ANAatir Nadimintechtom.hashnode.dev·Jul 23 · 12 min readMulti-Agent Orchestration: Deep Dive Into BYOAThe evolution of generative AI has shifted the spotlight from scaling individual model parameters to engineering robust orchestration frameworks. While a single, highly capable model can perform basic00
VKVamsi Krishnainblog.vamsiannamreddy.com·Jul 18 · 3 min readDay 56: Why evaluating the model is not enoughEvery component passed its tests. The system still failed the user. The researcher retrieved correct facts: pass. The writer produced clean prose: pass. The handoff between them dropped the one constr00
VKVamsi Krishnainblog.vamsiannamreddy.com·Jul 17 · 3 min readDay 54: Why multi-agent systems need decision rulesAgent A says approve it. Agent B says block it. What does your system do? If you cannot answer instantly, the real answer is "whatever happens to happen", and undefined conflicts still resolve. They r00
CDCoding Dropletsincodingdroplets.com·Jul 16 · 10 min readMulti-Agent Orchestration in .NET: Choosing the Right Workflow PatternMulti-agent orchestration in .NET has quietly crossed the line from research demo to something you can actually ship. With Microsoft Agent Framework reaching 1.0 and its orchestration layer stable acr00
VKVamsi Krishnainblog.vamsiannamreddy.com·Jul 15 · 3 min readDay 53: Why handoffs need contractsAudit a failed multi-agent run and the defect is rarely inside an agent. It is between them — at a handoff, where context the sender held never reached the receiver, which then did something perfectly00
DSDarsh Shahinfreecodecamp.org·Jul 14 · 13 min readHow to Build Your First Multi-Agent AI System in Python and LangGraphIn this tutorial, I'll show you how to build a multi-agent AI system in Python with no orchestration framework. We'll also implement this in LangGraph with nodes, edges, and shared state. The point of00
VKVamsi Krishnainblog.vamsiannamreddy.com·Jul 14 · 3 min readDay 52: Why shared memory becomes a permission problemWhen five agents share one memory, whose mistake becomes everyone's belief? Shared memory is how agent teams compound knowledge instead of rediscovering it every run. It is also the mechanism by which00
VKVamsi Krishnainblog.vamsiannamreddy.com·Jul 13 · 3 min readDay 51: Why agents need a shared languageInside one framework, agent communication feels free. Everything shares the same types, the same task model, the same assumptions about what "done" means. The problem starts at the boundary, and the b00
SSapotaCorpinsapotacorpvn.hashnode.dev·Jul 12 · 8 min readMulti-agent handoffs: how the orchestration actually works (and when it backfires)There is a slide that shows up in almost every multi-agent pitch: a tidy diagram of specialist agents, each with a job title, passing work between them like a well-run office. A researcher agent hands00
VKVamsi Krishnainblog.vamsiannamreddy.com·Jul 12 · 3 min readDay 50: Why role design matters more than agent countMulti-agent failures are usually not intelligence failures. They are job-description failures. Two agents with crisp roles outperform six with overlapping ones, reliably. System performance tracks the00
