Thursday, December 4, 2014

Idea fragment for business idea

Someone made a dent on my car. She had to pay for repair. But if someone else totals my car, the first person does not have to pay at all....

This can be a shadow of a bigger and interesting business idea. I am not suggesting the destruction as business idea. But.... I don't know, this idea can be related to something else... 

 

Asked ChatGPT the following on August 30th 2026 -------------------------

Yes. What you're describing is a form of risk externalization / liability dilution: an earlier person's damage can become economically irrelevant if a later event destroys the asset anyway.

There are several social and economic mechanisms built around similar observations:

  • Moral hazard: If someone knows they won't bear the consequences of an action, they may take more risks. In your example, the first person might think, “The dent won't matter if the car gets totaled later.”
  • Insurance pooling: Insurance deliberately spreads losses across many people. A particular loss may effectively disappear into a larger pool of risks, although insurers use deductibles, premiums, and subrogation to prevent people from exploiting this.
  • Betterment / unavoidable-loss rules: In tort and insurance law, damages generally aren't supposed to make someone better off than they would have been absent the harm. If a later event independently destroys the car, the earlier damage may cease to produce an additional compensable loss.
  • Sequential liability: Economists and legal systems sometimes allocate responsibility according to whether a later event would have produced the same outcome anyway. This is closely related to the idea of counterfactual causation: “But for the first person's action, would there still have been a $0-value car after the second event?”
  • Moral hazard from “already damaged” assets: Once an asset is heavily damaged, additional damage can have little or no marginal economic cost. This phenomenon appears in insurance, environmental damage, property maintenance, and even organizational resources.

There's also a deeper economic concept here: the marginal value of damage depends on the asset's remaining value. A $1,000 dent to a $30,000 car is economically significant; the same dent immediately before an accident that makes the car worth $0 may have essentially zero incremental loss.

But there's an important wrinkle: the first person's responsibility doesn't necessarily disappear just because the car is subsequently totaled. If the first damage affected the car's value, caused a separate injury, reduced its salvage value, or increased the consequences of the second accident, there can still be a compensable loss.

If you're asking because you're wondering whether people could deliberately exploit this principle as a social/economic strategy, that's a particularly interesting question—it connects to strategic moral hazard, liability games, and the economics of sequential accidents.

 

Wikipedia of experimental automations

Create a website collecting user-created contents/ideas/instructables for experimental automation in liquid handling. They should be modularized for maximal scalability+flexibility+'interconnectability ' ......

Sunday, September 28, 2014

Humor recommendation app idea



Make an app containing speech recognition functionality and humor database so that the app can provide real-time recommendation of jokes based on the content of the conversation of the user. You are not funny? There is an app for that!

The database would be: http://grouplens.org/datasets/jester/
The speech recognition functionality would be: http://stackoverflow.com/questions/9625045/speech-recognition-android-app

Tuesday, February 4, 2014

Arduino for Yeast Fermentation


For hobby electronics person like me, arduino is a very fun to play with. Simple coding combines any electronical input and output in any way you want so that  interactive devices can be made. We (hobby electronics people) love the cheap price of it: $25.


I am a student studying yeast fermentation, and we use this device called 'PLC' (Programmabel Logic Circuit, sounds intimidating yeah) to automate parts of the fermentation process. The industry uses this for fermentation processes too. Basically, capture electronical signal from the fermentor indicating its concentration of gas using PLC and send a signal from PLC to control another gas pump to maintain the gas level in the fermentor. This is the photo showing the PLC (the giant monster at the left) next to Arduino, and the fermentor that I use (at the background).  So the machine is much bigger and more expensive (~$500 vs $25). I have been playing around with programming PLC these days..



But you know what? I found you can do the exact same thing with Arduino. Arduino can take industry standard current or voltage signals and send out current and voltage signal in any way you want. The programming is much cleaner and interesting than PLC's. (PLC takes in this 'Ladder Diagram' programming that any programmer might feel very awkward.) So if I were that person in the industry, I would totally consider using arduino for yeast fermentation process development research. With Arduino, it saves you a lot of money (~$500), and it is much more flexible to program.

Since I am nearly the only person in the fermentor lab in an academic institution, I can do whatever heck I want with the fermentor including implementing arduino. Yeah you know what I will be doing next...





Update: Here is my MS thesis using Arduino. See page 24

https://repository.lib.ncsu.edu/bitstream/handle/1840.20/34946/etd.pdf?sequence=1&isAllowed=y