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> We believe raw data based approach will transform how we use observability data and extract value from it.

Perhaps we need to have generic database framework that properly and seamlessly cater for both raw and cooked (processed) for observability something similar to D4M [1].

[1] D4M: Dynamic Distributed Dimensional Data Model:

https://www.mit.edu/~kepner/D4M/


The extraction of raw data is the cooking or processing, and the results are ingested back into the same database. I think it's the approach described in this article.

For a latest reference on AI and machine learning for network engineer please check this book by Javier Antich [1].

Please also check the review here [2]. For what it's worth, the book is listed in the "10 Books Every Network Engineer Should Read" [3].

[1] Machine Learning for Network and Cloud Engineers: Get ready for the next Era of Network Automation:

https://www.goodreads.com/book/show/101180344-machine-learni...

[2] MUST READ: Machine Learning for Network and Cloud Engineers:

https://blog.ipspace.net/2023/02/machine-learning-network-cl...

[3] 10 Books Every Network Engineer Should Read:

https://networkphil.com/2024/05/21/10-books-every-network-en...


Fun facts, before muslim migration to Yathrib (now Madinah), one of the popular and richest Christian Byzantine Roman Emperors namely Heraclius was questioning the Meccan leader Abu Sufyan at the time (who later in his life become muslim) regarding Muhammad [1].

One of the question was “Do the nobles follow him or the weak?". It's reported that Abu Sufyan answered: “The weak and poor among us follow him. As for the high born and noble, none follow him.” The Emperor after that replied “I then asked you if the noble or the weak followed him. You answered that the weak followed him. Even so has it been with all the prophets, such having followed them.” [2]

[1] Heraclius:

https://en.wikipedia.org/wiki/Heraclius

[2] The Hadith of Heraclius | Part 2 | Heraclius Interrogates Abu Sufyan on the Prophet:

https://www.aljumuah.com/the-hadith-of-heraclius-part-2-hera...


This is a very popular article that get submitted every now and then (nearly every year) [1].

I think this kind of problem would be a very nice for logic, optimization and constraint programming that probably can be solved with modern tools like Google OR-Tool or Monash University MiniZinc [1],[2],[3].

[1] Past:

https://hn.algolia.com/?query=Computational%20Complexity%20o...

[2] Logic, Optimization, and Constraint Programming: A Fruitful Collaboration - John Hooker - CMU (2023) [video]:

https://www.youtube.com/live/TknN8fCQvRk

[3] Google OR-Tools:

https://developers.google.com/optimization

[4] MiniZinc:

https://www.minizinc.org/


Cost perhaps?

Anyway it provides an extra 2.5GbE RJ45 port for telco uplink/downlink.


More user friendly details here with the estimated price of only USD$35! [1].

[1] Banana Pi BPI-RV2 Gateway Board Integrates Siflower SF21H8898 RISC-V SoC

https://linuxgizmos.com/banana-pi-bpi-rv2-gateway-board-inte...


The modern version of this is LEGO SPIKE:

"In 2020, LEGO introduced the SPIKE Prime kit as the next-generation successor to LEGO MINDSTORMS EV3, boasting upgraded hardware, a more robust processor, and an improved programming environment designed for enhanced user-friendliness and intuitiveness. Following this, in 2021, LEGO launched SPIKE Prime Essential, specifically tailored for elementary-level students, incorporating age-appropriate components like mini-figures and mini-figure props within the kit. Nevertheless, its deliberate simplicity, while catering to younger learners, results in a lack of complexity." [1]

[1] LEGO SPIKE Essential or SPIKE Prime?

https://www.cmu.edu/roboticsacademy/spike-essential-or-prime...


There's an excellent guide to DMR technology by Andrew Barron (ZL3DW) and brief overview by Motorola Solutions, one of the major suppliers of commercial DMR [1],[2].

[1] Work the world with DMR: Digital Mobile Radio (2022):

https://www.hamradio.com/detail.cfm?pid=H0-019172

[2] WHAT IS DMR?

https://www.motorolasolutions.com/en_xp/solutions/what-is-dm...


There will be time in the very near future (read five years time) people will not buy vehicle (car, bike, etc) without lidar as the price become insignificant as car reverse camera, and it become commonplace.

Personally now I'll not buy any vehicle without assisted camera parking and apparently many people will agree with this important feature including Marques Brownlee [1].

[1] Reviewing my First Car: Toyota Camry Hybrid! [video]:

https://youtu.be/Az6nemkRB1Y


Fun facts you can use circle of fifths as references or cheat sheet for good Chord Progression [1]:

"Chord progressions also often move between chords whose roots are related by perfect fifth, making the circle of fifths useful in illustrating the "harmonic distance" between chords."

It'll be very interesting to analyse the available songs data to find chords that follow circle of fifths.

By cross-reference patterns with the circle of fifths, we might just end up with the LLM equivalent of data-driven musical composer that's capable of generating harmonically pleasing, genre-aware, even hit songs chord progressions.

[1] Circle of fifths:

https://en.wikipedia.org/wiki/Circle_of_fifths


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