Tagged “multi-agent”

3 posts.

All Model Architecture13 Training & Alignment8 Inference & Serving11 Agents & Orchestration10 Reasoning & Evaluation7 Safety, Security & Governance3 Platforms & Practice11

Agents & Orchestration 24 min

Dynamic Workflows: When the Agent Writes Its Own Orchestration

A static agent pipeline is a diagram you draw before you know the task. A dynamic workflow is a program the agent writes once it sees the task, then runs deterministically. The difference reshapes how fan-out, verification, and c…

agents orchestration multi-agent llm ∑ ◫

Agents & Orchestration 23 min

LangGraph: Stateful Agent Orchestration from First Principles

Most agent frameworks treat state as an afterthought, tacking memory onto a chain of LLM calls. LangGraph inverts the design: the graph is the state machine, every node transition is checkpointed, and cycles are first-class citiz…

langgraph agents orchestration state-machines ∑ ◫

Agents & Orchestration 19 min

Multi-Agent Orchestration Patterns: When Coordination Beats One Agent, and When It Just Multiplies Cost

A single agent burns about 4x the tokens of a chat. A multi-agent system burns about 15x. The whole question of orchestration is whether the extra agents buy you accuracy worth more than that bill, and four named patterns decide …

multi-agent agents orchestration llm-systems ∑ ◫