By Pavan Kumar T V ·
Teaching Runs Both Ways
Series: Part 1 was definitions, Part 2 was money, Part 3 was careers, Part 4 was the org. This is Part 5, and it is mostly a download.
Four posts argued that the interesting problems in multi-agent systems are org problems wearing engineering clothes. Several people asked the obvious follow-up: fine, so what does the platform underneath that have to look like?

Agents, Frameworks, Feedback, and A2A — a working note, twelve pages.
So I wrote it up properly. Twelve pages, seven diagrams, three tables, laid out like a conference paper because the format forces you to be specific and makes it harder to hide behind a nice sentence.
Download the PDF (12 pages)Nothing in it is a status report, and it names no employer, client or customer. Where I might be wrong, there is a section that says which parts I hold loosely and what would change my mind, because a note that only contains the author's confident opinions is marketing.
The one thing I changed my mind about
Every feedback design I have seen, including my own, points in one direction. The human teaches. The agent absorbs. Read any protocol's human-in-the-loop section and you will find a carefully specified moment where the agent stops and asks, and nothing at all about the moment after.
That direction is not wrong. It is half a loop.
The reason people assume teaching only flows downhill is accountability, and the assumption is sloppy. Accountability comes from the decider being a named human, not the teacher. Split those two roles and the return leg opens up immediately: an agent proposes, a person accepts, and the record still has a human name on it.
Then ask what the agent has been sitting on that nobody ever collected. The rule you apply by hand every single time and never wrote down. The rule that quietly stopped being true. The two rules that contradict each other, which only shows up in the traffic. Where its confidence actually ends, as opposed to where you assume it ends. What a new joiner should be told on day one, which right now is whatever the last person to leave remembered to type.
An agent that only ever absorbs is a very expensive apprentice who never once tells you what it noticed.
The note argues the whole thing out, including the parts I am not sure about.