Practical guides, templates, and tips for Claude, ChatGPT, Gemini, and beyond.
A team gave all their agents one shared memory to be efficient. Quality dropped 30%. The fix was multi agent memory isolation. Here's the case study on when agents should share what they know and when they shouldn't.
Most guides say specialize agents by giving each a job title in its prompt. That's shallow and it shows. Real agent specialization prompts change what an agent notices and refuses. Here's the weak version and the rebuild.
Picture a CFO asking why the AI bill tripled last quarter. The answer was a multi-agent system nobody had done the math on. This multi agent cost benefit case study shows how to run the numbers before the invoice arrives.
In one famous experiment, agents left to negotiate invented their own shorthand language humans couldn't read. Emergent behavior multi agent setups produce is powerful and unnerving. Here's how to encourage the good kind and cage the bad.
A team spent three months building a five-agent system that a single well-prompted agent beat on every metric. That failure is why you benchmark before you build. Here's the multi agent benchmark method they should have run.
