Blog
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What Running 34 AI Agents in Production Actually Looks Like
Nova, my personal AI system, now runs 34 agents across general chat, pipeline execution, ERP work, and language tasks. Here's what the production orchestration phase actually involves — and why the next goal is getting it to improve itself.
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The Agent That Reviews Its Own Code
Nova is moving into production orchestration, and the next step is a self-improvement loop — agents that review, refactor, and improve Nova's own codebase. Here's why I'm building it and where I'm being careful.
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34 Agents in Production: What Running a Personal AI System Actually Looks Like
Nova, my personal AI system, now runs 34 agents across general chat, pipeline execution, ERP work, and more. Here's an honest look at what 'production orchestration' actually means when you're the sole developer and the primary user.
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Nova Hits the Orchestration Phase — and Why I'm Building It to Improve Itself
Nova, my personal multi-agent AI system, just moved into production orchestration with 34 agents. Here's what that actually means and why the next milestone is teaching it to review its own code.
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What Running a Multi-Agent AI System in Production Actually Looks Like
Nova, my personal AI system, is now in production orchestration — 34 agents handling everything from general chat to ERP specialists. Here's what that actually means day to day, and what I've learnt building it.
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What Running 34 AI Agents in Production Actually Looks Like
Nova, my personal AI system, is now in production orchestration phase with 34 agents spanning chat, pipeline execution, ERP support, and language tasks. Here's what that reality looks like — and what I've learned from treating AI as infrastructure rather than a feature.
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What 34 Agents Actually Looks Like in Production
Nova, my personal AI system, has crossed into full production orchestration — 34 agents handling everything from general chat to ERP specialisation. Here's what that actually means, and why the architecture matters more than the number.
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Nova Is in Production: What 34 Agents Actually Looks Like
Nova, my personal AI system, has crossed into production orchestration. Here's what that milestone honestly means — and what I'm building toward next.
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34 Agents in Production: What Building Nova Actually Taught Me
Nova, my personal AI system, now runs 34 agents across general chat, pipeline execution, ERP assistance, and more. Here's what actually building a multi-agent system in production taught me — versus what I expected.
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AI Isn't a Tool. It's a Compound Advantage.
Most developers treat AI as a smarter autocomplete. I've been building it differently — as an integrated layer across my entire operation. Here's what that actually looks like in practice.
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