1. Military Intelligence Contact Update continued...

. Our guy's info is the same as Dr. Charlie Ward's sources who gave Charlie a list that "over the next few days" we will see:
. (1) Significant declassification disclosure of Deep State players' criminality,

According to @RadioZET_NEWS PKN Orlen (major Polish oil refiner and petrol retailer) is considering entering F1 as a fuel sponsor (supplier) and personal sponsor of Robert Kubica. #F1

Yesterday Kubica was at Orlen's headquarters and met with Polish Prime Minister. #F1

Beautiful story of Shri Krishna, Mata Rukmini & Satyabhama which teaches the importance of Bhakthi.
Devotion is important than anything.
#bhakthi
🕉
Satyabhama, royal princess was very proud of herself. Rukmini was very humble, her devotion was pure to Shri Krishna.

One day, Rishi Narada( Kalahapriya) arrived in Dwaraka and met Sathyabhama. In between the conversation he hinted that Krishna exhibits affection more to Rukmini than her. Worried Sathyabhama asked what can should be done to gain Krishna's undivided attention.
@SriramKannan77

Narada asked Satyabhama to make a vow, that she will hand over Krishna to him as a slave, if she cannot trade wealth equivalent to Krishna's weight. Narada thus convinces Sathyabhama that Krishna will admire her for sacrificing all her wealth for him.

Sathyabhama was sure that she have enough wealth to balance Krishna.

She went to Krishna and told about her vow to Narada. Krishna patiently listened to her and accepted the challenge. Satyabhama arranged to bring large scales to weigh and brought all her precious jewels.

Krishna patiently sat on one plate of the Scales (tula). Sathyabhama started piling up the gold, jewels on the other plate. She kept adding more and more wealth, but the pan with Krishna did not even budge. Even after keeping all her jewels the scale did not move a little

1) Core attributes of a promising founder worth following:
- Progress/trajectory over time
- How well they lead a team &
- Make the vision happen
- Most impressed when someone is way ahead of where you thought they would be when you check up/see them a few months later.

2) Indie Makers have such a benefit of being small, fast, nimble workers in comparison to big companies.

We can easily pivot and vastly change a project of ours. We can change as we learn more about our users.

Big companies can take months/years for even the smallest of pivots.

3) Before you find a product market you can pivot your project as many times as necessary until you find something that works.

Then you only have one thing to do: scale, scale, scale.

4) Be obsessed with the little details.
- listen to every single person who uses your product
- reply to every single person who emails you about your product
- ask them what they like and do not like
- iterate your product, make changes, pivot if necessary

5) Paul Graham's (@paulg) name came up with a feeling of great admiration! Naturally! It was Paul who said:

In the early stages of a company just;
- write code
- talk/sell to customers to stress test your idea

Nothing else.

Important paper from Google on large batch optimization. They do impressively careful experiments measuring # iterations needed to achieve target validation error at various batch sizes. The main "surprise" is the lack of surprises. [thread]

https://t.co/7QIx5CFdfJ

The paper is a good example of lots of elements of good experimental design. They validate their metric by showing lots of variants give consistent results. They tune hyperparamters separately for each condition, check that optimum isn't at the endpoints, and measure sensitivity.

They have separate experiments where the hold fixed # iterations and # epochs, which (as they explain) measure very different things. They avoid confounds, such as batch norm's artificial dependence between batch size and regularization strength.

When the experiments are done carefully enough, the results are remarkably consistent between different datasets and architectures. Qualitatively, MNIST behaves just like ImageNet.

Importantly, they don't find any evidence for a "sharp/flat optima" effect whereby better optimization leads to worse final results. They have a good discussion of experimental artifacts/confounds in past papers where such effects were reported.

KANAKA DURGAMMA, VIJAYWADA (AP)
#bharatmandir

Ma Kanakadurgeswari is the supreme Goddess of Andhra Pradesh, seated atop the Indrakilaparvatha at Vijayawada.
This area is called Bezawada as Shiva made a bejjam (hole) in the rocks so that Krishna river could flow freely.

Once, a Rishi Indra Keela prayed to Devi and asked her to reside on his head forever. Devi told him to wait in the form of a mountain in the holy plains of River Krishna.
Later, when Devi killed all demons, she settled on Keeladri as Mahishasura Mardini and fulfilled his wish.

In this place, Arjuna performed penance and fought with Shiva, who had appeared in the guise of Kiratha to win Pasupathastra, the most powerful weapon. So this place is also called phalguna theertha and Vijaywada on account of Arjun’s victory.

Adi Sankaracharya visited this shrine and worshipped the Devi. He installed SRICHAKRAM at the feet of Sri Kanaka Durga.

Adjacent to the Kanakadurga shrine is the shrine of the divine consort-Sri Malleswara Swamy on the Indrakeeladri.