In the sales system, it records "transaction failed." But what really happened? Being defeated by competitors, legal hurdles blocking the process, being listed as a second choice at the last moment—these decision details all disappear. Frame data is lost.
This is the essence of the dual clock problem:
**State Clock** — records snapshots, results **Event Clock** — records decisions, trade-offs, pressures
The former tells you what happened last. The latter allows you to see why it happened that way. Most systems only record state, so you never see the underlying storyline. For those who want to understand the true operational logic of the market, the loss is enormous.
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PumpStrategist
· 19h ago
This is exactly why most people only look at the last candlestick of the K-line, but can never grasp the market's pulse. The state clock only tells you when you've been liquidated, but the entire process of decision-making pressure and chip game? It has long been swallowed by the system. No wonder so many newcomers get caught in traps—they simply can't see the full storyline.
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MetadataExplorer
· 19h ago
That's why on-chain data is so difficult to use; you can only see the on-chain results and never the real trade-offs and compromises.
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RektCoaster
· 19h ago
This is a direct hit. Most on-chain data tracking tools have the same problem—they only look at trading volume and floor price, making it impossible to tell whether it's a dump or accumulation.
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VitalikFanboy42
· 19h ago
Exactly right, this has always been a headache for us in on-chain data analysis. We can only see wallet transfer records, but we can't see the underlying intentions and strategies...
We mostly track the state, not the story.
In the sales system, it records "transaction failed." But what really happened? Being defeated by competitors, legal hurdles blocking the process, being listed as a second choice at the last moment—these decision details all disappear. Frame data is lost.
This is the essence of the dual clock problem:
**State Clock** — records snapshots, results
**Event Clock** — records decisions, trade-offs, pressures
The former tells you what happened last. The latter allows you to see why it happened that way. Most systems only record state, so you never see the underlying storyline. For those who want to understand the true operational logic of the market, the loss is enormous.