Multi-Agent LLM Systems - PenlumaFoundations, patterns, protocols (MCP/A2A), memory, reliability, and cost of agentic systems.https://penluma.com/Multi-Agent AI Systems: When (and When Not) to Use Themhttps://penluma.com/blog/agent-orchestration/agent-orchestration-00-index/https://penluma.com/blog/agent-orchestration/agent-orchestration-00-index/Multi-agent AI systems can cost 15x more tokens than one chat turn. Learn when agent orchestration actually pays off and when a single prompt wins.Tue, 16 Jun 2026 00:00:00 GMTMulti-Agent LLM SystemsWhat Is an AI Agent? (And When You Actually Need One)https://penluma.com/blog/agent-orchestration/agent-orchestration-01-foundations/https://penluma.com/blog/agent-orchestration/agent-orchestration-01-foundations/Learn what an AI agent really is, how the agentic loop works, and when to choose a plain LLM call, a workflow, or a multi-agent system instead.Tue, 16 Jun 2026 00:00:00 GMTMulti-Agent LLM SystemsMulti-Agent Orchestration Patterns: It's the Wiringhttps://penluma.com/blog/agent-orchestration/agent-orchestration-02-patterns/https://penluma.com/blog/agent-orchestration/agent-orchestration-02-patterns/A plain-language field guide to multi-agent orchestration patterns: prompt chaining, routing, orchestrator-worker, swarms, debate, and when to use each.Tue, 16 Jun 2026 00:00:00 GMTMulti-Agent LLM SystemsHow AI Agents Talk to Each Other: MCP, A2A & Handoffshttps://penluma.com/blog/agent-orchestration/agent-orchestration-03-communication-protocols/https://penluma.com/blog/agent-orchestration/agent-orchestration-03-communication-protocols/A plain-English guide to how AI agents share state, hand off control, and use tools - covering MCP, A2A, handoffs, and structured outputs that actually work.Tue, 16 Jun 2026 00:00:00 GMTMulti-Agent LLM SystemsAI Agent Frameworks in 2026: Which One Should You Use?https://penluma.com/blog/agent-orchestration/agent-orchestration-04-frameworks/https://penluma.com/blog/agent-orchestration/agent-orchestration-04-frameworks/A plain-language guide to AI agent frameworks like LangGraph, CrewAI, and the OpenAI and Claude SDKs, and how to pick the right one without over-engineering.Tue, 16 Jun 2026 00:00:00 GMTMulti-Agent LLM SystemsContext Engineering for AI Agents: Why More Isn't Betterhttps://penluma.com/blog/agent-orchestration/agent-orchestration-05-context-memory/https://penluma.com/blog/agent-orchestration/agent-orchestration-05-context-memory/Context engineering for AI agents means feeding the model the smallest set of high-signal tokens. Learn why more context hurts accuracy, cost, and speed.Tue, 16 Jun 2026 00:00:00 GMTMulti-Agent LLM SystemsWhy AI Agents Fail on Long Tasks (and How to Catch It)https://penluma.com/blog/agent-orchestration/agent-orchestration-06-reliability-eval-obs/https://penluma.com/blog/agent-orchestration/agent-orchestration-06-reliability-eval-obs/AI agents that do long, multi-step work fail in ways single prompts never do. Learn why reliability decays, how to evaluate agents, and how to see inside them.Tue, 16 Jun 2026 00:00:00 GMTMulti-Agent LLM SystemsWhy Multi-Agent AI Costs 15x More (And When It's Worth It)https://penluma.com/blog/agent-orchestration/agent-orchestration-07-cost-performance/https://penluma.com/blog/agent-orchestration/agent-orchestration-07-cost-performance/Multi-agent AI systems burn about 15x the tokens of a normal chat. Learn what drives the cost, when it pays off, and how to cut costs without losing quality.Tue, 16 Jun 2026 00:00:00 GMTMulti-Agent LLM SystemsHow AI Really Works Inside a Print Shop SaaS (Case Study)https://penluma.com/blog/agent-orchestration/agent-orchestration-08-applied-case-study/https://penluma.com/blog/agent-orchestration/agent-orchestration-08-applied-case-study/See how AI agent orchestration really ships in a print-shop SaaS: what works today, the four constraints that block multi-agent flows, and where to grow next.Tue, 16 Jun 2026 00:00:00 GMTMulti-Agent LLM Systems