From books

Multi-agent systems pay off when the task splits into roles with different contexts, not because more agents sound smarter.

Marvin Minsky · The Society of Mind · 1986 · The Society of Mind (1986), §30.81 minute read
What magical trick makes us intelligent? The trick is that there is no trick. The power of intelligence stems from our vast diversity, not from any single, perfect principle.Marvin Minsky · The Society of Mind · 1986 · The Society of Mind (1986), §30.8

The number of agents follows the number of distinct contexts, not the org chart.

Minsky's model: intelligence comes from many simple, specialised agents. The modern reading is orchestrator–workers, where each worker has its own context window and its own tools (researcher, coder, reviewer). When it pays: parallelisable subtasks; contexts that would otherwise overflow; separation of privileges (the agent that reads email cannot send money). When it does not: sequential tasks with shared state, where handoffs lose information and cost multiplies because every worker re-reads. The rule: the number of agents follows the number of distinct contexts, not the org chart. Enquiries about multi-agent systems rose 1,445% between Q1 2024 and Q2 2025 (Gartner) — a signal of enthusiasm, not of merit.

Why it mattersA second agent costs a second context; it has to buy something the first could not do.

OrchestratorParallelworkers, ownSynthesis
Each worker sees only what it needs and can do only what it was given.
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