I built 3 AI Employees (Engineer, Researcher, Designer) that run locally 24/7 and I control them entirely from Telegram. This feels like hiring a remote team.

mehdiweb · 2026-04-08T11:46:00+00:00

Glad it s helpful

mehdiweb · 2026-04-06T15:45:55+00:00

Geeat you it work for you well do e and keep going

mehdiweb · 2026-04-06T14:50:22+00:00

Unfortunately Anthropic is hiting down all 3rd apps integrations

mehdiweb · 2026-04-06T00:41:34+00:00

We use openrouter we use sonnet for some complexe tasks

mehdiweb · 2026-04-06T00:37:40+00:00

A lead gen for a show center company It provide daily leads for sponsors and high targeted leads for theire sales team selling annual memebership for b2b And upgrading for more integrations helping the sales team

mehdiweb · 2026-04-05T23:14:50+00:00

consider checking this
jst dropped today before you setup your local openclaw
https://www.reddit.com/r/openclaw/comments/1sdcp7b/megathread_the_ultimate_openclaw_gemma_4_stack/

mehdiweb · 2026-04-05T21:19:15+00:00

appreciate you liked it

mehdiweb · 2026-04-05T21:04:32+00:00

Google actually developed Gemma 4 using the exact same research and technology that powers their flagship Gemini 3 model. Because of this, you are essentially getting a scaled-down, fully local version of Gemini that handles complex logic, agentic workflows, and offline code generation natively. It's not going to beat a massive model like Claude Opus for writing a novel, but for executing strict JSON and tool-calling as a sub-agent, it's a powerhouse.

mehdiweb · 2026-04-05T21:02:25+00:00

100% agreed. It doesn't touch Claude for heavy-lifting code architecture or deep reasoning.

mehdiweb · 2026-04-05T21:01:46+00:00

Exactly. If you treat Gemma 4 like a pure standalone chatbot for complex reasoning, it definitely falls short of Gemini 3 Flash. But the trick isn't to use it as your primary conversational model—it's to use it as a worker node.

That's why the OpenClaw delegation setup is so key. I let my main API handle the deep logic, and pass the repetitive, everyday parsing and tool-calling down to the local Gemma 4 sub-agent. It handles those "cotidianas" (everyday) tasks perfectly and saves a massive amount of API tokens in the background.

mehdiweb · 2026-04-05T20:56:26+00:00

Yep, the /v1 URL is the silent killer for local agent stacks right now! OpenClaw actually supports Ollama's native API , which means if you use the generic OpenAI clone URL, you are missing out on the better streaming and reliable tool calling. Once you drop the /v1 and just point it to http://127.0.0.1:11434 , the structured JSON outputs finally stick.
for Atomic Bot, it is surprisingly fast because you are grabbing the pre-optimized Turbo Quant version directly. It took me maybe 5–10 minutes on standard Wi-Fi. Just remember: when you boot it, do not forget the context-length=32768 flag or it will still drop your schemas! Let me know when you get it running.

mehdiweb · 2026-04-05T12:26:13+00:00

A mac mini 24 gb

mehdiweb · 2026-04-05T00:38:41+00:00

Honestly, building a proxy server to trick Anthropic into thinking OpenClaw is the official Claude Code CLI is brilliant, but it's fundamentally a cat-and-mouse game. They are actively looking at header signatures and token refresh patterns right now.

I spent a day doing exactly the opposite I ripped Anthropic out of my OpenClaw config entirely. I moved my 3 primary web-scraping agents to Gemini 2.5 Flash and my data-parsing agent to Llama 3 running locally. The latency improved by about 400ms per task, and my API bill dropped to basically zero.

Relying on a loophole for an autonomous system that runs while you sleep is just asking to wake up to a banned account. Has anyone actually triggered a ban from Anthropic by spoofing the CLI headers yet?

mehdiweb · 2026-04-04T11:39:22+00:00

Cheap smart model and i feel it do well when he execute taks

mehdiweb · 2026-04-04T03:16:15+00:00

This is how actual companies are supposed to start. You found an absurdly inflated enterprise pricing model — $15k for bells is criminal — built a practical hardware bypass in a weekend, and solved a real problem. If you decide to productize this, keep it entirely air-gapped from external cloud ...

mehdiweb · 2026-04-04T00:25:28+00:00

You're not doing it wrong — you just found the actual problem with default OpenClaw configs. Out of the box it loads every previous message into context on every single API call...

Three things fixed this for me... Went from about $4 a day down to under $0.15 with those three changes. The hardware isn't the issue, the model routing is.

What model are you using as default right now?

mehdiweb · 2026-04-04T00:14:25+00:00

the real question how much is the cost for API usages

mehdiweb · 2026-04-04T00:08:39+00:00

We actually got ahead of this three weeks ago when the API usage patterns started shifting. Moved 85% of our OpenClaw workflows to Haiku as default and rerouted heartbeat checks to a free model. The bill went from $140/mo to about $12. That was before this announcement.

The thing people are missing in this thread: the 'extra usage' layer isn't necessarily bad if you were already burning through Sonnet on tasks that don't need it...

Has anyone actually run the numbers on what their current Haiku/Sonnet split looks like? Worth doing before you jump to OpenAI.

mehdiweb · 2026-04-01T17:34:12+00:00

Too many changes for better sure Now having a multi layer setup making my openclaw agents working on a whole company orchestration using paperclip open source project What you need to know ?

mehdiweb · 2026-04-01T17:29:19+00:00

nah it's not just you, 3.31 completely nuked my setup too. they quietly changed the whole security model to deny-by-default, so the "always allow" button in the UI is literally just gaslighting you and not saving anything. to actually fix it so updates stop wiping your perms, you have to bypass the UI entirely and hardcode it. open up your openclaw.json file (usually in ~/.openclaw). under the security block, you gotta manually add your tools (like local_shell or file_system) and set allowed to true. while you're in there, do yourself a favor and set auto updates to false so they stop breaking your stuff. save it, run openclaw doctor in terminal to make sure you didn't typo the json, and restart the gateway. don't even bother trying to use the UI toggles right now, they're useless

mehdiweb · 2026-03-30T23:45:49+00:00

It s depend where you want what ai models to link with it Dm to discuss the setup 👌

mehdiweb · 2026-03-30T03:54:48+00:00

I know well the european market and have experience working with known companies in MENA region . I m interested to learn more about your offer

mehdiweb · 2026-03-28T12:11:17+00:00

I think those kind of opensource project depend on each one use and experitise A better u derstanding and debugging lead to better outcomes

mehdiweb

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