Suvendu Ghosh

- Solution Architect @Ericsson, 16 yrs in IT -- interested in Java ☕, cloud ☁️ AI and any other technology

[Suvendu Ghosh @ghosesuvendu]

🐘 Ganesh Chaturthi is undefined days away! Pack a special tiffin for your child — Modak (Steamed) & Puran Poli 🍱

Get personalised tiffin ideas at https://t.co/orclzTZ9ZI

#TiffinPilot #GaneshChaturthi #KidsLunchBox #IndianMoms #SchoolTiffin

[Suvendu Ghosh @ghosesuvendu]

🍱 Tuesday tiffin for Rohan:
🥇 Vegetable Pulao (20 min)
🥈 Backup: Monginis Stuffed Bread (Veg)

Get yours free 👉 https://t.co/Bn2VjAj7Ln

#TiffinPilot #SchoolTiffin #KidsLunchBox #IndianMoms #WorkingMoms

[Suvendu Ghosh @ghosesuvendu]

🍱 Your child's school tiffin plan this week:
MON: Paneer Paratha | TUE: Vegetable Pulao | WED: Idli with Chutney

Get your child's free personalised plan 👉 https://t.co/1fERTWFq5N

#TiffinPilot #KidsLunchBox #IndianMoms #SchoolTiffin

[Suvendu Ghosh @ghosesuvendu]

🐘 Ganesh Chaturthi is 7 days away! Pack a special tiffin for your child — Modak (Steamed) & Puran Poli 🍱

Get personalised tiffin ideas at https://t.co/orclzTZ9ZI

#TiffinPilot #GaneshChaturthi #KidsLunchBox #IndianMoms #SchoolTiffin

[Suvendu Ghosh @ghosesuvendu]

🍱 Monday tiffin for Rohan:
🥇 Paneer Paratha (15 min)
🥈 Backup: Mio Amore Veg Sandwich

Get yours free 👉 https://t.co/Bn2VjAj7Ln

#TiffinPilot #SchoolTiffin #KidsLunchBox #IndianMoms #WorkingMoms

[Suvendu Ghosh @ghosesuvendu]

6:29AM Forgot tiffin again?

I built TiffinPilot for working women who do 2 jobs before 8AM

1 week tiffin ideas + 1-click grocery list every Sunday

Web
https://t.co/orclzTZ9ZI
WhatsApp https://t.co/CcM9SPLLnt
FB https://t.co/fMk8uWGXNs

#WorkingMoms #TiffinIdeas #KolkataMoms

[Meenakshi Yadav @MeenakshiYACS]

Most people think AI = prompts.
That’s outdated.

Real AI in 2026 = Agents with skills

Here’s the architecture nobody talks about 👇

➡️ Skills
Reusable instruction modules
Like training manuals for AI

➡️ Core loop
Perceive → Reason → Act → Observe → Repeat
This is how agents actually “work”

➡️ MCP servers
Connect AI to real tools
GitHub, Slack, databases, APIs

➡️ Subagents
Delegate tasks like a team
Researcher • Coder • Deployer

➡️ Hooks
Automate actions
Before / After / On trigger

➡️ Memory layer
Files + Claude.md = always-on context

➡️ The stack
Plugins = Skills + Tools + Subagents + Hooks

💡 Big shift:
You’re not using AI anymore
You’re building systems that run work

Prompting is step 1
Agent design is step 10

❤️ Like
🔁 Retweet
🔖 Bookmark

Follow @MeenakshiYACS for more such posts

#AI #ArtificialIntelligence #GenerativeAI #CareerGrowth #Upskilling

DISCLAIMER-
Image rights belong to the owner. Got it from an open source to download.

[Igor @igormomentum]

Here are some best accounts to follow for original content on AI, engineering and design:

@karpathy — on llms
@thdx — opencode creator
@rauchg — vercel ceo
@mitchellh — ghostty, ex-hashicorp founder
@dhh — ruby on rails creator, 37signals/basecamp cto
@addyosmani — google cloud ai lead
@zeeg — sentry founder
@jarredsumner — bun founder
@BHolmesDev — astro/dev educator
@boristane — led cf workers observability
@karrisaarinen — linear founder
@kepano — obsidian founder
@trq212 — claude code updates
@bcherny — claude code creator
@lennysan — product management / interviews
@jasonfried — 37signals/basecamp ceo
@leerob — OG educator devrel (cursor, next.js)
@ctatedev — vercel labs
@Shpigford — serial maker/founder

Design engineering:
@shadcn — shadcn creator
@emilkowalski — emilkowal .ski
@joshpuckett — interfacecraft .dev
@jakubkrehel — jakub .kr
@raphaelsalaja — userinterface .wiki
@nandafyi — design @ cloudflare
@benjitaylor — design @ twitter, agentation
@mengto — founder aura build, educator
@jayneil — designer interviews
@jh3yy — design eng breakdowns

Engineering media and news:
@GergelyOrosz — youtube/pragmaticengineer
@theo — youtube/t3dotgg
@ThePrimeagen — youtube/ThePrimeTimeagen
@Rasmic — youtube/rasmic
@atmoio — youtube/atmoio

DB people:
@jamwt — convex CEO
@jamesacowling — convex CTO
@glcst — turso CEO
@samlambert — planetscale CEO

--

Who else would you add to this list?

[Vaishnavi @_vmlops]

Agentic AI Systems
Interview Q&A Guide

https://t.co/JamgZPpOtP

[Bilgin Ibryam @bibryam]

🌟LLM Architecture Gallery (huge)🌟 - @rasbt
https://t.co/fcHvliOuhB

[Alex Finn @AlexFinn]

Anthropic just released ALL the Claude Code secrets

Their Prompting best practices just went live in their docs and I spent hours reading it and testing out all the tips

Here are the 10 that make Claude Code so much better: 🧵

[Suvendu Ghosh @ghosesuvendu]

@Oliviacoder1 Agent

[Suvendu Ghosh @ghosesuvendu]

I just published # Fully GPU-Native Date Calculations with Dask-cuDF: No CPU Fallback Needed ⚡ https://t.co/cHoPfSPUgs

[Suvendu Ghosh @ghosesuvendu]

I just published # 💡 Flattening One-to-Many Joins on GPU Using Dask-cuDF — No CPU Fallback Required https://t.co/KvMDuwH6rG

[Victoria Slocum @victorialslocum]

Multi-agent architectures are the FUTURE

Here are 6 different types:

𝟭. 𝗛𝗶𝗲𝗿𝗮𝗿𝗰𝗵𝗶𝗰𝗮𝗹 (𝗩𝗲𝗿𝘁𝗶𝗰𝗮𝗹) 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲
A supervisor agent orchestrates multiple specialized agents.
𝘌𝘹𝘢𝘮𝘱𝘭𝘦:
• One agent retrieves information from internal data sources
• Another agent specializes in public information from web searches
• A third agent specializes in retrieving information from personal accounts (email, chat)

𝟮. 𝗛𝘂𝗺𝗮𝗻-𝗶𝗻-𝘁𝗵𝗲-𝗟𝗼𝗼𝗽 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲
Incorporates human verification before proceeding to next actions, used when handling sensitive information.

𝟯/𝟱. 𝗡𝗲𝘁𝘄𝗼𝗿𝗸 (𝗛𝗼𝗿𝗶𝘇𝗼𝗻𝘁𝗮𝗹) 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲
Agents communicate directly with one another in a many-to-many fashion. Forms a decentralized network without strict hierarchical structure.

𝟰. 𝗦𝗲𝗾𝘂𝗲𝗻𝘁𝗶𝗮𝗹 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲
Agents process tasks in sequence, where one agent's output becomes input for the next.
𝘌𝘹𝘢𝘮𝘱𝘭𝘦: Three sequential agents where:
• First query agent retrieves information from vector search
• Second query agent retrieves additional information from web search based on first agent's findings
• Final generation agent creates a response using information from both query agents

𝟱. 𝗗𝗮𝘁𝗮 𝗧𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺𝗮𝘁𝗶𝗼𝗻 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲
Includes agents dedicated to transforming data.
𝘌𝘹𝘢𝘮𝘱𝘭𝘦:
• A transformation agent that enriches data at insert-time or transforms existing collections

There are also some other patterns that can be combined with these architectures:
• 𝗟𝗼𝗼𝗽 𝗽𝗮𝘁𝘁𝗲𝗿𝗻: Iterative cycles for continuous improvement
• 𝗣𝗮𝗿𝗮𝗹𝗹𝗲𝗹 𝗽𝗮𝘁𝘁𝗲𝗿𝗻: Multiple agents working simultaneously on different parts of a task
• 𝗥𝗼𝘂𝘁𝗲𝗿 𝗽𝗮𝘁𝘁𝗲𝗿𝗻: A central router determining which agents to invoke
• 𝗔𝗴𝗴𝗿𝗲𝗴𝗮𝘁𝗼𝗿/𝘀𝘆𝗻𝘁𝗵𝗲𝘀𝗶𝘇𝗲𝗿 𝗽𝗮𝘁𝘁𝗲𝗿𝗻: Collecting and synthesizing outputs from multiple agents

Check out this ebook for more info: https://t.co/pfM1lcp3SC

[Aman Kharwal @amankk_9]

Impactful #AI & #MachineLearning Project Ideas for your resume:

1. Building an AI Agent for Trading using Agentic AI

2. Building a RAG Pipeline for LLMs

3. Building Hybrid ML Models for Predictive Modeling

4. MLOps Pipeline using Apache Airflow

Find solved & explained examples here: https://t.co/Xtzya4d9Sr

[Aman Kharwal @amankk_9]

Steps required to build a large language model from scratch:

1. Tokenization
2. Embedding Layer
3. Positional Encoding
4. Self-Attention
5. Transformer Block
6. Full Language Model

Learn to build an #LLM from scratch using #Python here: https://t.co/7IcXt3NWBo

[Aman Kharwal @amankk_9]

Find all these resources to master #LLMs from scratch here: https://t.co/ApFdukKhga

#artificalintelligence #MachineLearning

[Aman Kharwal @amankk_9]

How to learn #DataScience in 2025?

In 2025, companies will expect you to:

1. Excel in analytical thinking
2. Drive decisions with data insights
3. Leverage Generative AI & LLMs for innovative solutions

Here's a step by step roadmap you can follow: https://t.co/1ALSg5TSem

[Suvendu Ghosh @ghosesuvendu]

@StephaneMaarek , thanks for your udemy course "aws-certified-solutions-architect-associate-saa-c03", that helped me a lot to pass my exam

[Suvendu Ghosh @ghosesuvendu]

View my verified achievement from @awscloud. https://t.co/0DIH3gC9TR via @credly