KARANI

Evidence sheet · s03

5 findings, each tied to this student's own words · download the appeals bundle

c1 cited after a second look

States a position that cities should build and run municipal broadband networks themselves.

So my position is that cities should build these networks and they should run them themselves
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So my position is that cities should build these networks and they should run them themselves, not build the fiber and then lease it out to a private company to operate. Leasing it out puts the same kind of company back in charge of what the customer pays, so the city spends all that money and gives away the part of it that would have brought the price down, which is control. Owning the wire without owning the service is doing half the job and calling it finished.
how this finding was produced

model gemini-3.6-flash · prompt p2 · temperature 0.0 · attempt 2 · verification {"positional": true, "quote_check": true, "referential": true, "second_reader": null, "entailment": true}

This isn't right — correct it

Your correction becomes the finding of record. Karani's version stays visible below it — corrections are added, never erased, so there is always a full history to stand on if a student appeals.

c2 cited on the first pass

Presents numerical findings from a study by Volkov regarding subscription rates and price reductions, accompanied by a parenthetical citation.

The average residential bill in the covered area went from around seventy-four dollars a month down to around fifty-two, and by the third year a little over a third of the households in that area had signed up (Volkov 15).
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Volkov looked at a city called Quarry Bend, which built a fiber network after years of complaints, and followed it for five years. The average residential bill in the covered area went from around seventy-four dollars a month down to around fifty-two, and by the third year a little over a third of the households in that area had signed up (Volkov 15).
how this finding was produced

model gemini-3.6-flash · prompt p2 · temperature 0.0 · attempt 1 · verification {"positional": true, "quote_check": true, "referential": true, "second_reader": null, "entailment": true}

This isn't right — correct it

Your correction becomes the finding of record. Karani's version stays visible below it — corrections are added, never erased, so there is always a full history to stand on if a student appeals.

c3 cited on the first pass

Begins a paragraph by explicitly connecting its point about infrastructure decision-making to the financing structure discussed in the preceding paragraph.

That second part matters. A network that has to win an argument every budget season makes short term decisions, and short term decisions in infrastructure are how you end up with something half built.
show where this comes from
That second part matters. A network that has to win an argument every budget season makes short term decisions, and short term decisions in infrastructure are how you end up with something half built.
how this finding was produced

model gemini-3.6-flash · prompt p2 · temperature 0.0 · attempt 1 · verification {"positional": true, "quote_check": true, "referential": true, "second_reader": null, "entailment": true}

This isn't right — correct it

Your correction becomes the finding of record. Karani's version stays visible below it — corrections are added, never erased, so there is always a full history to stand on if a student appeals.

c4 cited after a second look

Responds to the objection about cost by stating that cities already manage complex utilities and by discussing financing models.

I would answer that by saying cities already run complicated things.
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I would answer that by saying cities already run complicated things. They run water and sewer and in some places the electric utility, none of that is simple either, and if the city needs engineers who understand fiber it can hire the same kind of engineers the private company hires, they are not a different species of person. Aturo's financing point covers a good amount of this too, since a revenue bond keeps the risk attached to the network instead of the general fund (Aturo 161).
how this finding was produced

model gemini-3.6-flash · prompt p2 · temperature 0.0 · attempt 2 · verification {"positional": true, "quote_check": true, "referential": true, "second_reader": null, "entailment": true}

This isn't right — correct it

Your correction becomes the finding of record. Karani's version stays visible below it — corrections are added, never erased, so there is always a full history to stand on if a student appeals.

c5 cited on the first pass

Joins two independent clauses with a comma without a coordinating conjunction.

if not enough people sign up the debt does not go away, the taxpayers are on the hook for it whether they use the service or not.
show where this comes from
The obvious objection is cost. A mid sized city can put twenty or thirty million dollars into a build like this, and if not enough people sign up the debt does not go away, the taxpayers are on the hook for it whether they use the service or not.
how this finding was produced

model gemini-3.6-flash · prompt p2 · temperature 0.0 · attempt 1 · verification {"positional": true, "quote_check": true, "referential": true, "second_reader": null, "entailment": true}

This isn't right — correct it

Your correction becomes the finding of record. Karani's version stays visible below it — corrections are added, never erased, so there is always a full history to stand on if a student appeals.