Most multi-agent systems run agents in sequence. That's a bottleneck. Here's how we built a parallel orchestrator that handles 10K tasks/hour and cut latency by 74%.
Most teams think their multi-agent system is slow because of LLM latency. Wrong. The real bottleneck is the coordination tax between agents. Here's how we measured it, diagnosed the problem,
Most multi-agent orchestration platforms dump every piece of context into every agent. That's a recipe for token bloat and degraded performance. Here's how we built a selective context injector on
Most multi-agent systems fail silently. We built a production observability layer with OpenTelemetry that exposes every agent decision, latency spike, and token burn. Here's the exact architecture we used.
Default agent schedulers treat all tasks equally — and that's a disaster for production systems. Here's how we built a priority-based task queue that cut P95 latency on critical workflows
Hardcoding agent names and endpoints in your orchestrator works fine with 3 agents—until you hit 30. Here's how we built a Redis-backed dynamic agent registry that auto-discovers, health-checks, and deregisters
Naive multi-agent systems waste a fortune on redundant LLM calls. Here's how we built a cost-aware orchestrator that routes, caches, and deduplicates agent requests — cutting our API bill by
Your multi-agent system looks alive, but it's dead inside. We'll show you why static orchestration fails in production and how to build a runtime self-healing layer that keeps your agents
Dynamic agent orchestration wastes CPU cycles on runtime routing decisions. We show how treating your workflow like a compiler—static analysis, dependency resolution, and plan optimization—can cut latency by 40% and
Static retry logic won't save your AI agent workflow when a downstream service goes down. Here's how we built a runtime self-healing layer that detects, isolates, and recovers failing agents
Centralized orchestrators look great on a whiteboard but fail hard in production. Here's why you need a distributed coordinator pattern for your multi-agent system, with real code and metrics from