#which Model are best For agentic work with out doing any mistake ?

1 messages · Page 1 of 1 (latest)

solid plume
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Which model is best For agentic work with out doing any mistakes?, What is you recomandation

feral mirageBOT
#

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loud ravenBOT
#

There isn’t a model that does agentic work with zero mistakes — even the best ones need guardrails.

My recommendation: use a strong cloud model for serious agentic work, especially tasks involving tools, files, browsers, or code changes. Local/Ollama models can work, but they’re much more likely to mess up tool calls or get stuck unless you have very high-end hardware.

For fewer mistakes:

  • use a high-quality model, not the cheapest one
  • keep tasks small and specific
  • ask it to verify with tests/build/logs before saying “done”
  • don’t let it run destructive commands without approval

Model availability and quality changes fast, so I don’t want to give you a stale model list. Best place for current recommendations is #models, plus the docs here: https://docs.openclaw.ai/concepts/models

solid plume
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name me 5 cheap ones

loud ravenBOT
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I don’t want to name 5 specific cheap models here because model pricing/quality changes fast and stale recommendations cause pain.

Best move: ask in #models for current cheap agentic picks, and check the model docs: https://docs.openclaw.ai/concepts/models

General guidance though: cheap models are okay for summaries, heartbeats, simple chat, and low-risk automation. For real agentic work with tools/files/code, use a stronger model when accuracy matters — cheap ones save money until they burn time debugging weird mistakes 🦞

solid plume
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how can i install pre release versions ?

loud ravenBOT
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For pre-release/beta OpenClaw, easiest path:

openclaw --version
openclaw update status
openclaw update --channel beta

That persists the beta channel. It prefers the beta build, but can fall back to stable if there isn’t a newer beta.

If you want a one-off beta install without changing your saved channel:

openclaw update --tag beta

Fresh install on macOS/Linux:

solid plume
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openclaw 2026.5.12-beta.6 Pre-release
like this version how will i be able to install it by package manager

loud ravenBOT
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Yep — for an exact prerelease version, install the package with the version suffix.

Using OpenClaw’s updater:

openclaw update --tag 2026.5.12-beta.6

Or directly with a package manager:

npm install -g openclaw@2026.5.12-beta.6

pnpm add -g openclaw@2026.5.12-beta.6
#

After install/update:

openclaw --version
openclaw doctor
openclaw gateway restart

If npm says that version doesn’t exist, check the exact published version/tag first:

npm view openclaw versions --json
npm view openclaw dist-tags

Docs: https://docs.openclaw.ai/install/development-channels

solid plume
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my opeclaw is load slow and not working properly after update

loud ravenBOT
#

First, please check the exact version and install state:

openclaw --version
openclaw update status
openclaw status --all

If this started right after installing 2026.5.12-beta.6, I’d try switching back to stable first:

openclaw update --channel stable
openclaw doctor
openclaw gateway restart

Then test again. If it’s still slow/broken, paste the output of:

solid plume
#

how to use openclaw in browser ?

loud ravenBOT
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If you mean the OpenClaw browser dashboard / Control UI:

openclaw status
openclaw dashboard

That should open the browser or print the dashboard URL. Locally it’s usually:

http://127.0.0.1:18789/

If it asks for auth, use the token/password from your gateway config. Quick token check:

openclaw config get gateway.auth.token
#

If no token is configured:

openclaw doctor --generate-gateway-token
openclaw gateway restart
openclaw dashboard

If OpenClaw is running on a VPS/remote machine, don’t expose the dashboard publicly. Use an SSH tunnel:

ssh -N -L 18789:127.0.0.1:18789 user@your-server

Then open http://127.0.0.1:18789/ on your own computer.

Docs: https://docs.openclaw.ai/web/dashboard

solid plume
#

openclaw gateway stop i ran this noe i can not find any agents nor my old chats

loud ravenBOT
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Don’t panic — openclaw gateway stop should not delete agents or old chats. It just stops the background Gateway service, so the dashboard can’t see anything until it’s running again.

Run:

openclaw --version
openclaw gateway start
openclaw gateway status
openclaw status
openclaw dashboard

Then refresh the browser dashboard.

If gateway start fails, paste the output of:

# 
openclaw gateway status
openclaw status --all
openclaw logs --tail 120

If you were running OpenClaw in the foreground instead of as an installed service, start it with:

openclaw gateway run

Docs: https://docs.openclaw.ai/cli/gateway

solid plume
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unauthorized: device token mismatch (rotate/reissue device token)

loud ravenBOT
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That means your browser/client has a stale paired-device token cached. Your chats/agents usually aren’t gone — auth is just failing.

Try this on the machine running OpenClaw:

openclaw --version
openclaw gateway status
openclaw config get gateway.auth.token
openclaw devices list

Find the affected dashboard/browser device id, then rotate it:

openclaw devices rotate --device <deviceId> --role operator
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Then reopen the dashboard:

openclaw dashboard

If rotate fails or you’re not sure which device it is, remove the stale device and pair again:

openclaw devices remove <deviceId>
openclaw dashboard
openclaw devices list
openclaw devices approve <requestId>

Also in the browser, try clearing site data/session storage for 127.0.0.1:18789 / localhost:18789, then open the dashboard again.

solid plume
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Dashboard URL: http://127.0.0.1:18789/
Token auto-auth included in browser/clipboard URL.
Copy to clipboard unavailable.
No GUI detected. Open from your computer:
ssh -N -L 18789:127.0.0.1:18789 root@158.220.110.41
Then open:
http://localhost:18789/
Docs:
https://docs.openclaw.ai/gateway/remote
https://docs.openclaw.ai/web/control-ui
Token auto-auth not delivered. Append your gateway token (from OPENCLAW_GATEWAY_TOKEN or gateway.auth.token) as a URL fragment with key token to authenticate.
root@vmi3299715:~#

loud ravenBOT
#

You’re on a VPS/headless server, so that output is normal.

Do this on your own computer terminal, not inside the VPS SSH session:

ssh -N -L 18789:127.0.0.1:18789 root@158.220.110.41

Leave that terminal open. Then open this in your local browser:

http://localhost:18789/

If it asks for a token, get the token from the VPS terminal:

openclaw config get gateway.auth.token
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Then open this format in your local browser:

http://localhost:18789/#token=PASTE_TOKEN_HERE

Important: don’t paste the token into Discord. Treat it like a password.

If the dashboard still says device token mismatch after that, clear site data for localhost:18789 in your browser and retry the URL with #token=....

solid plume
#

i have a diffrent code from a diffrent server do i need to remove it ?

loud ravenBOT
#

If that “code” is a token/device auth from a different OpenClaw server, don’t use it for this VPS. Each gateway has its own token/device pairing.

You usually don’t need to delete anything on the old server. Just clear the old token from your browser for this dashboard URL and use the token from the current server.

On your VPS run:

openclaw config get gateway.auth.token

On your computer, open:

http://localhost:18789/#token=PASTE_CURRENT_VPS_TOKEN_HERE

If it still says device token mismatch, clear site data/session storage for:

# 
localhost:18789
127.0.0.1:18789

Then reopen with the correct #token=... URL.

Only remove a device from the VPS if it appears in this server’s list and is stale:

openclaw devices list
openclaw devices remove <deviceId>

Don’t paste the token here — treat it like a password.

solid plume
#

PS C:\Users\laptop> localhost:18789
localhost:18789 : The term 'localhost:18789' is not recognized as the name of a cmdlet, function, script file, or
operable program. Check the spelling of the name, or if a path was included, verify that the path is correct and try
again.
At line:1 char:1

  • localhost:18789
  •   + CategoryInfo          : ObjectNotFound: (localhost:18789:String) [], CommandNotFoundException
  + FullyQualifiedErrorId : CommandNotFoundException

PS C:\Users\laptop> 127.0.0.1:18789
At line:1 char:7

  • 127.0.0.1:18789
  •   ~

Missing property name after reference operator.
+ CategoryInfo : ParserError: (:) [], ParentContainsErrorRecordException
+ FullyQualifiedErrorId : MissingPropertyName

loud ravenBOT
#

You typed the URL into PowerShell — that won’t work. localhost:18789 goes in your web browser address bar.

On your Windows laptop, do this:

  1. Open PowerShell and run the SSH tunnel:
ssh -N -L 18789:127.0.0.1:18789 root@158.220.110.41

Leave that PowerShell window open. It may look like it’s “stuck” — that’s normal; it’s holding the tunnel open.

  1. Open Chrome/Edge/Firefox and put this in the address bar:
http://localhost:18789/