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Industrial Agent in Practice: Deconstructing Big Tech's Memory Mechanisms to Build Your Own System.

Hi everyone, I'm Panda Jay. Recently, our developed industrial R&D Agent has been criticized by clients and colleagues: "When viewing reports, can you remember that I prefer to see results first and then evidence, without having to remind you every time?" "When checking data...

Sharer: Xiongmao Jay2026.10.06
Summary

Review the results before exploring further

Hi everyone, I'm Panda Jay. Recently, our developed industrial R&D Agent has been criticized by clients and colleagues: "When viewing reports, can you remember that I prefer to see results first and then evidence, without having to remind you every time?" "When checking data, can you understand my habitual terminology so I don't have to translate it into the attribute names configured in the system every time?" "The same search condition may correspond to fields in different locations; it is necessary to clarify this during the first inquiry. But I have already selected it several times, so after switching conversations, can you stop asking me to explain again?" But in the past...

Our Take

Three things to consider about this case

Why it matters
First, run a small, verifiable task, recording the outcome, manual modifications, and maintenance effort.
Who it suits
Suitable for reference by those who already have similar needs and can verify effectiveness through small tasks.
What to check first
The achievements mentioned in the summary belong to the author's self-report; distinguish between revenue and profit, and consider costs, man-hours, and reproduction conditions.
Our Suggestions / Try This
Who it suits
Independent developers and those needing to improve workflows
What to try first
Select a small task with clear boundaries and create a minimum viable version that can be handed over for others to try.
What to measure
Record task completion rate, number of manual corrections, and whether users reuse the service.
Try Related Open Source Projects ↗

What should you ask before trying this?

  • What specific need does this practice solve for you?
  • How should the minimum viable test be accepted, and how much time needs to be invested?
  • Which steps still require human processing and continuous maintenance?
Still deciding? Read our decision guides
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