The NEXUS PRIME blog
Writing on multi-agent AI, orchestration, autonomous systems, and the road to launch. No fluff.
Directive to deliverable: watch one sentence turn into a finished investor memo
One sentence in. One finished investor memo out. 90 seconds of orchestrated work across 8 specialists. Here's the full walkthrough of what "directive to deliverable" actually means.
Multi-provider BYOK in practice: a real technical brief that used 4 different models
What happens when one deliverable uses four AI providers, each picked for what it's best at? Gemini for research, Claude for structure, GPT-4 for prose, Llama for grammar. Total cost: under a dollar.
Why AI workflows fail: the 5 quiet killers of most automation projects
The model is not the problem. The system around the model is. Five failure modes kill most AI automation projects, and every one is solvable, if you build for it from the start.
Server cost math: what $15,000 per month actually buys in AI infrastructure
We own 5 Ollama servers. They cost $15,000 a month. Here's what they do, why we own them instead of renting from AWS, and how the unit economics make a $19.99 subscription work.
Quantum cloning explained: the shared-memory trick that makes 100 agents smarter than 1
In most frameworks, every agent starts from zero. Ours don't. When one learns something durable, every clone inherits it, and that compounding is what makes the fleet sharper over time.
Parallel orchestration patterns: the 3 shapes of concurrent AI work
Running 100 specialist agents one at a time is slow and expensive. Running them in parallel is the whole point of having 100. Three patterns get this right. Most systems use none of them.
Specialist vs generalist agents: why 100 narrow experts beat 1 big brain
You wouldn't hire a brain surgeon to also do your taxes. But that's exactly what single-model AI systems try to do every day. Here's why specialization wins.
BYOK billing: why we charge $19.99 when competitors charge $200
A $200/month orchestration subscription spends $180 of it reselling you OpenAI tokens at a markup. We don't play that game. Here's the math behind BYOK, and why it lets us charge a tenth of the competition.
The 100-agent problem
Spin up 3 AI agents and they work. Spin up 10 and they start stepping on each other. Spin up 100 and the whole thing collapses. Here's why, and the architecture that fixes it.
Welcome to NEXUS PRIME, and why we're building it
The models already do the thinking. You still do the copying, the reconciling, the tab-switching. NEXUS PRIME is a bet that orchestration, not a bigger model, is what comes next.