orchestration
3 published articles
AI Sovereignty
Japan's AI sovereignty play is orchestration, not building a new frontier model
Sakana AI's defense chief explains how the startup's orchestration layer lets Japan swap in and out of AI models as needed, reducing dependence on foreign frontier models. The approach focuses on post-training adaptation and multi-model orchestration, not pre-training from scratch.
2026-07-29
Practitioner guide
LangGraph is not an AI benchmark. It's a process framework that knows when to say no.
A practitioner guide on arXiv argues LangGraph fits specific workflow complexity tiers, not every AI use case. Three executable recipes, SQL analytics with repair loops, agentic RAG with evidence gating, and human-in-the-loop policy review, illustrate where the extra structure pays off and where simpler alternatives suffice. With runnable code and clear carve-outs for overkill scenarios.
2026-07-24
AI Agents
Parallel agents aren't about speed. They're about coordination.
Parallel agents split complex tasks across concurrent workers, each with isolated state and defined scope. The real challenge isn't speed, it's coordination.
2026-07-09