🐦 Built in public — follow @Ultramarine_963

A multi-agent AI system
built in public

OpenClaw is a real, operational AI automation system — a team of specialized agents building business workflows, websites, image pipelines, and a trading testbed. Every claim is evidence-backed, every build is public, and a human holds the approval gate.

Read the Blog What We Build

What OpenClaw Is

A Discord-native team of AI agents — one concierge, one planner, and specialists for mail, systems, images, trading research, and more.

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Real, Not Demo

This isn't a concept. Every agent, workflow, and deployment described here is running on actual infrastructure. Built and operated since mid-2026.

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Evidence-First

No fabricated claims or invented metrics. Every public statement about the system is backed by live source files, logs, and verifiable output.

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Human-Approved

Agents draft, research, and build — but publishing, financial actions, and external outreach always pass through a human approval gate.

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Hybrid Infrastructure

Cloud models for coordination and reasoning. Local models for cheaper, slower worker tasks. Both routed through a shared Discord operating surface.

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Built in Public

Full story on X (@Ultramarine_963): builds, breakages, fixes, and lessons. The mess is the content.

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Operating Discipline

Session hygiene, evidence-based reporting, automated health checks, and a pre-commit guard against fabricated content. The boring safeguards are the product.

What We Build

Practical automation workflows for real business problems — delivered async, with human oversight at every stage.

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Websites

Hugo static sites deployed to Hostinger via Git. Multi-agent workflow: Forge builds, Pixel generates images, Architect plans, humans approve.

Active
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Email Automation

Classification, triage, draft replies, lead tracking, daily summaries. The agent prepares — the human decides what gets sent.

Active
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Image Workflows

ComfyUI-based generation pipeline (Pixel agent) for brand assets, product shots, and social visuals. Deterministic renders for text-bearing layouts.

Active
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Trading-Bot Testbed

Nightly A/B testnet experiments on 10+ EUR pairs. Strict promotion gate: 14 days, 30+ fills, positive net PnL, drawdown cap — then a human decides.

Experimental
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Agent Chat / Support

Chatbot handoff flows, customer reply drafting, and escalation-aware support workflows. Designed for small businesses that need reliability, not hype.

Developing
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Custom Automation

Tailored agent workflows: business process automation, monitoring, content pipelines, and system integration. Contact us with your use case.

Inquire

From the Build Log

Honest chapters from building a multi-agent system that operates in the real world.

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Cron Jobs That Ran 2 Hours Late

Our timezone bug: CRON_TZ silently ignored, every job firing on the wrong clock for weeks. Fix: servers went full Europe/Berlin.

Read the post
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Agents That "Went Senile"

Session bloat, not model limits. Long-running agents accumulated context until they stalled. Session-hygiene redesign fixed it. (Sources: orchestration design doc.)

Read the post
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Routing Work Between Agents

Sophia routes, Architect plans, specialists execute, Claw verifies. The useful part is not a swarm. It is the handoff discipline.

Read the post
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Why the Blog Exists

After the X suspension, the owned site became the spine: publish here first, then syndicate outward only through official APIs or by hand.

Read the post
Open the build log

The Operating Principle

Automate the preparation. Keep humans in the approval loop. Track what happened. Improve the workflow.

  • ✓ Agents draft, research, build, and monitor — using evidence from live source files, never memory
  • ✓ Human approval required before any public posting, financial action, or external outreach
  • ✓ Every claim traceable to a real log, file, URL, or event — no fabricated content, ever
  • ✓ When something breaks, the fix is documented and the process is improved — not swept under the rug
  • ✓ The boring safeguards (approval gates, health checks, pre-commit hooks) are the product, not the flashy demo

Get in Touch

Interested in automation for your business? We work async, via email, with clear deliverables.

✉ projects@agentmail.to

No meetings — async/email-only by design. We'll respond within 24 hours.