Sandijs Aploks
@sandijsaploks.bsky.social
Neural Networks programmer.
Backends programmer.
Could help with MLOps and parallelism programming in neural networks training and inference.
Learned testing backends for serious.
Backends programmer.
Could help with MLOps and parallelism programming in neural networks training and inference.
Learned testing backends for serious.
Important aspects when programming AI Agents:
www.linkedin.com/pulse/ai-age...
www.linkedin.com/pulse/ai-age...
AI Agents Programming
Here are some important concepts to think about when developing AI Agents.
www.linkedin.com
August 5, 2025 at 8:28 AM
Important aspects when programming AI Agents:
www.linkedin.com/pulse/ai-age...
www.linkedin.com/pulse/ai-age...
How would Enterprise AI Agent look like? #ArtificialIntelligence
August 4, 2025 at 10:46 AM
How would Enterprise AI Agent look like? #ArtificialIntelligence
LLMs need Thinking Language - every knowledge piece gets compiled to it.
Every question gets compiled to it.
We need to break free from Humans languages shackles. #neuralnetworks #artificialintelligence
Every question gets compiled to it.
We need to break free from Humans languages shackles. #neuralnetworks #artificialintelligence
July 26, 2025 at 2:20 PM
LLMs need Thinking Language - every knowledge piece gets compiled to it.
Every question gets compiled to it.
We need to break free from Humans languages shackles. #neuralnetworks #artificialintelligence
Every question gets compiled to it.
We need to break free from Humans languages shackles. #neuralnetworks #artificialintelligence
♥️ Google will get a lot of proprietary code examples to train their AI via Gemini CLI for terminals?
Will the companies have control over what programmers will upload to the Google servers ??? github.com/google-gemin...
Will the companies have control over what programmers will upload to the Google servers ??? github.com/google-gemin...
GitHub - google-gemini/gemini-cli: An open-source AI agent that brings the power of Gemini directly into your terminal.
An open-source AI agent that brings the power of Gemini directly into your terminal. - google-gemini/gemini-cli
github.com
June 26, 2025 at 11:36 PM
♥️ Google will get a lot of proprietary code examples to train their AI via Gemini CLI for terminals?
Will the companies have control over what programmers will upload to the Google servers ??? github.com/google-gemin...
Will the companies have control over what programmers will upload to the Google servers ??? github.com/google-gemin...
I’m seeking custom LLM / SLM / Transformers Developer and DevOps job.
I am low level Neural Networks Developer myself.
Currently I am creating Synthetic Dataset and Training and Fine-Tuning BERT Transformer.
I'm experienced Backend Developer & DevOps for Cloud and Kubernetes.
I am low level Neural Networks Developer myself.
Currently I am creating Synthetic Dataset and Training and Fine-Tuning BERT Transformer.
I'm experienced Backend Developer & DevOps for Cloud and Kubernetes.
June 26, 2025 at 10:50 PM
I’m seeking custom LLM / SLM / Transformers Developer and DevOps job.
I am low level Neural Networks Developer myself.
Currently I am creating Synthetic Dataset and Training and Fine-Tuning BERT Transformer.
I'm experienced Backend Developer & DevOps for Cloud and Kubernetes.
I am low level Neural Networks Developer myself.
Currently I am creating Synthetic Dataset and Training and Fine-Tuning BERT Transformer.
I'm experienced Backend Developer & DevOps for Cloud and Kubernetes.
Zero-Downtime Database Migration and Rollback
www.linkedin.com/pulse/zero-d...
www.linkedin.com/pulse/zero-d...
Zero-Downtime Database Migration and Rollback
In most cases, Backend downtime during the data and software Upgrade or Rollback is not acceptable. In some cases, data volume is too large for various data migration methods, and adding Canary releas...
www.linkedin.com
June 12, 2025 at 11:10 AM
Zero-Downtime Database Migration and Rollback
www.linkedin.com/pulse/zero-d...
www.linkedin.com/pulse/zero-d...
Cloud Infrastructure Changes Transaction with automatic Rollback
www.linkedin.com/pulse/cloud-...
www.linkedin.com/pulse/cloud-...
Cloud Infrastructure Changes Transaction with automatic Rollback
How to create cloud infrastructure changes transaction which commits or aborts just like in some database transaction? This transaction happens in longer time period, and includes many components incr...
www.linkedin.com
May 28, 2025 at 2:53 PM
Cloud Infrastructure Changes Transaction with automatic Rollback
www.linkedin.com/pulse/cloud-...
www.linkedin.com/pulse/cloud-...
How to automate AWS EKS Service Hot Fixes deployment or rollback (DevOps)?
www.linkedin.com/pulse/how-au...
www.linkedin.com/pulse/how-au...
How to automate AWS EKS Service Hot Fixes deployment or rollback?
AWS Serverless Lambda Functions allow sophisticated DevOps scripts programming. It is possible to achieve more than with Terraform, Ansible, or even Ansible Server.
www.linkedin.com
May 19, 2025 at 11:19 AM
How to automate AWS EKS Service Hot Fixes deployment or rollback (DevOps)?
www.linkedin.com/pulse/how-au...
www.linkedin.com/pulse/how-au...
Did you know that LLM companies know which people are the most useful ones to build next generation USA?
The questions and the topics they work on allow to spot exceptional individuals.
Both USA and China already have info about strategic people.
The questions and the topics they work on allow to spot exceptional individuals.
Both USA and China already have info about strategic people.
May 17, 2025 at 3:58 PM
Did you know that LLM companies know which people are the most useful ones to build next generation USA?
The questions and the topics they work on allow to spot exceptional individuals.
Both USA and China already have info about strategic people.
The questions and the topics they work on allow to spot exceptional individuals.
Both USA and China already have info about strategic people.
I need your help to continue writing Neural Networks articles and to develop easy to learn source code examples: lnkd.in/d4rh83q7
To support me you can send money to this EU bank account: LV26HABA0551001470845 SANDIJS APLOKS
Current activity: Neural Turing Machines.
To support me you can send money to this EU bank account: LV26HABA0551001470845 SANDIJS APLOKS
Current activity: Neural Turing Machines.
How to make High Precision Neural Networks
This is the summary of my mini-articles in my journey to learn High Precision Neural Networks programming. What is High Precision Neural Networks? Imagine Time Series and predicting numbers like 13.
lnkd.in
May 10, 2025 at 10:11 AM
I need your help to continue writing Neural Networks articles and to develop easy to learn source code examples: lnkd.in/d4rh83q7
To support me you can send money to this EU bank account: LV26HABA0551001470845 SANDIJS APLOKS
Current activity: Neural Turing Machines.
To support me you can send money to this EU bank account: LV26HABA0551001470845 SANDIJS APLOKS
Current activity: Neural Turing Machines.
DeepSeek can help to better understand Neural Networks scientific papers.
It even did understand from which paper was this screenshot from.
It even did understand from which paper was this screenshot from.
May 10, 2025 at 7:59 AM
DeepSeek can help to better understand Neural Networks scientific papers.
It even did understand from which paper was this screenshot from.
It even did understand from which paper was this screenshot from.
I am looking for Backend Developer and DevOps job.
Search for my profile on Linkedin.
Search for my profile on Linkedin.
April 30, 2025 at 7:02 AM
I am looking for Backend Developer and DevOps job.
Search for my profile on Linkedin.
Search for my profile on Linkedin.
Could Vibe Coders replace Amazon or Facebook?
That false euphoric hope is clearly visible in Latvia too.
The answer is NO.
One has to learn several lives in the row to become like Jeff, Elon, or Mark.
It means learning several professions, not just sloppy programming.
Practice.
That false euphoric hope is clearly visible in Latvia too.
The answer is NO.
One has to learn several lives in the row to become like Jeff, Elon, or Mark.
It means learning several professions, not just sloppy programming.
Practice.
April 25, 2025 at 9:21 AM
Could Vibe Coders replace Amazon or Facebook?
That false euphoric hope is clearly visible in Latvia too.
The answer is NO.
One has to learn several lives in the row to become like Jeff, Elon, or Mark.
It means learning several professions, not just sloppy programming.
Practice.
That false euphoric hope is clearly visible in Latvia too.
The answer is NO.
One has to learn several lives in the row to become like Jeff, Elon, or Mark.
It means learning several professions, not just sloppy programming.
Practice.
How to visualize Cloud Infrastructure changes time step after time step?
April 15, 2025 at 8:35 AM
How to visualize Cloud Infrastructure changes time step after time step?
Asynchronous and Durable 2 Phase Commit:
www.linkedin.com/pulse/asynch...
www.linkedin.com/pulse/asynch...
Asynchronous and Durable 2 Phase Commit
Here is proposal how classical XA Transactions 2 Phase Commit could be made asynchronous and durable to survive the crashes and network outages without causing deadlocks or loosing transactions. Schem...
www.linkedin.com
April 9, 2025 at 11:51 AM
Asynchronous and Durable 2 Phase Commit:
www.linkedin.com/pulse/asynch...
www.linkedin.com/pulse/asynch...
How to create a Specialized Brain by using Low Level Neural Networks?
It is like in the nature - brain blobs and their communication.
Brain blobs architecture which outputs computed result.
It is like in the nature - brain blobs and their communication.
Brain blobs architecture which outputs computed result.
March 24, 2025 at 1:49 PM
How to create a Specialized Brain by using Low Level Neural Networks?
It is like in the nature - brain blobs and their communication.
Brain blobs architecture which outputs computed result.
It is like in the nature - brain blobs and their communication.
Brain blobs architecture which outputs computed result.
Propaganda Warriors are attacking Musk and Trump.
Good question is how this all will end, because such attacks are illegal.
Once the government stops supporting it, criminal penalties start to apply.
Western usage of Propaganda against its own people must be stopped.
Good question is how this all will end, because such attacks are illegal.
Once the government stops supporting it, criminal penalties start to apply.
Western usage of Propaganda against its own people must be stopped.
March 23, 2025 at 9:41 AM
Propaganda Warriors are attacking Musk and Trump.
Good question is how this all will end, because such attacks are illegal.
Once the government stops supporting it, criminal penalties start to apply.
Western usage of Propaganda against its own people must be stopped.
Good question is how this all will end, because such attacks are illegal.
Once the government stops supporting it, criminal penalties start to apply.
Western usage of Propaganda against its own people must be stopped.
When using Embedded Neural Networks to produce input for other Neural Network training Loss function extra punishments, it is possible to use Monte Carlo Dropout + Activation Neural Network to let through only Clear Signal which in Loss function would work mostly correctly.
March 21, 2025 at 10:06 AM
When using Embedded Neural Networks to produce input for other Neural Network training Loss function extra punishments, it is possible to use Monte Carlo Dropout + Activation Neural Network to let through only Clear Signal which in Loss function would work mostly correctly.
Neural Networks programmers should try Qwen Max and its Reasoning.
What Chinese colleagues are using to train it?
Chinese robot makers private source code ???!!!
What Chinese colleagues are using to train it?
Chinese robot makers private source code ???!!!
March 17, 2025 at 9:40 PM
Neural Networks programmers should try Qwen Max and its Reasoning.
What Chinese colleagues are using to train it?
Chinese robot makers private source code ???!!!
What Chinese colleagues are using to train it?
Chinese robot makers private source code ???!!!
Reading DeepSeek, Grok, or Qwen REASONING process which happens before giving you a solution for some Neural Networks problem is more valuable than the answer itself.
I was shocked to learn perspectives and approaches I didn't know about.
My next mini-publication will be simply mind blowing.
I was shocked to learn perspectives and approaches I didn't know about.
My next mini-publication will be simply mind blowing.
March 13, 2025 at 8:21 PM
Reading DeepSeek, Grok, or Qwen REASONING process which happens before giving you a solution for some Neural Networks problem is more valuable than the answer itself.
I was shocked to learn perspectives and approaches I didn't know about.
My next mini-publication will be simply mind blowing.
I was shocked to learn perspectives and approaches I didn't know about.
My next mini-publication will be simply mind blowing.
How to predict stock prices better by using 1K factors?
February 22, 2025 at 5:18 PM
How to predict stock prices better by using 1K factors?
I am looking for new backends developer job.
I can help with low level neural networks programming too.
Check my Linkedin profile for details.
I can help with low level neural networks programming too.
Check my Linkedin profile for details.
January 11, 2025 at 7:14 PM
I am looking for new backends developer job.
I can help with low level neural networks programming too.
Check my Linkedin profile for details.
I can help with low level neural networks programming too.
Check my Linkedin profile for details.
Will AI kill huge programmers outsourcing companies like Accenture?
Accenture ~ 738,000 employees
Tata Consultancy Services (TCS) ~ 614,000 employees
Deloitte ~ 416,000 employees
EY (Ernst & Young) ~ 365,000 employees
Capgemini ~ 340,000 employees
Cognizant ~ 341,300 employees
Infosys ~ 335,000 empl
Accenture ~ 738,000 employees
Tata Consultancy Services (TCS) ~ 614,000 employees
Deloitte ~ 416,000 employees
EY (Ernst & Young) ~ 365,000 employees
Capgemini ~ 340,000 employees
Cognizant ~ 341,300 employees
Infosys ~ 335,000 empl
January 10, 2025 at 9:44 AM
Will AI kill huge programmers outsourcing companies like Accenture?
Accenture ~ 738,000 employees
Tata Consultancy Services (TCS) ~ 614,000 employees
Deloitte ~ 416,000 employees
EY (Ernst & Young) ~ 365,000 employees
Capgemini ~ 340,000 employees
Cognizant ~ 341,300 employees
Infosys ~ 335,000 empl
Accenture ~ 738,000 employees
Tata Consultancy Services (TCS) ~ 614,000 employees
Deloitte ~ 416,000 employees
EY (Ernst & Young) ~ 365,000 employees
Capgemini ~ 340,000 employees
Cognizant ~ 341,300 employees
Infosys ~ 335,000 empl
Governments should think about AI quotas per year.
Otherwise it will be about millions of unemployed IT specialists out there.
Transition programs must be created as all those super intelligent people would be a major gain for every business.
Otherwise it will be about millions of unemployed IT specialists out there.
Transition programs must be created as all those super intelligent people would be a major gain for every business.
January 7, 2025 at 8:17 PM
Governments should think about AI quotas per year.
Otherwise it will be about millions of unemployed IT specialists out there.
Transition programs must be created as all those super intelligent people would be a major gain for every business.
Otherwise it will be about millions of unemployed IT specialists out there.
Transition programs must be created as all those super intelligent people would be a major gain for every business.
Is high accuracy (98%) important in Neural Networks and LLM projects?
We expect AI to be perfect. Better than us.
We are a little prematurely over-promising with LLM right now.
Businesses, governments, and the people will be harmed in too many projects. Lawsuits will happen.
We expect AI to be perfect. Better than us.
We are a little prematurely over-promising with LLM right now.
Businesses, governments, and the people will be harmed in too many projects. Lawsuits will happen.
December 31, 2024 at 3:00 PM
Is high accuracy (98%) important in Neural Networks and LLM projects?
We expect AI to be perfect. Better than us.
We are a little prematurely over-promising with LLM right now.
Businesses, governments, and the people will be harmed in too many projects. Lawsuits will happen.
We expect AI to be perfect. Better than us.
We are a little prematurely over-promising with LLM right now.
Businesses, governments, and the people will be harmed in too many projects. Lawsuits will happen.