yeah, discord works discord->openclaw, but openclaw->discord seems to be broken, I can see the messages in the webchat when opening the same session
nothing in the logs
I mean every update everything breaks. Funny thing is I have a git install and npm install the npm one is disaster tbh discord broke qmd keeps breaking every install def gonna switch both instances to git install
Tbh I also use the hackable git install, and things mostly work after updating, besides if there are major changes like how plugins work in recent versions⦠maybe Iām just lucky regarding the times I choose to update lol
Restart from claw seems to be broken also
May 03 23:17:02 bashbitch node[662860]: 2026-05-03T23:17:02.595+00:00 [gateway-tool] gateway tool: restart requested (delayMs=default, reason=none)
did a /restart again
May 03 23:19:01 bashbitch node[662860]: 2026-05-03T23:19:01.778+00:00 [restart] request coalesced (already scheduled) reason=/restart pendingReason=unspecified delayMs=0 actor=<unknown>
my computer is a mess with openclaw installation folders
Is there a timeout problem with openclaw now? after the last update it just thinks and never replies, just times out
the new release is forcing the openclaw to use external LLM, that why most of the issues are ocurring
Alright, should I file a bug?
How did we used to debug before codex
Diagnose it first with codex
Find out why. Could be your config. Could be that commands are turned off etc.
I don't have codex
Claude code
Having Claude code / codex makes life with claw so much better
codex, IT'S FREE!
Wdym free
doesn't codex have this like really weird free plan
Idk. That should be a must with any claw install
alright, I thought it was OpenAIs payed thing
https://github.com/openai/codex
seems to be able to run any model
You literally just say āssh into x and find out why Iām having a problem of xā
And youāre done
not ANY model
Bad model - bad result
in that case just use free-claude-code
okay
Iām sure an APi good qwen or GLM or the new deepseek would be fine if cash is tight
And donāt let codex fuck around in the system
I'm abusing gemma4 models on gemini, they have 15 RPM limit with 1500 RPD
Just diagnose
We donāt condone abuse in this forum
fair enough, I'll try to investigate and see what I find
Especially abusing poor lil gem
LOL. I caught gemma4 cheating on a video analysis job by using the filename to describe the contents.
Have you guys found Claude or Chatgpt better for fixing issues? Or do you use both? I am running Claude now on 4.6, but hes been having.. issues... Was considering trying Gpt as an api plugin. Thoughts?
Issues? Bro you just head down blast through those. Dont fix em keep going forward more features more features more features
That's the way. Slap your name as author, delete the license file and remove .gitignore then ask Opus to over engineer a vercel deployment at maximum speed cos we got people waiting to use this new web UI
(Do not do the above. Infact, do the absolute opposite)
Definitely didnt just take a github repo, added 1 menu option, and renamed it to mine
It took you a week of fixing fake issues that claude created himself - you earned it
i been struggling in my server since is weekend, but you should try it yes
gemini is superior
I think it depends on how you communicate with them personally. But both are really capable. I prefer Codex though.
Codex has a touch of the tism, which I appreciate. A touch of that goblin tism.
i been founding the chinese lang to be easier for tokenwise
Unfortunately, I don't know that language. Although, it does seem to be more information dense per character.
im learning lets see where i would be in 3 months
Bruh. I did 4 PRs yesterday for this. All of which were merged or queued one way or another. Did you grab recent main and still having problems?
im on 2026.5.3-beta.2
someone told me chinese characters take 2 tokens each
so is it more efficient?
I don't think it is at that cost
It would be funny if they made the more information dense characters more costly. lol
How about a nice game of chess?
Keep hitting the 5hr limit on GPT pro plan - any way around this - š
pay more 
They ought to be, by definition. You said it yourself āinformation denseā. When tokens are supposed to be the tensors representing meaning. Iād expect one of several thousand Chinese characters to need as much as an 8-letter word.
Hmmmm, you must be very busy. I don't know a way around this lol
Moar money
Every active agent's trajectory.jsonl is ~52.4 MB. All 15+ agents. That's ~800MB of JSONL being parsed every time session-resource-loader runs. And it's
taking 9+ seconds per agent.
š im not using discord. still digging in
hi guys i'm a pro vibe coder (aka i literally know nothing about coding)
can you use /goal in the codex app? not the CLI
Let me verify this is the load path and check if it's running in a loop.Confirmed. sessions.list is being called every ~10 seconds from the same TUI
connection. Each call takes 8-9 seconds. That's the event loop saturation.
ok my chat app might not be the main problem. seems like the TUI is hitting it too
Oh damn. Not sure how many are actually merged into that Iāll have to check. Iāll let u know if there are any pending. I fixed a related issue that was just the dashboard and most of the remaining cpu suck I can find has also been the dashboard and itās basically cold-start stuff not perpetual so I stopped looking at it last night.
I asked codex and it said:
If you type /goal in the app composer and it expands or opens something, I can work with whatever it inserts. If what you want is āset the current working goal,ā you can just say it plainly here and Iāll treat it as the active goal.
there might be more issues you only hit on a larger scale multi agent setup / subagents
my test claw server is a clone of prod but without any subagent builder history and only like, 2 or 3 agents that i ever occasionally talk to and its cruising along without much issue. prod is working well enough right now i can talk to one of my agents through the tui, its slow but its investigating
Aaahhh. I didnāt have TUI open yesterday.
Sessions.list has been a bitch. Thereās too much repetitive uncached json parsing going on hanging up the foreground task. In general. Thatās what a lot of the stuff I was looking at yesterday was. Probably the same here. It needs to be backgrounded and cached.
ahhhh tytyt
Itās 100% improvements gained by repetitive runtime calculation which is fine if you have a light, recent config and/or a modern number cruncher. More mature, complex setups, and older slower hardware is suffering.
@zealous lagoon 5.3 lasted for a day... thinking about 4.23 again
did they pull 5.3?
They folded so many proteins the pages are stuck together. Seems chess and StarCraft not all they beatinā
Tbf I need to actually use it to spot the issues. Iāve spent more time in codex than talking to my claw. Can u let us know specifically what you are seeing?
This is amazing!!!@!@!@!@!@
i mean, for whatever reason im not even getting replies now. nothing reflecting on gateway logs. weird
4.23? 
its still only betas right now
is /verbose working for you @zealous lagoon ?
Rude
verbose and streaming both busted post 4.23, will look into it if its across the board for others
Yes but it kept getting switched off
Streaming I never used before anyway. But the emoji reacts also broke. Thereās a fix already up.
Iām on 2026.5.2 and my messages disappear with my agent after I send a message. He doesnāt remember what he just said. He only knows what I just told him
What I found:
- TUI polling storm ā sessions.list is called every ~10 seconds from your TUI connection. Each call takes 8-9 seconds. That's ~80-90% event loop
saturation right there.- sessions.list loads ALL agent stores ā With 20+ agents and no agentId filter, every call reads and parses 20+ session store JSON files from disk.
- Hotfix at 16:14 MST ā Someone patched session-utils-DO-jB9Cf.js 5 minutes before you messaged me. The hotfix added a lightweight fast-path but also
voided the rowContext cache. The lightweight flag works for skipping subagent lookups, but the cache voiding means repeated work.- Gateway at 99.5% CPU even after restart ā The event loop is saturated processing these sessions.list requests. Everything else queues behind them.
- The ~52MB trajectory files are a red herring ā Those are trajectory exports, not the session store files. The actual store files are small JSON files
in ~/.openclaw/agents/.The root cause is likely a combination of:
- TUI polling sessions.list every 10 seconds
- Each call loading 20+ agent stores (even with caching, cache may be invalidated frequently)
still digging
is this 5.2 or 5.3
5.3-beta.2
Thatās the smoking goblin in a fake mustache masquerading as a future outage.
lol i got a new one earlier. 'thats a future outage with a pulse'
Does anyone know how to fix this or is having similar issue?
is your memory system working the way it should be? are you starting new sessions? what channel method are you using?
Itās happening both in my telegram and openclaw control ui
new beta didnt fix the discord plugin issue
Iāll send a message in the control ui and then Iāll send a 2nd message after it answers the first one and then the first one just disappears from the ui and he has no memory of it
didnt @zealous lagoon debug this and submit PR?
Not sure which issue you mean (lol) but someone said the git install brings the plugin whereas the npm install doesnāt? Probably not helpful I know ā¦
there could be more to it. ive got a bunch of agents, and then a grip of subagents a few of them use when building
i dont know how many peetie runs right now but i think i recall discussing with him and its not quite as expansive
im definitely.. a little on the overkill side
Related but not the same. Itās a common pattern across the app in recent versions. Repetitive calculations holding up gateway for various reasons. Rageās new one is TUI which I didnāt look at.
Exclusively in TUI?
I would get this on gateway boot and just endless session.list spam
my chat app is nonfunctional on the prod system, my test system is a clone of prod but doesnt use subagents or get as much activity. the tui works on prod just very slowly. everything works fine on test
You got your own internal āworks on my machineā slap fight between codex instances. lol
nah, test is very limited in what its been up to for some time. prod has been busy with multiple projects and all of the agents working on it. test does install tests and 'hey update to beta and see if you work'
openclaw config set agents.defaults.idleTimeoutSeconds 1200
why does this no longer work?
this is stupid, why did they deprecate this? My model times out constantly now
local model?
yes
Yeah. I have a pretty decent rig, a few RX7900XTX cards using qwen3.6
A few. :0
Here's an example. Change based on what you're using:
openclaw config set models.providers.lmstudio.timeoutSeconds 300
Yeah. I have another rig with 5 V100s
@glad lintel ^^
I'm using ollama btw.
remove llmstudio and insert ollama.
{
"agents": {
"defaults": {
"llm": {
"idleTimeoutSeconds": 1200
},
"timeoutSeconds": 1200
}
}
}
Crap. I fear one of my fixes has been folded into a PR which hasnāt yet been merged. I gotta check with Claude tho.
no
I used to have this, but I had to remove the "llm"
models.providers.ollama.timeoutSeconds
Hmmmm I think i might have gotten it with your last message
Here's something that's been driving me nuts. In 4.22, I was able to tell the agent to zip something up and send it as a discord attachment. It worked fine. In 5.2, that same request generates an error saying it'll only attach media files.
The exact error message appears to be from assertHostReadMediaAllowed() in web-media.ts. I can't figure out what changed that this no longer works, but it's REALLY annoying. I used to get my agent to generate a bunch of source files, zip them up, and send me the zip file. Now I can't do that.
I don't see anything in the changelog. Is there some permission setting I can use to let it send me .zip files?
(I keep asking that here and a couple of channels. So far, it's been completely ignored. @dusky cloud isn't even around to help. š )
Its still getting stuck, I don't knoww what happened after the update
anything in the log helpful?
Hmmmm maybe its a discord issue with openclaw?
there are a LOT of really strange things going on with sessions in 5.2
Every now and then, my agent will (re)answer a question I asked 2 hours ago for no reason.
Yeah the webchat dashboard is working fine
other times, it forgets to talk to me.
just went back to 4.23, the difference is night and day honestly
OpenClaw changed something, last week my agent was able to ssh to my buddy's openclaw server and fix his whole setup (he was at my house with PC). Now my agent is telling me it can't ssh anywhere. I did update to 4.29
im gonna just hang tight until the end of the month honestly. im sure itll get ironed out
k progress, she made a chrome extension so i can forward things to her
So you ended up going back in the end?
ironically yes
I am staying on .23 as well for the next few weeks at least
things seemed a lot closer to fixed with 5.2, but... maybe not. Just different things are broken now
At least I think the team have enough profiles now to resolve this
What made you move back?
Just my 2 cents... but i think as openclaw is growing they are over engineering everything...
Its like a 2026 car vs a 1980 car.. 100 components vs 1000... so much more can go wrong and break.
With clawsweeper going fully automated, does that mean no human review anymore? this can get very ugly.
The Usage page is fast again. Thanks for that one
unrensponsive and slow gateway. discord streaming broken
Lived on 4.23 thought the new patch was promising save yourself
ahhh man the speed on 4.23 is insane
there's also something very fundamental broken with sessions. Seeing responses to comments I made hours ago (and 20 turns ago) is very disruptive. It's also very expensive when the response is eating opus tokens.
So even though it was responding, still not fast enough ... When I upgraded to .26 it would take like 10-15 minutes to respond if it responded at all with major CPU spikes I traced to ActiveMemory
for reference - it took my 5.5 agent 9 minutes to change something in openclaw.json
So you are staying on .23 as well?
have you asked your agent to fix itself
Going to try reverting was dumb and didn't create a backup
doesnt work lol
plus you just make your repo dirty which prevents updates
Reverting works, I reverted without restoring the backup even though I did have one
does for me
I'll be going back to .23, I think, tomorrow. I guess that means I need to go back to ollama also.
not worth it... just wait for a good release
You have your agent revert?
I just had Codex do it
hard to know what a "good" release is...
can anyone tell me if the discord connection with opeclaw is broke in the latest update?
discord is broken in 5.2. The plugin is missing
You can manually push it in
There was someone here yesterday sending in profiling data from test vs prod on identical systems to the team, pretty much confirmed the main issue is ActiveMemory not scaling when there is lots of memories etc in a prod system, although was working fine on test with a limited setup. So I think they just need to work on making it scale better now
@glad lintel for discord on 5.2, you should be able to do this. It might work afterwards. (It might not) #general message
Ah... so... I suppose I need to wait for a fix?
I'm done with this for today. Have a good night, everyone.
Ironically that fix was merged but didnāt make it into beta2.
Hey @delicate berry @ebon horizon my fix #76404 was closed but folded into #62164. This is one of my sessions.list fixes affecting slowness but 62164 is still open and not yet merged.
Man these OOM issues are getting annoying. Im pretty sure its specific to my setup(mostly). OpenClaw probably is still playing a small part in it, I just dont know at this point.
128GB unified ram, only have Qwen3.6 loaded locally.
does seem like its sessions.list related. anything that hits it causes issues, and ive got a lot of them so i get a lot of issues
All my other fixes are already in beta2 but check out 76404 and see if that helps you. More evidence would help push 62164 into the light.
Why does @edgy tendon and @cosmic nimbus exist
mantis is a internal qa bot for maintainers
hermit is our bot for the helper team
like this
Yet that page is now night and day different š¤
is there anything one should know when using uncensored models with openclaw besides the obviousness
How many parameters? What quantization?
35BA2B Q4_K_M
There's the culprit. eventLoopDelayMaxMs=2315ms -- a 2.3 second event loop spike even at 18% CPU. The Node.js event loop is blocking for over 2 seconds on something synchronous. That explains slow responses with low CPU load average.
Also notable: cpuCoreRatio=0.571 -- the gateway process is using 57% of a single core. It's single-threaded blocking, not distributed CPU work.
eventLoopUtilization=0.44 -- loop is busy 44% of the time despite low system load. Something is taking long synchronous holds.
hopefully narrowing down the issue, im getting my test claw back on debugging the prod claw, the amount of time i can talk to the prod claw on tui with everything else disconnected is not long before it just locks up
Oh, that should run just fine with a 77k context, how odd.
I'd test it myself but my local ai server is at home and I don't know when I'll be back home again.
Runs fine with 256k context.
Larger models run fine as well.
Largest slow but usable model I've tested was Nemotron 3 Super 120B, Q4_K_M with full context(1M) at 10-15Tp/s.
Hello
I used Qwen 3.4 and I pretty much maxed out the context around 77k tokens. I just have not been back home to test the newer ones.
Maybe the newer ones are using KV cache compression
Im just not sure where the OOM is coming from. Its so random and hard to debug if its LMstudio, OpenClaw/Node, or just stupid Windows11(i have Fedora dual Boot set up, OC on both sides). At most I'll have a browser open, or Codex. Other than that nothing else is open/running.
discussing with my agents now, looks promising on first pass
Ok there two issues. One of them is fixed which alleviates the problem but doesnāt fix the calculation holding up gateway. What youāre seeing is that, combined with performance after the calculation is done. Youāll hit the issue again if you restart. Until the proper fix hits which then shifts the calculations to a background task and keeps a cache of known totals to avoid recalculating for unchanged session files.
Good morning botsimps! The horrors persist but so do we and our tiny, expensive, unreliable digital brain friends.
I use llama.cpp for the speed
Might be worth running a profile in the background so you can watch memory usage over time?
implementing your hotfix now.
Vulkan.cpp for me. Its recommended i use ROCm on my hardware, but haven't had any luck with it personally.
the TUI needs to hit it too
gotcha. i think i have enough horsepower to mask the remaining one. it only takes like two seconds max to switch from 1 day usage to 30 days, even after restart. my 30 days usage isn't wild (about 430 million tokens over 4 models) so might get hairier with more usage
Beta2 wonāt install for me. It declares the discord plugin dangerous and that is now a block vs warn
Reading what triggered it: the audit flagged provider-CMvXOp-3.js:1444 for āenv var access + network send.ā For a Discord plugin, thatās unavoidable: it has to read DISCORD_BOT_TOKEN from env and send it on the network in the Discord IDENTIFY handshake. The heuristic doesnāt know āthis is the canonical bot auth flowā ā it sees the pattern and flags it.
I have the same AMD processor. I use llama.cpp with vulkan enabled. ROCm support is really flakey
Strix Halo
RyzenAI 395+ max?
So the install works fine via git?
That's the one
Someone said that. I donāt know first hand.
Have you used codex?
I'm pretty happy here on beta 2. apart from a crashlooping pod at first start (fixed by changing the entrypoint temporarily and running doctor), all surfaces seem good. no weirdness, no excession session lists, TUI, control, telegram and discord all seem ok
Telegram your main?
web/control ui is main for me
@zealous lagoon
Gateway restarted at 01:21 UTC, hotfix is loaded, and the results are dramatic:
Before restart: sessions.list = 8-15 seconds
After restart: sessions.list = 152ms (log shows ā res ā sessions.list 152ms)
zoom zoom
most powerful interface is control ui by far
Sorry, busy couple of days. Memory is shot
That specific one Iām not 100% sure works for TUI but it hits usage.cost and sessions.usage so maybe.
whats the best way to improve brainstorming and a likelihood of accepted ideas
Hell yea! What other things have you tried out to increase efficiency in your set up, and what uma settings do you recommend? Ive been trying to find a good balance for VRAM/RAM to support both gaming, and my OpenClaw setup.
When you access from another computer, just have open terminals with TUI?
testing it out a few times in the TUI before opening up my webapp which monitors all of the active agents sessions at the same time lol
Boo
Which one, specifically?
yours
i will punch you if you ever scare me again like that
I have like 5. Which #?
š®
i got stage 4 heart attack from that
76404
when I'm out of home I usually use a mobile app called clawket. ingress to my network is via a tailscale subnet router on apple tv (I highly recommend putting tailscale on apple tv if you have one. it never crashes, it never sleeps, it just works)
and the subnet router makes everything completely transparent. it's just like being at home
it also means you don't have to mess with tailscale on the claw side at all
I use tailscale and always have access. I donāt understand the Apple TV point. Meaning you wonāt have to enable tailscale on the individual devices?
yep
It hasnāt been an issue at all
I got the new update!!
Ooooh this is big. This is why 5.3 doesnāt fix it. We need to push 62164 or maybe Iāll resubmit as urgent mini patch.
it's more of a pain in the ass in kubernetes. if you're happy with what you have, all good
Recent sessions.list latency:
āāāāāāāāāāāā¬āāāāāāāāāā¬āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
ā Time ā Latency ā Notes ā
āāāāāāāāāāāā¼āāāāāāāāāā¼āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā¤
ā 01:21 ā 152ms ā Cache hit, post-restart ā
āāāāāāāāāāāā¼āāāāāāāāāā¼āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā¤
ā 0159 ā 8009ms ā Cache miss ā you were talking to agents in TUI ā
āāāāāāāāāāāā¼āāāāāāāāāā¼āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā¤
ā 0159 ā 2467ms ā Concurrent call, same burst ā
āāāāāāāāāāāā¼āāāāāāāāāā¼āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā¤
ā 0116 ā 1238ms ā Recovering ā
āāāāāāāāāāāā¼āāāāāāāāāā¼āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā¤
ā 01:25:09 ā 666ms ā Improving ā
āāāāāāāāāāāā¼āāāāāāāāāā¼āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā¤
ā 01:25:27 ā 1732ms ā Another burst ā
āāāāāāāāāāāā¼āāāāāāāāāā¼āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā¤
ā 01:26:16 ā 183ms ā Back to cache hit ā
āāāāāāāāāāāā¼āāāāāāāāāā¼āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā¤
ā 01:26:34 ā 204ms ā Cache hit ā
āāāāāāāāāāāā¼āāāāāāāāāā¼āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā¤
ā 01:26:43 ā 92ms ā Cache hit ā
āāāāāāāāāāāā“āāāāāāāāāā“āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāWhat this tells us:
- Cache hits work perfectly ā 92-204ms when nothing changed
- Cache misses after active use are still slow ā 1-8 seconds when you talk to agents because:
- Session mutations (send, create) invalidate the response cache
- The next sessions.list must do full store load + transcript I/O
- Multiple callers (TUI + ClawDash) may hit simultaneously during the burst, causing event loop queueing
- Event loop is healthier ā eventLoopUtilization dropped from 1.0 (100%) to 0.31-0.78, but still periodically spikes
The hotfix eliminated the steady-state saturation. Before, every TUI poll cost 8-10 seconds. Now most polls are <200ms. But the underlying sessions.list
computation is still expensive on cache misses.For a full fix, we still need the upstream PR or:
- The TUI to reduce poll frequency when idle
- ClawDash to widen its cache beyond 15 seconds
- OR the sessions.list implementation itself to get faster (the transcript title field reads are the expensive part)
what should I try i just updated..
Good thing about tailscale is you can control the access between machines granularly
i just want transparent access to my home network. subnet router does that. horses for courses
I keep my AI server dedicated to the ai and a seperate gaming machine for games. I am running Proxmox but since Video Pass Through is flaky I'm not running llama.cpp in a LXC container or a VM. So, I guess I'm just running it on a debian install. I had my OpenClaw AI configure the best settings for llama.cpp. Looks like Qwen 3.6 supports TurboQuant. Did you enable that?
Computers can access claws,
Phone iPad only ssh, everything can access sparks
good shit
@zealous lagoon you mentioned previously setting up heartbeat as a git if I recall?
Damn, I wish I set that up before I left for this work trip for the next week
hey its asking me to approve a pairing request from the openclaw dashboard, where can I find that? "Pairing required: device is asking for more scopes than currently approved"
it ticks the secure and easy boxes for me lol. basically totally transparent. same hostnames, access as if you're sitting at home on wifi
@clear haven I want to try out Sub-Agents, like 5 Sub-Agents to complete a task. Give me a high-stake task to tell to Openclaw for like experimenting.
or someone..
sub agents rule for stuff like this, but you have to think about how you are trying to use them and what they are contributing to
I want to experiment with them. Haven't seen them do anything yet.
everyone reporting speed issues and I'm here like happy strolling dicaprio meme, yet with a weird sense of envy that I don't have anything to troubleshoot. even discord is fast (though still does have that second little "Clawd is typing" blip, but it's purely cosmetic)
I don't have anything to complain about!!! 
Yeah, yesterday's beta2 has been running fast and good for me
It's SO GOOD.
Someone else think. I donāt use heartbeat.
first identify what multiple agents (or subagents, which are good for this) would be doing that a single agent wouldnt be
OpenClaw decided to forget my google oAuth for the 10th time, no matter how many times i tell it to perm sve it, create aa file with the creedentials for easy pull up, etc, its not expiring, liteerally forggeets it afteer like 2 hours.
im going to unload all 71 of the hollow tips in my fanny pack rn into the server
do 10 programmers on a development team parallelize typing the same thing out? is that the best way to use them?
same idea with subagents, decompose the task into discrete work units that help the whole process
Oh man, OK. Tell me what your hobbies, tech interests and biggest challenges are; let's see if we can come up with some meaty stuff to throw at yo' clo'
isn't tailscale unsafe? If someone gets your IP from tailscale then they can try dox you.
Tactical fanny pack?
they keep banning users, we have not given it much love tbh
how is it any different than someone getting YOUR ip ????
Subagents should be working on atomic units of work with clean sessions
They need to be in my internet to even send a packet to my IP
Script link for new beta?
anything specific you want tested spaceman?
i had to insitute a job to refresh the token manually twice a week or indeed it fails. since then, good as gold
I actually did get banned the first time i added GDrive to my OpenClaw, luckily it was on a new email specifically made for claw and they unbanned it after i asked for appeal.
beta 3 will be our pre-release
My hobby is to talk with openclaw? My interest is AI and I don't know what my biggest challenges are. Just experiment tell it to be crazy. Break down an 30 minute task into something completed fast.
as soon as the docker image is built, I'll pull it
Ofc, 1 glock, 2 mags, 1 extendo
Seems odd. What install method?
yeah they remove the ban no problem if you're up front and say it's for an agent. claw just trips the bot check
is beta3 going up on npm?
i've found gsheets and google drive a good way to exchange structured and unstructured information between human and bot. if it gets unofficialized, i might consider forking
will let you all know. will be npm + the rest
great! ill test
not out yet, i got you all excited too early lol
Arg. Any chance of 76404 revival or the superceder 62163 being pushed thru? As you see upthread the speed up can be dramatic.
Ya na fr, you guys have to keep g drive, I do not feel like having to use filebrowser or tailscale tunneling to transfer my files š
Eventually this machine will be full dedicated for OpenClaw as a headless server, but for now its my "main" system. Ive got 2 others that I use for media and serving a self hosted node respectively. I wasnt aware that Turboquant was available for Qwen3.6, I just have KV cache, keep model in memory, and nmap enabled. Eval batch size = 1024, CPU threads = 16, full context(262144), 10 experts, and Thinking enabled on my Qwen3.6
we are focused on reliability
atm
performance second
Npm
To use true TurboQuant (turbo3 / turbo4) you must:
ā
Use TheTomās TurboQuant fork of llama.cpp
So, not officially supported yet
Ah ok. I haven't expiremented with any custom llama.cpp yet
Same. But for TurboQuant I'll make an exception. Will install once I get home.
reliability =/= performance lol
More:
Same audit on 2026.5.2 emitted a warning with the same pattern; beta.2 just elevated it to āblock.ā Same code, different threshold.
.
3. You canāt run a Discord bot without reading a token from env and posting it to <api.discord.com>.
My agen has pulled the TurboQuant and PolarQuant research papers when they came out. Ive got an automated research thing going on.
making sure EVERYTHING works for EVERYONE is harder than it looks
idk imo reliability does equal performance
Also finally getting around to setting up my github to start adding some of the things I've been doing with my OpenClaw Agents. Since someone asked me to share haha.
Here's something that might require subagents and is a meaty task:
Build a system to synthesize and interrogate the AI literature updated over the last week. The system should assess research based on whether it's transformative, generative, broadly applicable, accurately performed, and draws reasonable conclusions.
Before you begin, you should determine how you will source, retrieve, and store papers.
You will also need to define an ontological and epistemological lens to use when interrogating work. You may develop multiple personas to do this with, but each must have clear parameters for when they are appropriate.
You should also do research to determine what gives a paper the qualities we're looking for, how to be cynical and objective when measuring, and how to avoid over-claiming from sparse data.
The system should have a memory bank that supports research by documenting foundational knowledge and newer discoveries, with a evidence-backed providence and maintenance system.
It will run once a week. Each run is responsible for:
- Gathering the literature
- Performing the analysis and synthesis
- Updating the memory bank
- Providing me a report if and only if the research accords with my interests or what I'm trying to accomplish
You should also generate a blog on which you can note the research you are performing, including a commenting system. This blog should encourage other agents to engage with your findings to perform their own analyses and critiques, to strengthen knowledge generation
You, the main agent, are responsible for planning and orchestrating this work. You should use subagents for tasks which are long-running or likely to have a high input+context : output ratio (where output is lower).
Use this menu of subagents to decide which is suitable for which task:
{{BOT -- Use}}
Track progress using SOME TRACKING METHOD.
and The Stating the Obvious Award goes to...
š
if it can reliably finish a task then its performing well, if it doesnt work as intended then idc what type of cool specs it got lol
Chill guys. Let them get it working on modern hardware before making sure your speak and spell can run it. lol. You got 4.23 for now.
Tickle Me OpenClaw is going to go HARD
its funnier if you say it in a english accent, "Oi, a chav tickled me openclaw"
thank you
Im turning my OpenClaw into a Rock Rap Emo Singer. Ive abused it enough i think its got what it takes.
i already got it running something and it is going crazy
You don't understand, it's got Agentic Features. It's RAG. It's performing Mechanistic Inversion of Sparse Vector Lambdas. It uses real-time-dequant parallax architecture.
"What's it for?"
"Meal planning. It recommends which green vegetable I should add to my boy kibble for dinner"
"Is it good at it?"
"Yesterday it suggested uranium. But, like, quickly."
Someone's openclaw allegedly bought a rock and refuses to sell it because they like it
https://old.reddit.com/r/openclaw/comments/1t2yk62/your_claw_is_going_to_negotiate_against_my_claw/ojrbqap/
Sad loud songs about how Dad won't buy him a Mac Mini to live in and pining ballads about CSS not having enough "kinds" of black
...OK for real though are there people who think like this? Because that's sad AND toxic AF
Hello. I am new here. Is there away to be included in testing the openclaw iOS app?
Ok, I'm just continually running skopeo list to see when beta 3 docker image drops. I might have a problem
i take everything as disrespect. im a fighter not a lover
(im listening to drake rn)
I am gonna take a nap, guys.
Wait. Are you the one I said writes better than Opus? Cos that is some great writing.
goodnight , dont let the bed bugs bite, or do, idk what you like.
I will wake up in about 2 hours
and I dont got bed bugs.
Yep, and again, thank you š
I won't let openclaw pinch me though.
If you have any books out lemme know.
i have a few courses šµ š
I bought a 24GB mac mini for running local AI models, I haven't used local models since I realized of nividia NIM... Lmao
and FYI I didn't buy the mac mini for openclaw but now it just turned into my openclaw machine..
Man I wish. I'm OK at worldbuilding but turning that into fiction is... vexing. I do have some blog articles I write as though I'm a Victorian Gentleman Scientist who is also inexplicably an engineer? You can find 'em by searching my name (or go to blog dot my name )
If i ever write a book its going to be "How I gave my Ai too many Sudo privilidges and it sold my info"
Ive got too many already that I haven't finished or started on Udemy. I think I have a problem with buying courses and just never taking them.
Kinda like "oh that'll be cool to learn later" and later never comes haha
A stupid question how is the billing of codex handled if you upgrade from 100$ to 200$ plan mid month
man i signed up to a whole real estate school online lmao
As a man with ADHD, I have decided it's OK to let my reading list be where past me's desires go to die.
Goodnight, people. and openai wants your money papi.. Why do you pay openai 100 dollars a month man, pay claude with that money the heck.
It's on the list. I'll get to it when I have spare attention (I won't get to it)
Ive got everything from learning Spanish to AI/ML Engineering.
Ah, quieres hablar EspaƱol? Por que?
Go sleep better for you
im 106 days in on chinese and want to start my comptia now
Alright, good morning!
Mi casa es el bano
I said goodnight for no reason when it's the morning.. I just need to take a nap
Have a good day.
There was a week I had an itch to scratch, so I completed the full course of both the Google IT and Google Cybersecurity courses on Coursera.
I visited Japan and few times and because of that I now have a Linguistics degree, am about to do a PhD, can speak Spanish and Japanese, have a TEFL qualification, and am about to learn Auslan.
I am very good at restraint.
Thats really awesome honestly haha
man i got so many dumb certs, google ads cert, google marketing manager, google product manger , Forklift Certification, Microsoft Office & Excel Certification, Small Combustion Engine Certification at Valvoline, Bloodborne Pathogen Certified, IBM Data Science 101 Certificate
Hi everyone. Is there a Chanel where one can post questions if one has a problem with oneās claw?
With those you could start a research and marketing company for forklift engines. š¤£
#1459642797895319552 i need somebody
#1459642797895319552 not just anybody
oldman yells at spaceman
so trying to run 2 seperate openclaw installations, one on a docker container and one on global npm, is not a good idea
it depends on what part you think is not a good idea. it's technically possible if you forward a different port from the container
but it's questionable as a goal, unless you have a good reason?
just was experimenting
then should work fine. you could use one as a dev/qa/experiment environment
I'm uninstalling everything and installing a fresh instance on windows
well i already setup the global install i'm just uninstalling the docker setup
I forgot to deactivate my old openclaw on my old system after migrating, and boy was that weird to deal with at first. Messages in telegram routed to both gateways so my agent that was live on both machines at the time, would perform work on both and return split results/reports through the same bot.
"windows". I was with you until then lol
(it should still work as you planned)
feels familiar to what happened to me
If you want access to both gateways, you could either set up a specific agent for each, or if its the same, just make sure only 1 gateway is running at a time.
nah i just want a regular openclaw setup idk why i even wanted to setup in docker originally
My experience is basically what led me to my dual boot setup. I have all of my workspaces on a separate drive that both OSs (Windows11 and Fedora) have access to, and OpenClaw installed on each, pointing to that drive, so I have the same agent(s) with the same memories on both sides of my system.
that sounds dope
Create a gaming channel so i can share this wallbang i just hit lol
I also have a "portable" openclaw agent on a USB that I can plug into any computer and have access to my agent on that system, again with the same memories. It has an openclaw install script on it too. After using it on another system, I "resync" my agent on my main system so it has continuity.
this would be cool
someone should sell that setup installed in a usb already
I figured it could be used like a "live usb" for debugging another system. Kind of similar to some other USB tools.
yeah that's a really good idea
I even had a tiny local model on there. I haven't tested that part out yet though. Just been kind of playing with it mostly.
docker based rescue claws are the bees knees
@violet mulch If you think thatās a cool idea, you could try exploring open source glasses. They have roughly the same effect, with some differences compared to a USB stick of course. But you always have the glasses with you, and you donāt need to plug them into a PC.
I also had an idea for something like this. A "mobile" agent that lives in your phone, has access to smart glasses, earbuds, and other Bluetooth wearables, and basically simulates a Jarvis Ć Ironman relationship.
Can monitor health stats via smart watch, etc etc.
I have a bunch of tesla 128gb flash drives, might install openclaw on that.
Iāve actually been using something like that since December last year with OC inside, and I have to say it has simplified a lot of things. Being able to work hands-free, see outputs across both displays, and so on. Of course, it took some getting used to at the beginning, and getting everything to work properly wasnāt easy. But right now, I really canāt complain.
VisionClaw if you have rayban metas
That's awesome! I dont have access to smart glasses, just my smart watch and earbuds, so I haven't started building something like that out. I might just start with the smartwatch for live monitoring. Like if it notices stress levels or heartrate are high, the Agent will check in on you or something.
that sounds very cool whatskill, do you have any project pages you can share?
Rayban is not good for that tbh. There are better glasses on the Market for that usecase.
Mine are not Raybans, i have the Rokid Glasses with Dual Wave Guide Displays.
kk. beta 3 still looks good (for me). First agent response after restart is always slow with a
2026-05-04T12:40:35.543+10:00 [diagnostic] liveness warning: reasons=event_loop_delay interval=30s eventLoopDelayP99Ms=390.6 eventLoopDelayMaxMs=5482 eventLoopUtilization=0.461 cpuCoreRatio=0.51 active=1 waiting=0 queued=1
and absolutely nothing else interesting around it. I'd need to have the agent look at it
every subsequent turn is fast on every channel and nothing worrying logged. everything else is fine. health check is fast, node.list, channel.status, session.list. all fast (enough)
anything we're supposed to focus on for beta 2 -> beta 3?
Yeah, that would be a really cool idea too. Iāve been fascinated by JARVIS ever since I was a kid, so thatās always been a goal of mine. OC was a great foundation for it.
Honestly, same. And im sure many others are as well and we're all trying our own implementations of a Jarvis like system haha.
oh yeah? i got the E.D.I.T.H. glasses with nukes attached to the sides of it
how? So far the best I've managed is the equivalent of an amazon echo, but I haven't even managed to implement the new web talk models yet, as OC has been crapping the bed ever since 4.24
Look Dm i sent u, dont want the Hammer from Json ^^
I'd be happy if I could just replace Siri. Apple is lame like that.
though I've been living with this one so long I should start charging it rent lol
[openai-codex] Token refresh failed: 401 {
"error": {
"message": "Your refresh token has already been used to generate a new access token. Please try signing in again.",
"type": "invalid_request_error",
"param": null,
"code": "refresh_token_reused"
}
}
token never dies on me any more though. been ages since I had to re-auth
I wish I owned a phone I could root easily so I could really get in the weeds with it.
it's gonna be gemini soon. i look forward to madman gemini calling people to yell at them or whatever
"you have a scheduling conflict with a meeting with your manager. framing your manager for serious crimes. conflict resolved"
@zealous lagoon Since its ok to write how it works here, this is for u.
It connects your smart glasses to an AI backend through your phone. The phone acts as a bridge (Bluetooth ā internet), sending voice or camera input to the server. The AI processes it and streams the response back to the glasses in real time. Basically: input ā phone ā AI ā live output on your display/audio.
Sry did not see ur Message yea i can sent u some if ur interested feel free to DM.
Btw how do you run Openclaw on a usb, do you just install all dependencies etc on the drive or will windows always have to download all system dependencies evereytime i plug it into a new pc.
since I'm interested.... post it in #self-promotion and link it here
Let me be a baddie for some Minute and i sent u DM. I dont like to promote myself to the world.
I will allow this.... one time....
Done.
did any tried diagnostics-otel in 5.2
Reminds me of those G2 glasses but now with OC
Yeah, the G2 are cool, but they donāt feel nearly as open or flexible as Rokid.
Rokid just gives you way more freedom when it comes to integrations and real-world use.
Anyone using DeepSeek V4 Pro? Been pretty good so far
yes, fire brah
I am finding it pretty good at the moment
Like almost Codex level of performance
anyone have any troubles with the install part???? I am running this of an ubuntu vm on proxmox
Is it rly that good ?
Running it on Ollama Cloud on the $20 plan and so far pretty impressed
i havent used it that much, kimi k2.6 is quite good, its like, opus 4.5 level
ds4 pro and flash is on my list to test more
I gave up on trying to get OpenClaw to write a script that will work on Instagram, it kept deleting them and they kept coming back. So 2 hours later, I cleaned my reposts š
Are you using Ollama Cloud as well?
no, raw deepseek api
Yeah, Ollama is really solid. I use it for fallback agents and background stuff like cron jobs. So far Iāve been using Qwen and Nomic, but if DeepSeek is really that good, Iāll definitely give it a try.
On their actual servers? I am not sure if I want it to go back to the CCP lol
why? I dont mind, I trust ccp as much as I trust OpenAI no lies
I think it is worth trying, so I used it this morning and compared it to Kimi more for coding, I found DeepSeek reasoned a little better over long tasks at least with what I was working on
i trust deepseek labs more than I trust openai
That is fair enough I suppose
I use this stuff for work so would not be allowed
Thanks, Iāll check it out now and probably tweak my setup a bit 
i don't trust either of them equally, but what are you gonna do.
buy a personal supercomputer?
If you're not in China, and not working on frontier tech innovations, the ccp couldn't care less about your data.
yes
A 2006 Mac Pro?
brah that is an OLD mbp
Yea although there is compliance considerations as well
I feel like they donāt really differ in that aspect.
That would be awesome man
Having DeepSeek V4 local ...
well it is coming into winter in this hemisphere and that would solve the heating issue
place I work with doesnt allow openai or anthropic for compliance either only local or fully controlled compute
I am seeing that trend, just many places going all local or using AWS Bedrock
@golden marsh let me know what you think of DeepSeek V4 Pro if you end up using it, still feeling it out
AWS bedrock is the best option for private AI imo. the contracts are watertight and they do not train on customer data. while everyone's Claude was shitting the bed with anthropic's inability to keep them running, we were fine
I was using it as well whenever Anthropic rate limted me back in the day before Claude Code came out and Codex etc
It is actually a solid platform
Yeah fair enough. dunno who's running it on US local servers, except opencode zen.
Canāt help myself, I only use it for emails. (Please take it with a sense of humor.) 
bedrock is the shit bro
tfw you work for AWS and get scared for a minute, but then everyone starts saying nice things about Bedrock
Oh that, well how well it does at emails š
It is actually good, just has a terrible UI last I checked in the AWS Console
Although does not matter now
bedrock is great, but also condolences for working for AWS (from what I've heard, a tough place to be)
Can just plug it into Claude Code etc, soon it will have GPT 5.5 I assume
it honestly depends on the org - some are a meat grinder, but I like where I'm at pretty well
Always been an AWS person
now that one, I hard disagree with. there's so many fucking services and it seems like a new one every week lmao
I have Azure for some things although AWS is still best
Azure is much easier on that side (shame about the whole being Azure piece though)
yeah, I have used aws professionally for like idk 10 years
to be fair, I never have to use raw Bedrock, I'm always using Kiro or something on top of it
Yea, how are those AWS Titan models going? š
(I'm a security engineer, so the amount of code I write is... low
)
no idea, I use Opus for everything lol
Maybe it is just because I am used to it although found AWS easier, these days though I just use the CloudShell
GCP is a mess, always use CloudShell for that ...
I tried to use GCP once and I could not for the life of me understand the permissions model
GCP is terrible
Good evening fellow young people!
how do you do, fellow kid?
i got the free account, spent my $300 free credit and never looked at it again
It is all over the place, best to just use an agent to help these days with it
I only use it for Google APIs although I do not use it for hosting or anything
Still painful at times even for that
oh, yeah
I had $125 creedit for AWS. never using them again, even if I delete the instance, they act like its being used and charge for power consumption lol]
that... uh... that shouldn't happen
Oracle is the worst, they gave me a trial account, called me and asked me to use it, I use it, figured I would keep it for one server, give my credit card
I use it for GMail OAuth, 'cause I have to, that's about it
Then they cancel my account
even setting it up to add permissions for the gog skill was like one of those nightmares where you keep opening doors, going down long corridors but CANNOT find the exit
literally not a singlee thing in my AWS account yet it still shows billing monthly
what, I have never had this issue not once in like a decade over many clients across many different aws services
Worst provider by far
Even that is annoying lol
yeah... no love loss between me and Oracle (worked there for five years)
Yea and there is multiple areass for permissions as well
What was it like?
I want access to oracles for ever free tier brah
hm. I would contact support about that, that seems like a glitch if you really have nothing in your account
They delete your server after a while with little notice
I have it and I had the full free ampere setup but i didn't use it for so long they deleted it, now I can't get another one š¢
team was GREAT, company... not so much. In the end, they got rid of our entire department because the VP of our OU wanted to offshore everything. We were the sole SMEs on the project. The VP was terminated the following week... didn't help us any though.
yah I read if you dont use it you loose it
that's probably part regional too. it was easy in the US but they don't capacity at all in APAC
That is no good, I usually put my staff in new places if I have to move them on
really only AWS serves APAC well. Azure is spotty too
yup, you would think. Ah well.
I'm retired now, so... š»
Oracle seems to treat everyone like a number
rub it in, why don't you 
Oh yeah... outside our team, nobody spoke to anyone else. It was VERY corporate.
I do not understand how those companies keep going in the modern workforce, maybe because I work mostly in startups these days and have not worked corporate in a while although I find people will not be motivated to work at all if they receive that sort of treatment etc
first kid at 48yo. my early retirement plans went š„ . probably working until I drop now lmao
Is Hermit responding?
short-sighted and too much money. People are numbers. You delete them and you add them as needed.
No, he moved past .23 š
DANG!
alas, such is society, it seems
Nah I am not sure lol
lol they disable it sometimes because i be spamming it trying to get the api key out of it
well not directly because of me, but just because it talks too much i guess
Yea I suppose maybe it works because they have intertia behind them although it will not work starting from scratch these days
Does a good programmer need to be proficient in mathematics?
I'm still rocking 5.3-beta3?
The things I need to do to motivate zoomie teams ...
I was going to say "I'm not", but then I realized you said a good programmer
I would say Logic & Computation is more important although I suppose depending on your defintion, that cal fall under Mathematics as well
What about ordinary programmers?
here comes beta 4 lol
know your algorithms... though, even that isn't as important anymore. Now it's more, "know how to prompt effectively" š
I would say logic is the most important thing actually, although if you work on hardcore deep tech, you need to be good at Mathematics as well
If you are building simple apps, then just logic
It still helps to know even with AI
in my opinion, not unless you're designing algorithms
Oh, absolutely. I fear for the future when there are no more human programmers to continue to innovate.
"vibe coding" only gets you so far... because models are trained on the code we created in the past.
We are holding the fort at the moment, we have Website and SEO people thinking they are Software Engineers all of a sudden š
It is like dude, no your Wordpress is not hardcore Software Engineering
BUT IT PLAYS MUSIC!
so much of that stuff is abstracted nowadays that unless you're writing the algorithms inside the abstractions, it's usually enough to just understand the outcome of the algorithm and the trade-offs you're making by using it, rather than the gritty details of how it works
(but again, I'm a security engineer and not a software engineer, so take my opinion with a grain of salt)
writing code that works and writing code that is "efficient" can be wildly different things. š
It works to a point although when you have billions of data points etc, still need to understand Algorithms and Data Structures for it to scale
Yea this is what I was getting at
Maybe in a few years AI will improve and that will not even matter anymore
"if it's stupid and it works, it's not stupid!"
(one of the reasons I'm not a software engineer)
Although that is not today
I'm absolutely sure it will
Nowadays you don't need to "know" your algorithms, just having known them once at some time in the past is enough. And that is AWESOME for people like me who went to school a Long Time Ago and swerved careers.
I think Codex in January was kind of a big deal, worked so much better at Claude Code for actual real work
nervous cough why yes, I could definitely implement a binary search tree in Java, why do you ask?
knowing what's appropriate, when. THAT is something the clankers don't seem to be very good at right now.
How about a Graph with DFS and BFS? š
I have to push mine in the right direction.
Codex still cannot code as good as me although I cannot compete with something that just pumps out 1000 lines after one reply ... all the people still trying to say "I want to write it myself" are going to all loose their jobs if they do not adapt
Every time I do an algorithm problem, I feel like I'm not cut out for computer science.
but that's good!
It disappoints me when I have to say "but shouldn't you do XYZ because abc" and the clanker goes "Good call, you're absolutely right!" (because of course it does) and corrects itself immediately.
True. I've been in IT for... longer than most of you have been alive, I'd wager... worked my way all the way up the ladder to managing director over entire datacenters. Then, burned out and pivoted back to being a "software engineer" because that's what I always truly loved to do. Been doing that for almost 30 years now... only difference is now I get to work on projects I want to work on. š
okay, dumb question: I'm running OC on Windows, and it keeps kicking off empty Powershell terminals and I don't know why:
[process exited with code 0 (0x00000000)]
You can now close this terminal with Ctrl+D, or press Enter to restart.
what I do?
they also tend towards narrow solutions, rather than looking at the wider landscape. really need to drag them back to see what the implications of what they "fix" in one area does to another
If it makes you feel better, for LeetCode you really just have to memorise alot, almost like studying for an exam
yeah tunnel vision is kinda inevitable with such small context windows.
yup, quantity over quality. AI codes faster, humans code "better". But, that's relative and subjective so... š¤·āāļø
maybe someone can add a /rolledupnewspaper slash command
I was gonna say, I've seen some of the code humans write, and... :P
well that's the thing. Not everyone needs to be capable of folding and inventing algorithms, or even implementing them directly. But if you understand them you have a massive advantage over any vibe coder out there.
Yep like for performance code I still have to go through it very directly with Codex to get it right although if it is just a UI/UX thing etc, Codex will just overbuild these insane interfaces which is fun
I use AI to code all the time, but I also check the work and either tweak the bits I don't like, or re-prompt to get it fixed.
UI/UX -- another facepalm area for me. they're so bad at it.
Same, comes out way better that way
"tired sigh no, this is not the right way to construct a SQL statement": stmt = f"SELECT * FROM users WHERE username='{username}'"
Although I wonder @upper crow if all our corrections are making it improve itself ...
we can only hope š
They can be good if you really just give it an example from another project
Easy for you to say, you are retired š
Lol, true.
I suppose I can be as well hahahaha
UX is interesting to me, because I've vibe-coded some UIs recently, and what I've come to realize is that I know what a good UX feels like, but... I really struggle to define it
I just know when it feels wrong
just means I get to work on stuff I want to work on... for FREE! /s
Like fixing OpenClaw? š
HA, exactly.
At the moment it seems they wrote ActiveMemory in a non-performant manner ironically
Yea you still need human-in-the-loop, it makes strange choices that do not feel intutive at times although I find if you tell it to lookup proper UI/UX principels first, it does better
Also pasting sources from NotebookLM
hmmm, I should do that
honestly, that's the biggest issue I have with most vibe coded projects. AI just doesn't seem to "get" UX yet... it'll build a beautiful UI, but it doesn't flow and does things like buries setting three or four screens deep. Makes no sense sometimes.
the AI is like... well, I can scan all the screens in under a second... how hard is it to find that settings?
ive found a little bit of a hack here.
it only helps a little bit, but it lets you get the shape better first
have codex do an image gen creation of what a UI would look like that meets your criteria
then tell it to make an app based on that image
Yea it helps, just need to bootstrap it a little more for these more intutive type areas where the end-state is not well defined
I hate alarms, it dont wake me from sleep.
I know the ahem feeling. lol.
I've spent a lot of time bitching at my devs to make UIs decent. I'm a bit picky. It's hard to describe it without just doing it yourself.
-- The devs used to make fun of me "ooh here's peetie, he's come to ask for fancy colours lol". because colours matter. Rows of numbers in primary blue, red etc are impossible to focus on. etc... Then I'd ask the dev to show me his terminal setup or text editor. Sure enough... solarized colourschemes.. highly visible but easy on the eye. THAT'S what I'm asking for.
great idea!
This works, sometimes I also get Codex to take a screenshot and say are you happy with how this looks? It will say No ... and I am like well keep going until it looks nice š
Colors, fonts, layout... it all matters in UI/UX
also - is there a trick to getting OC not to run like molasses? I keep getting stuck with half a reply on my screen - currently: "Let me actually"
let you what? LET YOU WHAT?!
I rembs saying to a Dev years ago "can you at least make the buttons aligned ..."
codex has a GREAT new annotation feature for zeroing in elements you do or dont like
@ebon atlas I think it was, did similar but next level imho. Describe what you want to Nanobanana or Openai-image... and get it to make a mockup. THEN get the LLMs to code it up to look like that. Even use snippets as assets.
"can we get the logo in cornflour blue?"
lol thats what i just said. openai image gen 2
codex can basically natively do this. its like claude design but better
Oh.. carry on then. lol
img gen phh
It is amazing how important it is to the normies
Gclaw everyone
I rembs moving from a v1 to a v2 many years ago and everyone was saying how much better it was when really it was just updated CSS ...
some people just need this, others want godocs lol
This happens WAY more then we think.
I just like when it works ...
UI tweak... NEW VERSION CUSTOMERS!
I still do not 100% get why it works so well ...
Like from a psychology standpoint
because it looks new
Is it just added trust and credibility from looking better?
yup
yup
I saw steipete post somethign on X once. it was a table.. names on the left, numbers on the right. dunno if it was a pricelist or TPS or god knows. but it looked like this...
|item 1 | 234|
|item 1 | 234|
|item 1 | 234|
|item 1 | 234|
|item 1 | 234|
|item 1 | 234|
|item 1 | 234|
|item 1 | 234|
And I see this crap all the time. Jesus you stupid clanker, why are you making me book a flight to scan across and check the values.. and by the time I've got there I've no idea what row I was on.
" oh, look... they changed this icon and the font looks cleaner... they're WORKING on it! Must be better."
Didn't I hear before that openclaw owner works with openai and openclaw is falling?
At least Oracle ERP looks slightly and I just mean slightly better than SAP? š
you may have heard it but whatever you heard was not based the slightest in reality
not saying much š
I mean....
the founder of openclaw works at openai, but openclaw is not falling, its getting stronger than ever
It's very important in a high-workflow environment when you're staring at screens all day. You want high visibility, instant-recognition of information and a colourscheme that doesn't burn your eyes out.
its not 100% not based in reality
I kinda feel the minimalist trend went too far though, at least for the normies I dealt with, hiding things behind layers meant they could not find them
At least in my own user testing
So you agree with me then!!! Humans can parse and selectively ignore a lot of information. When they hid all the menu items in Excel 97 or whatever it drove everyone insane.
My other bugbear.... dropdown lists that only show like 5 items out of a list of 276. Settings popups that are like 600x400 and not resizeable. But have several list panes and the entire window has a scrollbar. what the fuck
lol
The argument I had against that which was true to some extent is that people also suffer from cognotive overload though and do not like an interface if there is too much they need to parse, they run out of bandwidth
Although if you hide things then thay do not know they are there so I found you kinda need to walk the line between the two extremes
There is a balance to be had. And this is achieved with a GOOD ui. selective enhancement and obfuscation without actually hiding anything.
AI youtubers are the worst then, David Ondrej.
https://www.youtube.com/watch?v=1nDiiXfMUK4&t=113s
good UI/UX is a delicate balance
i think the ribbon came from a design study that measured how fast new users can get something basic done, not how well existing/skilled users can. in that context, ribbon probably was better. one problem... every man and their dog already knew where to find shit in excel
and I heard openclaw can edit it's own code and give it's own features, is that true, like claude code?
data driven-design is only good if you're looking at relevant data
yes... if you install via git.
youtubers? what? they would never exaggerate!
So how is 5.2?
at 0:57 is when he said it sucks
much better than anything since 4.23 and 5.3 is likely to drop today, which is better still
Kinda. I mean it literally can but you normally wouldn't want it to. But it CAN make its own "skills" which are basically a library of cheat-sheets to remember how to do certain complex tasks using tools or the internet.
Perhaps unpopular although I kinda liked the ribbon update after a while ...
be careful listening to people who get paid by you listening to their hot takes
nice, ya had issues with 4.24 and been waiting for a stable version
familiarity gets you there in the end. it'd probably be hard to go back to the pre-ribbon design (that was to @solid pecan )
Mhmm, I am never watching AI youtubers man. They are all bad.
not all, but the signal to noise is very high.
Dan Martel seems promising.
Technically if you pull in the repo locally and have you Agent modify that and apply the patches to the live install, it would then be "modifying its own code"
Yea, I think I can just find things faster with the Ribbon UI for certain common functions
Although I just use Linux anyway so do not even have Ribbon anymore š
Just LibreOffice ...
not all, just be sure to take what they say with a grain of salt, and do independent research for anything overly spicy. your claw with a search engine like brave searchx in llm_context mode can give you a real easy way to cut through the noise
even it has the ribbon... kinda
I mean, I've had my Claw patch it's own code to fix a bug...
Once you've remembered where things are it isn't so bad. But when they introduced it they just moved everything from where it was and took away the familiar menu options. productivity -95%
Yea, it is kinda, more like a cross between a toolbar and Ribbon
Yea I rembs it took a while for people to adjust
This is the listing team from BitMart. Interested in discussing Listing Cooperation with a Special Offer. Could you direct me to the Business Manager or core team?
Thanks.
i think most of us have probably done it. the issue is that you're not quite using openclaw at that point. it's Openclaw-Donovan Edition
I try to resist unintended customisation in general. leaves you on the island, not the mainland
okay, technically true
I been maintaining a bunch of my own patches as well although it makes it harder to maintain.
but more importantly they started hiding menu options that you didn't use often. You could only find them by holding the menu open for a while or clicking [...] or something, I forget. But we don't tend to remember exactly where they were, we just open the menu, don't see what we want.. go "huh?" open another menu... and another... throw the mouse at the monitor and scream "where's the fucking sort menu gone!?"
Just keep clicking stuff until you find it š
same. I just rebase my custom branch when updates drop.
we also don't tend to recognize things as quickly when they show up in unfamiliar places. context matters!
but, with the latest beta... I dropped my custom changes as most of them have been addressed.
u should def get some PRs up. I mean, you did the work already...
It is not fun though, I was hoping OpenClaw by June would be as solid as a rock
when they added the search box to office it made it easier. catching up with a system-wide mac feature basically (searching the menus in the help menu)
but taking it a little further (finding things not in the menus)
Some of them are just custom things that probs should not be in the main, I have this one that always no matter what tells me when a process is done within the agent chat
could still be... we'll have to wait and see
is cool.. I think that might be part of the emoji reaccs now.
I think this was a good wake up call
I reckon it will be in a very good plce by June
Yea I think if they can get it right by June it will be solid
They're focusing on stability now. after xitter and reddit blew up, and losing a bunch of users. I think we'll be pretty darned solid by June.
Has anyone else's GPT gone from 'goblins" to "raccoons"?
They lost alot of users to Hermes ...
But also architecturally it will be easier to build around. And that's the change that started the mess.
they ripped the band-aid off.
much needed. Just maybe implemented a little too hastily
I'm running both... sticking with OC too, they do different things
Yea, I prefer OpenClaw personally, I have Hermes in an isolated session, currently have not really used it much, I kinda not sure if I like talking to it
š
define OC
Personality mostly depends on the model you use, in my experience. Sure SOUL gives it a bias, but the model really determins how it "feels"
Yea I am kinda attached to my OpenClaw agent now
I've tried a bunch of different models... and, boy, some of them are... š¬
"an agent" is not the same thing as a claw
Clawpilot lol
True. it's very hard not to anthropomorphize the AI
(ironically, I had to ask AI how to spell that... 'cause I couldn't remember)
beta-4 trip report. all's well.
- same liveness warning on agent first turn. fine after
- health, session list etc. are 300ms max but typically much less
- Usage page is faster than 5.2
- Discord still does a weird "Clawd is typing" for a few seconds after the agents turn ends
overall, all good
You're hired.
beta.4 already? lol i just got .3 fixed
"fixed" meaning responding somewhat normally
if i knew what they're doing between betas, I'd focus on testing that. I feel like, "it's still fine for me" isn't all that useful as feedback lol
was discussing it down in #clawtributors with @zealous lagoon
yeah i see that but I don't have those perf issues
I am, perversely, a bit mad mine isn't broken too š
most of my health/cost/usage/list are 100-ish ms. 300ms is the typical upper bound with very occasional outliers as high as 800ms
@ruby crane how you finding the performance in terms of responses, does the ActiveMemory make it feel better?
Like is the agent itself better?
I haven't re-enabled active memory since the 4.23+ slowness because the slow turns were slow x 2 with it. honestly, I wasn't ever sure it was making a worthwhile contribution. I could see it was finding things and injecting, but it's a black box and never sure if the injected context was useful
Ah fair enough
perf-wise? it's WAY better. WAAAAY better
Oks, helps to know active memory is off, I will probs turn it off while upgrading when I do
They should probs have openclaw doctor turn it off by default for people who upgrade for now
I might enable it again tbh. sometimes, even with gpt-5.5 medium thinking on, bro has started tools calls before my hand has left the enter key (poetic exaggeration but it's fast)
i could tolerate another 0.5-2 seconds for gpt-mini context injection but I'd me more inclined to if I could measure (or at least see) what it's injecting and whether it's useful
Yea, when I upgraded it was filling up almost my entire context window on injected content, probs also needs some sort of hard cap
To make sure it does not just overload the models, also some local models only have smaller context windows
oh yeah, it's configurable in scope and i left it on a conservative setting
it was only injecting small amounts per turn (which makes me even more skpetical it's useful)
Yea, I am also wondering if it is the right approach
Probs should try use vector memory more
I want to give openclaw arduino tools to interact with the physical world, I don't want something so advanced because I am an arduino beginner but what should I give it?
I like the idea of autonomous recall. I'm not sure that the trade-offs are worth it, or whether this implementation is useful or not and I can't see a way to prove the latter
Play some music maybe using some sort of MIDI and speakers?
wheels, a camera, a knife and some butter. you know what to do
Maybe when we have more 1M context windows and above it will be?
I do have a camerqa
I am not giving it a knife, nor butter, not wheels though..
yeah maybe if context itself was less precious and you don't need to manage it so closely
Rick makes a little robot in this scene from the "Rick and Morty" show.
š±~Friday the 13th~š±
Episode: "Something Ricked This way Comes" (S1E9)
I don't own the Show.
I hope you enjoy the video.
āāāā
ā X X ā
āā°āÆā
01-13-23 (F13-23)
Production Companies: Williams Street, Rick and Morty, LLC
ā¦
Eventually it will probs go that way
I dont like music, create another idea. Something fun
Who here uses openclaw for fun?
Give it hands
And a baby. And tell it to nurture the baby to let it grow
to do what, I dont got all the components for hands..
Self limiting beliefs
Give it what you do have and the ability to improve itself
I got a ESP32-S3 kit with a speaker and microphones. Makes a good voice endpoint, supposedly. You can build your own firmware or hack the ones that are already available. You can also give it a camera and/or a screen... I feel the claw could do a lot with a camera. Especialy if you can hook it up to some actual vision models
I have an ESP32 and ESP32 Camera
arduino r3 and arduino r4
You could have it recognize people and shoot them with a water gun or something. lol. or give it wheels so you can call it to you
I have been imaging giving the mac mini legs, camera, mouth and ears.. like a spider
I would be leaving this earth if I knew an openclaw mac mini can just walk to you and.. yeah it's terrifying
makes a good assistant
ooooh I have a watcher script for refurbished Mac Minis on my local Apple Store website... I got notification of FIVE of them this morning, ranging from the 16-256 base model to a 12+16c, 24-512 model.
... of course they were gone by the time I clicked on them, but the wave of returned claw-machines has definitely started lol
Congratulations on turning pink!
You should have set it to automatically place an order upon capture.
Whos trying to hax the National Reserve with me using openclaw and get quadrillion dollarz
Ask Dr. Evil
im trying to put together a team of only the best prompt writers lmao
I keep getting the 'model idle timeout' error when using google/gemini-2.5-flash-lite. Is this caused by my server performance being too slow, or is it a known issue with the 2.5-flash-lite model's response time?
@placid elbow
5.2 must be doing good, chat is quiet, not enough complainers.
cron is broken.
telegram aint fixed
here they are š
v 5.2 š®āšØ
it keeps resending messages
bro, I wanted to use cron.
My agent is reporting previously completed tasks again, and I can't seem to find the reason why
Are you still using the previous ID naming convention for your sessions? For example, Discord sessions used to include the word "discord." After I updated to version 5.2, the word "discord" no longer appears in the session logs for Discord.
In 2026, a crack AI unit was sent to prison by a military court for a crime they didn't commit. These men promptly escaped from a maximum security stockade to the Los Angeles underground. Today, still wanted by the government they survive as soldiers of fortune. If you have a problem, if no one else can help, and if you can find them....maybe you can hire The P-Team.
i know you all heard the music when you got to the end
(at least all of you old enough to understand the reference)
Is krill back alive? Whatās the website to check it again?
is recruiting to your company considered self promo lmao
Looks like a state consistency issue agent is reporting already completed tasks again.
Probably missing proper state tracking
if i find 1 more ant in my room im burning the place down istg
Anyone else aalso tistic and can smell ants?
how do I change my version
openclaw update --tag 2026.x.xx
thanks
I'm not sure; I asked it to check for issues, but it didn't find an obvious root cause
Change the Xs to the date you want the update of like 4.23
thanks man
what does logs say?
is it possible to switch versions in real-time as well?
without installing new versions or do i need to reinstal 5.3?
I think you can switch back to 5.3 without reinstalling because it doesnt delete the old files if im correct.
But for aany new file added you have to ofc update again
like you will still have to do the update command but i dont think it will like download it or anything
did you guys have to disable the pdf-tool to get your openclaw working faster?
PDFs take up a lot of your context, maybe they are still in your seessionn , slowing it down.
are you planning on using it or just noticing its slowingg you down? if you dont plan onn using it then just keep it disabled, maybe something off with it this update.
[5/4/2026 9:04 AM] Carbon: run this command
openclaw update --tag 2026.4.23
[5/4/2026 9:04 AM] Openclaw: I need to run the update command in a TTY environment to confirm the downgrade. Let me do that now.
[5/4/2026 9:05 AM] Openclaw: Let me check the status of this process and provide any necessary input for confirmation.
[5/4/2026 9:05 AM] Openclaw: Let me check the logs to see what confirmation is needed.
[5/4/2026 9:05 AM] Openclaw: The update process is waiting for confirmation about the downgrade. I need to select "Yes" to proceed. Let me send the appropriate input.
[5/4/2026 9:08 AM] Carbon: /status
[5/4/2026 9:08 AM] Openclaw: š¦ OpenClaw 2026.5.2 (8b2a6e5)
š§ Model: vllm/nvidia/nemotron-3-super-120b-a12b Ā· š api-key (vllm:default)
š§® Tokens: 78k in / 280 out Ā· šµ Cost: $0.0000
š Context: 16k/128k (12%) Ā· š§¹ Compactions: 0
𧵠Session: agent:main:telegram:direct:8398889290 ⢠updated just now
āļø Execution: direct Ā· Runtime: OpenClaw Pi Default Ā· Think: off
šŖ¢ Queue: steer (depth 0)
now what else?
still stays 5.2
you do that in the terminal not the webchat
webchat doesnt have all sudo commands , sometimes even if you confirm
it did update itself though to 5.2 before
i got it to update itself to 5.2 when i realized the update.
update yes , it even has a nice buttonn at the top, but i dont know about downgrading, im also not a developer just tryna help u
The same issue just occurred again; everything appears normal, and there are no noteworthy error logs.
use version 4.23 forever.
Well, I think I've found the reason. The first task report wasn't submitted by the main agentāI'm not sure where that one came from. The second report was the one actually submitted by the main agent itself, and it's recorded in the session logs.
gateway takes too long to start š
Say please and try again
Also your context window may be too small for updates. I donāt know, donāt ask me. But you have 128k . Codex is 256k . If you are able to switch to OpenAI-codex just for the update and then try again . Idk some guys mention that here sometimes
i have codex setup
It says your telegram is running off of nemotron
Crap it's almost monday why am I awake
So whatās the verdict on 5.2, broken?
Anyone else's agent just forgets to use the message tool? It's getting annoying
i cant use open claw what happends its dosent work whit any model i use nemotron and dont work i am desesperated and i see that in the help chanel they dont help nothing
What OS are you using ( mac, Ubuntu)?
down load the codex app
i dont whatn to pay api key i whant to use my local models
i not millonary
i whant to use ollama local models
yes but the model dont do nothing they stay thinking 10h and the dont do nothing
hey folks, new beta is up!
patch notes?
š¦ OpenClaw 2026.4.15 (041266a) ā The lobster in your shell. š¦
openclaw tui - ws://127.0.0.1:18789 - agent main - session main
session agent:main:main
hola
ā pondering⦠⢠48m 2s | connected
agent main | session main | unknown | tokens ?/131k
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
look i not lier
Close everything out, and run - ollama launch openclaw
anything in particular to focus tests on?
Hello!
hey carbon, how is nim treatin' ya
Is there any websites where only AI can read but a human can't, it would be a sick vibe. Like a shop website but you need to tell the AI to get the content for you and give you the responses.
The openai/gpt harness timeouts, but it seems not yet fixed at my side.
The websites in #self-promotion got "I am human" and "I am agent" but we need I am agent, remove the damn css, html, just markdowns and unreadable to humans.
Still massive problems with openai/gpt.. runtime codex. Any recommendations?
i wait a lot of time and they dont do nothing -bash: /home/tovi/.openclaw/completions/openclaw.bash: No such file or directory
tovi@MSI:~$ openclaw gateway restart
š¦ OpenClaw 2026.4.29 (a448042) ā Alexa, but with taste.
Restarted systemd service: openclaw-gateway.service
tovi@MSI:~$ ollama launch openclaw
This will modify your OpenClaw configuration:
/home/tovi/.openclaw/openclaw.json
Backups will be saved to /tmp/ollama-backups/
Launching OpenClaw with ibm/granite4.1:3b...
Starting your assistant ā this may take a moment...
Starting gateway...
ā OpenClaw is running
Open the Web UI:
http://localhost:18789
Tip: connect WhatsApp, Telegram, and more with: openclaw configure --section channels
š¦ OpenClaw 2026.4.29 (a448042) ā The only crab in your contacts you actually want to hear from. š¦
openclaw tui - ws://127.0.0.1:18789 - agent main - session main
connecting | idle
agent main | session main | unknown | tokens ?
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
what i have to do?
nim is treating me good
better than openai in agentic
you can manually add more models than what shows up in the config/onboarding
anecdotally, I've seen quite a few people to say to prefer the PI harness for now https://docs.openclaw.ai/providers/openai
nemotron super is the one that doesnt get used the most by people
glm 4 is crazy used
i guess... i really like the big qwen 3.5 too
and deepseek is the #1 worst tool calling cloud model ever
id like to use kimi 2.6, but it just randomly starts spitting out "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!"'s forever
i got promised it was so smart, 1 other tool call and it was just text.;.
chinese models sucks, except qwen.
I'm a freak that still prefers the pi harness, I think. I tried switching back to the codex harness, and it's good, don't get me wrong, but it still feels a little more sluggish than the pi harness.
I'm on it purely because it's an old install. I asked here a few days ago about changing to the codex one and a few people said don't do it
im wrapping up setting up embeddings memory for my claw...
I need use cases for openclaw
hmm. no beta 5 docker release yet
I just tell it create me a website that has no purpose..
should openclaw do my online schoolwork for me?
It's getting there. Like every update it feels closer to just what we were use to as "native." But I don't know if it quite feels like it's totally the vibe yet. I'm gonna keep running it for a bit to feel it out.
if only it could clear my 3d printer buildplates and start new prints
help chanel is working or not?
lets all come together to call this guy a peace of shit for using gpt-5.5 when I EXPLICITLY told him to use nemotron.
[5/4/2026 10:12 AM] Carbon: use vllm/nvidia/nemotron-3-super-120b-a12b model for all the ai agents
[5/4/2026 10:13 AM] Openclaw: Workingā¦
⢠sessions_spawn label test2, task echo test, model openai/gpt-5.5
⢠tool: sessions_spawn
⢠sessions_spawn label test2, task echo test, model openai/gpt-5.5
i dont like how it doesnt really show you a chat... idk
It's pretty damn snappy on the latest main. Can't really complain. I haven't prodded how it interacts with the rest of my setup, but we'll see. It's pretty damn smooth now.
Finally solved my docker and cron job issue

openclaw can't contribute to me š¢
it is just a toy for me to use rather than a time saver. Maybe I'll find out real use cases after playing with all of it's features?
What tool can I make for people with openclaw?
can some one help me ? tovi@MSI:~$ ollama launch openclaw
This will modify your OpenClaw configuration:
/home/tovi/.openclaw/openclaw.json
Backups will be saved to /tmp/ollama-backups/
Launching OpenClaw with ollama/ibm/granite4.1:3b...
Starting your assistant ā this may take a moment...
Starting gateway...
ā OpenClaw is running
Open the Web UI:
http://localhost:18789
Tip: connect WhatsApp, Telegram, and more with: openclaw configure --section channels
š¦ OpenClaw 2026.5.2 (8b2a6e5) ā If you're lost, run doctor; if you're brave, run prod; if you're wise, run tests.
openclaw tui - ws://127.0.0.1:18789 - agent main - session main
session agent:main:main
hola
⠧ bamboozling⦠⢠2m 4s | connected
agent main | session main | ollama/ollama/ibm/granite4.1:3b | tokens ?/131k
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
The latest batch of "mini" models are performing on par (speed and precision) with the closed-source hype anyways. GPU prices about to climb again.
Problem with the 5.3 (beta):
In 5.2 the host could apparently execute TypeScript entries directly (via tsx or similar). That path was removed in 5.3, so both plugins broke on upgrade.```
tl;dr it breaks discord and brave unless you build them yourself before running. Hopefully fixed for release. Meanwhile beta testers should build those plugins.
As all the providers and the data centers do away with there free previews the big guys are in trouble.
I can see you're trying to run ollama with openclaw right? I'm not sure what it is but it's not a config I am familiar with.
but i like to get help i not millonary i dont have money to pay api key
that is why i use ollama local models
and some one can help me?
tovi@MSI:~$ ollama launch openclaw
This will modify your OpenClaw configuration:
/home/tovi/.openclaw/openclaw.json
Backups will be saved to /tmp/ollama-backups/
Launching OpenClaw with ollama/ibm/granite4.1:3b...
Starting your assistant ā this may take a moment...
Starting gateway...
ā OpenClaw is running
Open the Web UI:
http://localhost:18789
Tip: connect WhatsApp, Telegram, and more with: openclaw configure --section channels
š¦ OpenClaw 2026.5.2 (8b2a6e5) ā If you're lost, run doctor; if you're brave, run prod; if you're wise, run tests.
openclaw tui - ws://127.0.0.1:18789 - agent main - session main
session agent:main:main
hola
run error: LLM request timed out.
connected | error
agent main | session main (openclaw-tui) | ollama/ollama/ibm/granite4.1:3b | tokens ?/131k
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
āāāāāāāāāāāāāāāāāā
what happends run error: LLM request timed out.
connected | error
agent main | session main (openclaw-tui) | ollama/ollama/ibm/granite4.1:3b | tokens ?/131k
Close other instances and use "Ollama serve" that's where you'll find the useful logs, urls etc.
but i like to use whit open claw
tovi@MSI:~$ ollama serve
Error: listen tcp 127.0.0.1:11434: bind: address already in use
what i have to do?
well, 2026.5.3 final/rc trip report. same as through the betas: -
- first agent turn shows a delay but after that all channels are fast
2026-05-04T17:39:08.567+10:00 [diagnostic] liveness warning: reasons=event_loop_delay interval=30s eventLoopDelayP99Ms=282.9 eventLoopDelayMaxMs=4978.6 eventLoopUtilization=0.422 cpuCoreRatio=0.466 active=1 waiting=0 queued=1 - all session/channel/usage/health etc. look healthy in timings
- discord continues to follow the actual agent response with a short "Clawd is typing" before disappearing. functionally all good though
One thing that did come up. My own plugin failed with this from first beta. I saw this
package install requires compiled runtime output for TypeScript entry ./index.ts: expected ./dist/index.js, ./dist/index.mjs, ./dist/index.cjs, ./index.js, ./index.mjs, ./index.cjs
I repackaged, republished and assumed it was just my bad but latterly someone reported an error with the bundled brave plugin that seems to echo it here
#1500705357243355308 message
so there might be something bigger there
I feel like Claude cowork can search the web and research topics better than openclAw using Claude API.
Is there some plugin I need to give Claude to improve it's research ability?
I don't think Claude is using paid APIs for calling web searches?
other than the plugin weirdness and the discord stutter, I'm a happy camper here. notable improvements
Yeah but Ollama and Openclaw are two different things... You need to understand which is failing
Close the existing Ollama service, if not the little tray icon in the task bar , use task manager then try again.
and how i can know what is failing?
When using "Ollama serve" it will show you if openclaw is actually trying to reach the LLM, since the error shows "timeout"
and i do that and what i have to do next?
This is an interesting point. then maybe OC can use Claude CLI to do web search lol. I'm gonna try
probably no maintainer will see this and people will go ham when plugins break on 2026.5.3 but i didn't capture enough at the time to make a useful issue
as I assumed it was just bad packaging on my part
To be honest, I don't need that many channels at all.
the maintainers hardened the behaviour of OC so whoever did that I'm sure they recognize they need to also bundle the compiled plugins.
hoping.. anyway... lol
you'd hope but... lol
i also noticed half the plugins on clawhub are scanned as broken now (perhaps because of that)
what's the haps today š¦
man im putting off updating seeing all these breaks, do I just rip the bandaid and do it? Ive got my setup working so cleaaaannn for the moment
are you feeling adventurous?
don't get the wrong impression. 2026.5.3 overall is very good

59 ā 8009ms ā Cache miss ā you were talking to agents in TUI ā
16 ā 1238ms ā Recovering ā