What AI Coding Agent you use? In my experience, they are not mutually exclusive, as per the context, requirements, and goals - I recommend to use a combination of them with common foundational elements such as Plugins & Skills, Prompts, MCPs and Connectors. vedcraft.com/tech-trends/...
Ankur Kumar
@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 ☕🎦📘
Java/Python Developer to AI Engineer Learning Path 👇 1️⃣ Agentic AI Framework: LangGraph / CrewAI / PydanticAI / Google ADK 2️⃣ Memory Management: Focus on understanding the concepts of short-term and long-term memory 3️⃣ Agentic RAG 4️⃣ Observability for Agents vedcraft.com/learning-pat...
Java/Python Developer to AI Engineer - Vedcraft
A seven-stage learning path from Java or Python developer to AI engineer — model foundations, context engineering, RAG, agents, evals and production.
vedcraft.com
I have consolidated essential reference architecture as per industry leading best practices such as Enterprise Context Graph Reference Architecture for Agentic Enterprise Search See details here 👇 vedcraft.com/architecture...
Created a Reference Architecture Center for Agentic AI, Cloud, Data and Platform Engineering consolidating across diverse disciplines 👇 1️⃣ Agentic AI Enterprise Data & Analytics Platform 2️⃣ Cloud-Native Core Banking Platform 3️⃣ Enterprise Agentic RAG Platform and more. vedcraft.com/architecture...
This article synthesizes and highlights key tech trends to be leveraged based on the broader research, technology insights, industry experience, and observations of emerging patterns 👇 vedcraft.com/tech-trends/...
Top Ten Technology Trends for 2026 - Vedcraft
The top ten technology trends for 2026 and beyond — Agentic AI, AI Factories, Vibe Coding, Enterprise Data Platforms and more.
vedcraft.com
Maturity Model for Agentic AI Adoption by Claude Team 👇 0️⃣Gated: access to AI tools is gated or process-heavy 1️⃣ Assisted: One engineer, one agent, mostly supervised—a fast pair programmer 2️⃣ Parallel: One engineer orchestrates 5–10 agents at once, each on its own worktree or git checkout.
With the rise of Agentic AI, it’s a challenge to keep up with emerging patterns, best practices , standards, reference architecture, governance & security, platforms and many more. That’s why publishing the Agentic Knowledge Hub 👇 medium.com/vedcraft/age...
Published a knowledge base for #AgenticAI covering 17 subject areas + knowledge graph to explore them- initially updated it manually, progressively adopted the idea of Karpath's LLMWiki with a variation of applying HITL & MKDocs. Feel free to share your feedback. agentic-ai.readthedocs.io
Java and Golang leading the MCP Performance Benchmark as per this report 👇 Wish Rust-based MCP implementation would have been added as well. #MCP #AgenticAI www.tmdevlab.com/mcp-server-p...
As anticipated, Q4 ‘25 & Q1 ‘26 witnessed consolidation of AI-first companies 👇 1️⃣ Manus acquisition by Meta, accelerating its development of autonomous coding AI agents 2️⃣ OpenAI hires OpenClaw creator Peter (beating much anticipated Anthropic offer), consolidation of personal AI Agents #AgenticAI
Liked the context management aspect of the repository 👇
openai.com/index/harnes... i have been mildly obsessed with the ideas in here for the past month or so. incredibly validating, total victory: my suspicions are correct, actually. "This functions like garbage collection" is a sentence I have said out loud. craziness
With Claude Opus 4.6, Anthropic has raised the bar further particularly for coding agents with shift-left mindset such as (they don’t release any internal architecture details such as whether it uses mixture-of-experts)👇 www.anthropic.com/news/claude-...
Shared consolidated perspective on key technology trends to watch for in 2026. Read detailed article here 👇 medium.com/vedcraft/top...
What Agentic AI standard you are using or planning to? 1️⃣ AGENTS.md 2️⃣ agentskills.io 3️⃣ modelcontextprotocol.io 4️⃣ a2a-protocol.org 5️⃣ mcpui.dev Any other - please comment.
That’s a great news for Open Source towards establishing common standards and technologies as a community - The Linux Foundation launched Agentic AI Foundation (aaif.io) joined by Anthropic, OpenAI, Google, Microsoft, AWS, Cloudflare, Bloomberg, and Block 👇
Agentic AI Gateway: The Proven Architecture Pattern for Enterprise GenAI Security and Governance. Read more for key insights 👇 #AgenticAI #GenAI medium.com/vedcraft/age...
Agentic AI Gateway: The Proven Architecture Pattern for Enterprise GenAI Security and Governance
Agentic AI Gateway: The Proven Architecture Pattern for Enterprise GenAI Security and Governance With the rise of Agentic AI, establishing enterprise-wide architecture building blocks has emerged as …
medium.com
AI Bits - While building Agentic Apps, the Retrieval of relevant information from structured or unstructured sources plays the pivotal role, and there are many design considerations to be made 🧵 #GenAI #AgenticAI
AI Bits#7 - That’s the vision getting formulated across the leading product companies and enterprises 🧵
AI Bits #5 - With a wide range of LLMs available, the most common architectural decision when building Agentic AI Apps is to choose the appropriate model 👇
AI Bits - Anatomy of an AI Agent 👇 1️⃣Sensors & Perception Layer: Information about the environment, agent interacts with environment with sensors 2️⃣ Knowledge Base (aka the “Memory”) and Feedback Mechanism
AI Bits #1 - In the midst of ROI for AI, Oracle’s stock rally of 35% in a single day surprised the market today indicating👇 1️⃣AI infrastructure demand will continue to drive the market growth - Oracle’s earnings report revealed a massive 359% increase in remaining performance obligations to $455B
Understanding the AI Economy to maximize the ROI focusing on novel metrics in current dynamics (Cost-effective Tokens are the new economic tools - synergyzing plan from Cloud Providers or your own Data Centers) 🧵
Interesting findings from the Stack Overflow’s Developer Survey 👇 🎯 Privacy, pricing & better alternatives are top reasons devs turn their back on a tech 📈 69% of AI agent users agree AI agents have increased productivity 📉 A majority of developers don't use AI agents survey.stackoverflow.co/2025/
2025 Stack Overflow Developer Survey
The 2025 Developer Survey is the definitive report on the state of software development. In its fifteenth year, Stack Overflow received over 49,000+ responses from 177 countries across 62 questions fo...
survey.stackoverflow.co
Gartner Technology Adoption Roadmap (‘25) for Midsize Enterprises - leverage it for planning & assessing technology strategy and roadmap for your organization 👇 ✅ AI, data & analytics: GenAI, Data fabric, CDS, Metadata Management, Augmented & Prescriptive Analytics, Data Observability
Databricks Summit 2025 Key Launches 👇 1️⃣ Agent Bricks: Auto-optimizing agents for domain tasks (Agent SDK + MCP) 2️⃣ Lakebase: fully-managed Postgres database integrated with the lakehouse and built for AI after Neon acquisition
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?...
Claude Code Demo (New Release with Sonnet4) - Spring Framework and Java 21 Migration with AI
YouTube video by Vedcraft | Next-Gen Tech. Gen AI & Cloud For All.
youtu.be
Building Agentic Apps with Model Context Protocol in an Enterprise Context - sharing key considerations as a complete guide 👇 #GenAI #MCP medium.com/vedcraft/unl...
Unlocking Agentic Apps with the Model Context Protocol (MCP) For Financial Services [A Complete…
A Practical Guide for Architects and Developers to Build GenAI-powered Financial Applications, standardizing Contextual Data for LLMs
medium.com
Rise of Agents and solutions like #DeepAgent, #ManusAI making Agentic AI easy 👌 deepagent.abacus.ai
Abacus.AI - DeepAgent
A god-tier general agent
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...
Google Cloud Next 2025: Elevating GenAI Capabilities to the Next Level
Google has been the leading hyperscaler advancing GenAI capabilities for enterprises, and Google Cloud Next 2025 has advanced its mission with infrastructure like the Cloud Wide Area Network…
ankurkumarz.medium.com