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26/04/2026

Almost all the services of the AWS cloud ecosystem can run locally that too without a need of debit or credit card. There is a tool known as Localstack which has its own docker image for the AWS ecosystem . It supports both local cli and UI once we connect to the Loaclstack website. It needs a free signup which remains valid for almost 2 months.

19/04/2026

RAG ( Retrieval Augmented Generation) in AI , is a concept where we try to attach or introduce some private data for tailor made GPT response. The data can be in any format possible. This actually enhances the GPT response by suiting users information requirements.

12/04/2026

DotNet Native AI. Microsoft.ExtensionsAI as ODBC for AI models , both for hosted locally or on cloud.
Operates for chat and chat streaming responses, search and gpt usages and image/multimedia response. Decoupled or injectable directly into Asp.Net Core.

05/04/2026

The Microservices architecture can be understood in the form of interactions among API Gateway ( the front door, e.g. Nginx) , Service Discovery ( the apis catalogue, e.g. Consul), API Themselves ( api+ orm+ database+ hosting on separate servers e.g. apis in all programming languages) and Message Bus (e.g. RabbitMQ, Kafka).
It's a huge form of decoupling in action.

29/03/2026

Adding intelligence into applications can be possible when the model is running locally and harnessed using LlamaSharp for dot net ecosystem, Llama-cpp-pytho for python ecosystem , Llama4j or java cpp for java ecosystem and node cpp for Javascript ecosystem.

22/03/2026

When developing our own AI apps, we can configure the scope and prompt to be suggested to the model, also known as Model Specs.(Prompt Engineering)
Platform > Developer > User > Guideline > No Authority

15/03/2026

.Net 9 updates the way Asp Dot
Net Web Api Core handled the generation of Open api schema for the API,now it has gone native. The support to Swagger is there , however , it has reduced the dependency on it now.
Here are some hashtags for your LinkedIn post, grouped together for easy copying:


08/03/2026

Large Action Models are trained by feeding data of how humans interact with a website so that they can learn and perform actions. ( Booking a ticket from a Website with most optimised requirements)
The Rabit R1 is one of the devices which uses .
The usual LLM works around textual data.
Here is the complete set of hashtags in one place, ready to copy and paste:

01/03/2026

😊GANs Generative Adversarial Neural Networks
has two NNetworks , one generates and the second one discriminates. one creates the other gives the feedback back.
It can be used in the following :
Satellite to map conversion,Sketch to photorealistic rendering,Black and white photo colorization, Fashion sketch to model visualization,Medical image super-resolution,3D molecule generation for drug discovery,Face aging progression,Synthetic data augmentation
,Video game texture generation,Anime character creation,2D image to 3D model conversion,Cybersecurity anomaly detection,Telescope image enhancement
😊

22/02/2026

😊😊
Transferring of AI Mind across devices, on virtual , physical, holographic and hybrid (thoughts and devices) level can be referred to as the AI Teleportation, which is also the most recent branch of AI research.
Virtual Teleportation features can be :-
(focus on tracking and transferring work across devices. By Apple)
( involves hand movement to transfer files or data across devices.
By Huawei )









































15/02/2026

😊How 10G Technology might work.
a) Multiple wavelengths of lights working simultaneously.
b) Each carries two bits of data instead of one that is again different at multiple levels of brightness ( 4 levels )
c) Noise due to concurrency in transmission is mathematically resolved.
😊

05/02/2026

ANC headphones are good for Autistic people.
A mic in the headphones (anc) picks, processes and generates an anti sound wave to cancel the unwanted hum utilizing the destructive inference principles.
The waves generated are exactly 180 degrees opposite to unnecessary sound.
like Peak = Trough.

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