While flipping through the whitepaper, I stumbled upon the Lessons Learned page: the official acknowledgment of errors.
The original text from the whitepaper:
"Our reward distribution lacked precision, often rewarding short-term engagement rather than sustainable value creation."
The old system rewarded "short-term engagement," not "sustainable value."
I continued reading, looking for their solution.
"Leveraging advanced analytics to precisely target rewards, ensuring tokens flow to users most likely to reinvest and support the ecosystem long-term."
Using data to accurately target, letting tokens flow to users "most likely to support the ecosystem long-term."
I paused here: this is the new system's target criteria. But what are the standards for judgment? Where is the boundary between "long-term support" and "short-term engagement"?
I went back to the Stacked official Substack announcement from March 26, 2026, to see if there were further clarifications.
The announcement listed specific issues with the old system: bots, task spamming, shallow engagement, mis-targeting, reward design issues.
Then the announcement stated that Stacked has resolved these problems:
"Not every player should see the same task. Not every action deserves the same reward."
Different players see different tasks, and different actions receive different rewards. $BTC
After reading this sentence, I realized: this describes the outcome of the system, not the judgment logic.
I compared the two documents:
The whitepaper states that the old system rewarded short-term engagement, while the new system uses data for precise targeting.
The Stacked announcement mentions issues with bots and task spamming in the old system, which the new system has resolved.
Both documents only state that "the issues have been resolved."
I'm not questioning whether Stacked has been effective.
But a system claiming to have "resolved the reward error issue" has not disclosed "how to judge" its criteria. @Pixels
How should players determine if they are "worthy long-term players" or "short-term participants that need filtering"?
The old system rewarded the wrong people, at least it was transparent about it. $PIXEL
The new system claims to reward the right people, but there are no standards for what is "right."
Am I a "long-term supporter" or a "short-term participant"? I don’t know; I'm still waiting for the "transparent" new standards. What about you? Planning to jump in? #pixel