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ankurkumar.bsky.social
📝 A Techie, Blogger, Educator & Mentor 🖥️ Shares Learnings on Cloud, GenAI, Platform Engineering, Microservices, DevOps, Data Engineering 💙 Loved Husband, Proud Dad 💡 Founder Vedcraft.com - a platform for enabling Cloud, GenAI 🎯 Sports🏎️ 🎾 🏏🏒, Loves ☕🎦📘
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A Practical Guide for Architects and Developers to Build GenAI-powered Financial Applications, standardizing Contextual Data for LLMs using Model Context Protocol (MCP) 👇 medium.com/vedcraft/unl...

Great to experiment with Claude Code (New Release with Sonnet 4) - CLI interface to upgrade apps like this demo app opens up new possibilities (this app got upgraded from Spring 3 to 3.4.6 and Java 17 to Java 21 in 5 mins) with key highlights 🧵 youtu.be/PIQ0hBdugYU?...

Building Agentic Apps with Model Context Protocol in an Enterprise Context - sharing key considerations as a complete guide 👇 #GenAI #MCP medium.com/vedcraft/unl...

Rise of Agents and solutions like #DeepAgent, #ManusAI making Agentic AI easy 👌 deepagent.abacus.ai

Published key takeaways from Google Cloud Next 2025 for #GenAI enthusiasts from Gemini 2.5, A2A, Agent Platform & Agent Engine, Firebase Studio and more here 👇 #GoogleCloudNext ankurkumarz.medium.com/google-cloud...

Which one of these tech trends you are most excited about? medium.com/vedcraft/top...

Observing technology trends by analysts, research companies, and thought leaders creates awareness and helps build a broader perspective. Published this article as part of my analysis - looking forward to hearing perspective from this group 👇 medium.com/vedcraft/top...

Tried my best to capture most of the #agentic frameworks for building #GenAI apps - let me know if anything missing 👇 medium.com/vedcraft/bui...

DeepSeek is not just a ChatGPT competition but also a great news for the Open source community as it is the first high quality “reasoning” Open model available for fine-tuning, and self-hosting. Here is the compiled list of Open models for reference 👇 #opensource #LLMs medium.com/vedcraft/top...

Agentic AI has emerged as one of the most promising GenAI building blocks in 2025, and numerous frameworks have emerged to build agentic apps. Published this article summarizing the key agentic frameworks with their architecture, features, pros/cons👇 medium.com/vedcraft/bui... #GenAI #AgenticAI

Published a comprehensive list of Agentic frameworks, accompanied by their respective advantages and disadvantages. I have had the privilege of experimenting with several of these frameworks and currently utilize some of them. Please share your experience. medium.com/vedcraft/bui... #GenAI

Building AI agents for common Cloud operations accelerating organizational’s productivity and efficiency 👇 arxiv.org/html/2407.12...

From large context window, multi-modal capabilities, accuracy, fine-tuning capabilities, prompt caching, and more - 2025 trends indicate consolidation and maturity of foundation models towards token generation efficiency, lower response time, and decreasing cost👇 blog.dataiku.com/a-dizzying-y...

From current Agentic AI towards Physical AI (imagine AI-driven robots for physical & immersive work efficiency), Jensen’s CES 25 keynote elevated the LLM to the future of World Foundation Model empowering Robotics along with 🧵

Top Data Engineering Open Source Apache Tech to Watch for in 2025 👇 1️⃣ Apache Iceberg (Common Open Format) 2️⃣ Apache Atlas (Universal Metadata Management) 3️⃣ Apache Druid (Real-time Analytics DB) 4️⃣ Apache Pinot (Distributed DB) 5️⃣ Apache Hudi (Distributed Data Lake) 6️⃣ Apache Drill (Query Engine)

Agentic Frameworks on rise and will continue to see more in 2025 (mostly Python)👇 1️⃣ Microsoft AutoGen 2️⃣ LangGraph / LangChain 3️⃣ AutoGPT 4️⃣ CrewAI 5️⃣ Swarm by OpenAI 6️⃣ MetaGPT 7️⃣ Flowise 8️⃣ OpenAGI 9️⃣ HF Transformers Agents 🔟 Camel Others: Langflow, LLMStack Are you aware of any more? #GenAI #Python

X/Twitter is getting bombarded with hate messages particularly related to immigrants- what happened to the US spirit of welcoming everyone here 🤔

CRN Top #Kubernetes Startups 👇 1️⃣ AccuKnox (Security Platform) 2️⃣ Cast AI (Cost Automation) 3️⃣ Edgeless Systems (Confidential Computing) 4️⃣ Kubo Labs (Troubleshooting) 5️⃣ RapidFort 6️⃣ Namla (Orchestration) 7️⃣ ScaleOps (Optimisation) 8️⃣ StackBlitz (Browser Env) 9️⃣ Syself 🔟 Zesty www.crn.com/news/cloud/2...

That’s very well articulated article on Small Language Models along with: 1️⃣ Compression methods: Pruning, Quantization, Low-rank factorization, Knowledge distillation 2️⃣ Popular SLMs: ● DistilBERT ● Gemma ● GPT-4o mini ● Granite ● Llama ● Ministral ● Phi #LLM #SLM #GenAI www.ibm.com/think/topics...

Loved the new interface of #IntelliJ - great job by the underlying team 👍🏻 blog.jetbrains.com/idea/2024/10...

That’s interesting that Langfuse team didn’t think about caching prompts and using OLAP DB in early stages 🤔 Lessons learned: launch your product quickly and as it scales, evaluate and scale your architecture 👍🏻 langfuse.com/blog/2024-12...

Liked the # NA Sesion about using #OpenCost for managing GPU cost for the AI workload 👇 youtu.be/EAcoIZh118I?...

Which open source LLM you are using or planning for your next GenAI app? 1️⃣ Llama 2️⃣ Falcon 3️⃣ Gemma 4️⃣ Mistral 5️⃣ BLOOM Reply with your preference along with the rationale.

Shall I give up my Copilot ($10/month) and use ChatGPT Plus ($20/month) to experience SORA and new features? Thinking to use Cursor with ChatGPT 🤔 #ChatGPT #GitHubCopilot

The definition of golden path differs for different enterprises and so start your journey with an internal reference architecture for platform engineering to improve the development productivity incrementally. platformengineering.org/blog/how-to-... #platformengineering

Community initiatives like OPEA is great to build standards and solutions together 👍🏻 OPEA (Open Platform for Enterprise AI) is a framework that enables the creation and evaluation of open, multi-provider, robust, and composable generative AI (GenAI) solutions. opea-project.github.io

Finally, a platform where you feel free to express your views and ideas without any fear to get your account suspended for your opinions. Thanks @bsky.app team for building such platform and hopefully people in this community will respect each other for their opinions.

Going to check this framework out for AI apps development with LLMs for agentic workflows 👇 llmware.ai

AWS re:Invent '24 Takeaways from Keynote (Matt Garman) - Nova, S3, Q and Bedrock announcements are not to be missed 🧵 #aws #awsreinvent