K8s GW API


Examples: 

stio, Kong, Envoy , Gluee , Trafeik, Kong Gateway and many more as per https://gateway-api.sigs.k8s.io/implementations/#gateway-controller-implementation-status


Protocols: gRPC, HTTP/2, and WebSockets


The structure of a Kubernetes Custom Resource Definition (CRD) or manifest file is referred to as an API. This is because it refers to the structure of the API in the Kubernetes control plane


Migration from ingress https://gateway-api.sigs.k8s.io/guides/migrating-from-ingress/#migrating-from-ingress


primary extension points:


1. External references


2. Custom implementations


3. Policies


GW API is not API GW


1. GatewayClass 

- It is at cluster level. so no namespace

- Annotations at GatewayClassfor vendor specific

- It defines controller capabilities

2. Gateway

- Each Gateway defines one or more listeners, which are the ingress points to the cluster

- You can control which services can be connected to this listener (allowedRoutes) by way of their namespace — this defaults to the same namespace as the Gateway 

- Advanced featues like 

-- request mirroring, 

-- direct response injection, 

-- and fine-grained traffic metrics

-- Traffic spilt

- In Istio APIs, a Gateway configures an existing gateway Deployment/Service that has been deployed. In the Gateway APIs, the Gateway resource both configures and deploys a gateway

- one can attach HPA and PodDisuptionBudget to gateway deployment. 

3. HTTP Route: 

- any combinations of hostname, path, header values and query parameters.

- hostname (optional) at HTTP route shall match with hostname at Gateway->Listener->hostname

- A definition of the Gateway to use (in ParentRefs), is referenced by name and namespace

- The backendRefs that defines the service to route the request to for this match

- advanced pattern matching and filtering on arbitrary headers as well as paths.

- In the Istio VirtualService, all protocols are configured within a single resource. In the Gateway APIs, each protocol type has its own resource, such as HTTPRoute and TCPRoute.

- Route and Gateway can be in different namespace

* 4. TLS Route

5. GRPCRoute

* 6. TCPRoute

* not v1, GA

Details: https://gateway-api.sigs.k8s.io/reference/spec/


If you are using a service mesh, it would be highly desirable to use the same API resources to configure both ingress traffic routing and internal traffic, similar to the way Istio uses VirtualService to configure route rules for both. Fortunately, the Kubernetes Gateway API is working to add this support. Although not as mature as the Gateway API for ingress traffic, an effort known as the Gateway API for Mesh Management and Administration (GAMMA) initiative is underway to make this a reality and Istio intends to make Gateway API the default API for all of its traffic management in the future.

https://gateway-api.sigs.k8s.io/mesh/


Gateway controller is for North South traffic. mesh controller is for East West traffic


7. ReferenceGrant: for cross-namespace reference. 


Low Cost Cloud


 


NVIDIA GTC25: Telecom Special Address


LTM Large Teleco Model : SoftBank is pioneer. Here is WhitePaper by GSMA https://www.gsma.com/get-involved/gsma-foundry/gsma_resources/white-paper-large-telecom-models/


Llama Nemotron Reasoning Model. Open source by NVIDIA on HF

https://www.nvidia.com/en-in/ai-data-science/foundation-models/nemotron/

https://arxiv.org/pdf/2505.00949


AI Factory is a specialized, integrated infrastructure designed to manage the entire AI lifecycle, from data ingestion to model training and deployment for real-time inference

AI Grid is a network of small, highly specialized AI communities. The members of AI Grid share their research work within these communities, initiate collaborations and establish fruitful connections for the future. https://lightning.ai/

https://ai-ran.org/


Building Blocks of the NVIDIA AI Aerial Platform: 

1. NVIDIA Aerial CUDA-Accelerated RAN

2. NVIDIA Aerial AI Radio Frameworks

3. NVIDIA Aerial Omniverse Digital Twin

Reference

NVIDIA GTC25: Telecom Special Address

AI Bootcamp for students


 8 Day Live Online Workshop

AI Bootcamp for Students

Make Your Child Future-Ready with AI

by Timesof Inida


https://www.notion.com/product Documentation

https://www.todoist.com/ To Do List

https://gamma.app/ For presentation 

https://openai.com/index/sora/ Cinematic Video 

https://www.midjourney.com/home Art Grade Visuals for story telling

https://ideogram.ai/t/explore Typography to image. Communicate in style

https://lovable.dev/ No code web apps

https://n8n.io/ Workflow automation tools

Few more tools

TachyonGPT accelerate the project planning process, potentially saving weeks of effort. This powerful AI assistant allows you to create a complex backlog structure for your project in very little time. Tachyon GPT gives you the power to improve existing work items or generate new work items based on brief titles or descriptions. https://marketplace.visualstudio.com/items?itemName=Neudesic.TachyonGPT

windserf editor and cascade. Agentic code IDE


Reference: https://economictimes.indiatimes.com/masterclass/ai-for-students

https://www.msn.com/en-in/money/news/chatgpt-to-google-gemini-top-5-ai-tools-to-enhance-productivity-mostly-free/ar-AA1GRlt1


Regional LLM, SLM, TinyML Language Learning


New Language Learning

Want to learn a new language this summer? Explore these expert-led platforms

Mobile app https://youtu.be/jyffkeM9GB0

Regional LLM

Sarvam AI launches Bulbul-v2, its voice model with support for 11 Indian languages

https://asr.iitm.ac.in/models/ 

BharatGen  https://bharatgen.tech/  Bharatgen: First Indigenous Language Ai Model Launched In India News In Hindi - Amar Ujala Hindi News Live - Bharatgen:भारत में लॉन्च हुआ पहला स्वदेशी भाषा Ai मॉडल, 22 भाषाओं में करेगा अनुवाद; दूर होंगी संवाद चुनौतियां and Google to collaborate with IIT Bombay’s BharatGen to build indigenous Indic language model

AIKosha

https://aikosha.indiaai.gov.in/home It looks like huggingface website for India


https://aikosha.indiaai.gov.in/home/toolkit having a list of popular AI related tools.

Kannada Models

nomic-embed-text-v2-moe 
snowflake-arctic-embed2
OpenAIs text-embedding-3-large
Vovage
Cohere
intfloat/multilingual-e5-large-instruct
paraphrase-multilingual
BGE-M3 is based on the XLM-RoBERTa