Lunchtime update from the Grenfell Tower Inquiry:

President of Arconic's French arm accepts customers were 'deliberately and dishonestly misled' over fire classification of cladding panels, as he is asked about email saying failed fire test must be kept 'VERY CONFIDENTIAL'

Time for #PapersThatMakeYouGoHmmm! A weekly summary of new ML papers from arXiv that make me think one or more of:

1. That looks useful!
2. That's an interesting approach!
3. A business could be built around this!
4. How did they do that?!

Argument Schemes and Dialogue for Explainable

Neural Fitted Q Iteration based Optimal Bidding Strategy in Real Time Reactive Power

A design of human-like robust AI machines in object

Single Shot Multitask Pedestrian Detection and Behavior

If you're new to real estate twitter this is a must-read.

A thread on how most real estate folks structure deals with outside investors.

Most GPs utilize the "preferred equity" structure when they raise money from outside investors. They "syndicate" deals.

Here's the basics:

The person (or team of people) putting the deal together is the "sponsor". Also called general parter. Referred to on twitter as the GP.

They find the property, do all the work, hire the management company and take fees. They often co-sign debt and always secure the financing.

The investor is generally passive, doing no work and putting in cash. This is the "limited partner". Referred to on twitter as the LP.

They don't co-sign debt. They simply read reports and ask the sponsors questions and cash checks every month (if the deal is going well).

There are two equity classes.

"Preferred equity" belongs to the LPs. Cash talks, so this is a higher class of shares. They are first in the "capital stack" behind the debt (bank loan).

"Common equity" belongs to the sponsor. They are generally last in the capital stack.

Sponsors generally co-invest. That means they hold both equity classes. A 10% co-invest is standard.

That means the GP has skin in the game. His 10% co-invest makes him both an LP and a GP.

2018 was almost the year we won the #RightToRepair.

Instead, 2018 turned out to be the year we lost #R2R: 20 bills defeated in 20 state houses, and it was mostly @apple's fault.

1/

Apple has a problem. As CEO Tim Cook warned his investors at the conclusion of his company's repair-killing lobbying spree, Apple's profits depend on people throwing away their devices, not fixing them.

By monopolizing repairs, Apple doesn't just get to gouge you on parts and service - the real action is in pronouncing your device DOA, beyond repair. Then you have to buy another one.

3/

Other companies lobbied hard against R2R: John Deere, GM, and other monopolists backed Apple's play. But Apple wrote the playbook, coming up with risible bullshit like claims that blocking independent repair is essential to protecting

Apple's anti-repair FUD got picked up and amplified by Big Car in 2020, when they spent millions fighting an automotive R2R ballot initiative in Massachusetts, claiming that letting independent mechanics at your car would lead to your actual MURDER.

#PolicybazaarIPO Long thread: There is monetary printing by RBI, there is lending by banks & finally there is the Indian IPO. “Foreign owned” company with ~1 Bn investment is selling “Indian” unicorn to “savvy” Indians for $ 6.2 Bn. Want to know how this printing works? Let’s go-

The basics: Rs 6017 Cr being raised by new shares (Rs 3750) & re-selling (Rs 2267). Face value Rs 2 offered at Rs ~1000 per share is one of a kind. Who decides the price? Examine the valuation ladder below.
With ~$ 150 Mn invested till 2017, we see $ 525 Mn rushes in after 2018

So, a company valued $1 Bn in 2018 & $ 1.5 Bn in 2019 by key investors like Tencent, suddenly “needs money” in March 2021. Falcon Edge “invests” all of $ 75 Mn in March at valuation of $ 2.65 Bn.
Enter IPO bankers a couple of months later & they value the company at $ 6.2 Bn

Why does PolicyBazaar need $ 75 Mn just 6 months before IPO & give away 2.5 times in returns? And it doesn’t even use that money as the B/S reflects appx Rs 1000 Cr in cash lying around.
What kind of a favor is that? Why do they need US investment bank for this just before IPO?

Notice 50% rise in shareholding of promotors here & a 1: 500 bonus share issue. After all, how do you print money & still keep share price at “reasonable” Rs 1000?
Without bonus issue in June 2021, each share would have costed Rs 50,000. Heard of circular valuation?