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Agent swarms and agentic AI, explained

Seven guides and a glossary for people who are new to the topic. Each one answers its question in the first lines, defines terms before using them, says where the approach is the wrong one, and cites its sources with dates. What we say about our own product is kept to a marked section at the end of each guide.

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The guides

  1. 01 · 9 min readWhat is an agent swarm?A definition, how a swarm differs from one model with tools, from a workflow and from a chain, and when it is the right or the wrong shape.
  2. 02 · 9 min readWhat is agentic AI?Agentic as a property: goals, tools, memory and levels of autonomy. Agent versus assistant versus workflow, and what the word does not mean.
  3. 03 · 9 min readWhat are multi-agent systems and agent fleets?The roles in an agent team, hybrid fleets that mix model families and sizes, single-family versus mixed-family, and seven orchestration patterns.
  4. 04 · 9 min readWhat are the challenges of multi-agent AI?Ten real failure modes, each with a plain example: duplicated context, error propagation, coordination overhead, unverifiable output, runaway spend and more.
  5. 05 · 9 min readHow do you make agent swarms reliable?Seven practices anyone can apply, from scoped context to measuring against a single-agent baseline, and how ContextClone implements them.
  6. 06 · 9 min readSingle agent or multi-agent: which should you use?An honest comparison of one agent against a team, what published evidence does and does not show, and a checklist for deciding.
  7. 07 · 8 min readWhat does an agent swarm cost, and what is the ROI?Where the money actually goes: people's checking time, not tokens. A three-column worked example, labelled as arithmetic, and a calculator.
  8. ReferenceAgent swarm and agentic AI glossaryShort, neutral definitions of 58 terms, each with its own link: agent, agentic, swarm, fleet, judge, lease, fencing token, receipt, replay, BYOK and more.

How these guides are written

  • Findings are attributed to their authors, linked, and dated. Where a source does not establish something, the guide says so.
  • A point without a citation is reasoning or common practice, and is worded that way.
  • No results from real models are claimed for ContextClone. The product runs end to end on a simulator today, with up to four agents. Live benchmarks are planned.
  • Worked examples with money in them are labelled as arithmetic, not measurement.

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