One common way for multiple agents to coordinate without a rigid supervisor hierarchy is a shared blackboard: any agent can write a value under a named key, and any agent can read the current value of any key. There's no negotiation protocol, no locking — just a simple rule for what happens when two agents write the same key: whoever wrote most recently wins, and the system remembers who that was.
You're given the full message log: (sender, key, value) triples, in order, where each message writes value into the shared state under key. Implement process_message_log(messages). Process the messages in order. Return the final state: a dict from key to (value, last_writer), reflecting whichever message most recently wrote that key.
One dict, updated in a single forward pass, is the entire solution — for each message, just overwrite state[key] with the new (value, sender) pair. There's no need to check whether the key already exists; overwriting unconditionally already implements "last write wins."
The same agent overwriting its own earlier write to the same key is not a special case — it's handled by the exact same unconditional overwrite as two different agents writing the same key.
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