Ashfaq

Software Developer | AI ML Engineer

[Ashfaq @devAshfaq]

Most “agent reasoning” is just tool selection and parameter extraction.

TinyLLMs handle that reliably in constrained workflows.

Experiment + code: https://t.co/SeSBBVKSLE

Write-up: https://t.co/OXHtmoA8p7

[Ashfaq @devAshfaq]

Built SystemMind 🧠 — an AI assistant that connects with any OS using natural language.
Monitor, diagnose, and understand system performance without commands.
🔗 https://t.co/ZnMK4hZNdT
#AI

[Ashfaq @devAshfaq]

Pleased to share that my PR to the Azure Cosmos DB MCP Server repo has been merged.

It upgrades the server to FastMCP 2.3.0 with Streamable HTTP transport, bringing:
🌐 Better scalability
🔗 Multi-LLM client support
🔗 PR: https://t.co/VDw2E5fTQS

#AI #AzureCosmosDB #MCP #LLMs

[Ashfaq @devAshfaq]

Just published a hands-on guide on Vector Databases – what they are, how they differ from RDBMS & NoSQL, and why they matter in AI.

🧠 Article: https://t.co/3wZ8xTdMDp
🔗 Code: https://t.co/4zollka3sH
#AI #VectorDB #MachineLearning #Pinecone #Weaviate #ChromaDB #FAISS

[Ashfaq @devAshfaq]

Built Apache Flink MCP Server 🚀 Chat with your cluster instead of clicking dashboards. Natural language debugging & monitoring.
Medium Article: https://t.co/fUhPI42Pm8
#Flink #AI #StreamProcessing #MCP

[Ashfaq @devAshfaq]

Real-time Kafka streaming with Flink SQL - practical guide covering Kafka setup, Python producers/consumers, SQL transformations, and data filtering. No Java needed - perfect for developers starting with streaming pipelines
Link: https://t.co/6mC93QA0RU

[Ashfaq @devAshfaq]

Unlike Claude that only support their own LLM as MCP Client, We can connect any LLM as MCP Client to real-world tools and data through https://t.co/Fwn4se8k9O.

Read more: https://t.co/n1kZFUzyXK

[Ashfaq @devAshfaq]

Java Streams: Short-Circuiting & Loop Fusion Explained:

[Ashfaq @devAshfaq]

Explore how to integrate PostgreSQL with Claude AI using the Model Context Protocol (MCP). A hands-on guide to setting up the MCP server and configuring Claude Desktop for seamless AI-driven database interactions.
Read more: https://t.co/tPitCB62AQ