AI/ML Resources

The Quantum Computing Mirage: What Three Years of Broken Promises Have Taught Me

Despite steady progress, quantum computing remains decades from practical advantage, with cryptography upgrades as its only near-term impact.

February 23, 2026

by Igboanugo David Ugochukwu

CORE

· 1,689 Views · 4 Likes

Agentic AI vs Copilots: The Architectural Shift from Assistance to Autonomy

The industry is shifting from copilots that simply autocomplete code to agentic systems that autonomously plan and execute multi-step workflows in a recursive loop.

February 23, 2026

by Nikita Kothari

· 1,161 Views

From Prompt Loops to Systems: Hosting AI Agents in Production

AI agents fail in production because they rely on prompts instead of systems. Without proper hosting, memory, tool access, and controls, they become unreliable.

February 23, 2026

by Amit Chaudhary

· 926 Views

Azure AI Search at Scale: Building RAG Applications with Enhanced Vector Capacity

Azure AI Search now supports massive vector scale (tens of millions per index) with better performance and cost efficiency.

February 23, 2026

by Jubin Abhishek Soni

CORE

· 938 Views

From Command Lines to Intent Interfaces: Reframing Git Workflows Using Model Context Protocol

Model Context Protocol enables intent-driven GitHub workflows in the IDE, replacing command sequences with safe, structured natural language interactions.

February 20, 2026

by Aishwarya Murali

· 1,765 Views

Amazon Q Developer for AI Infrastructure: Architecting Automated ML Pipelines

Master Amazon Q Developer for ML infrastructure. Automate SageMaker pipelines, optimize GPU resources, and accelerate AI development cycles.

February 20, 2026

by Jubin Abhishek Soni

CORE

· 1,675 Views · 1 Like

Queueing Theory for LLM Inference

Learn how to size GPU capacity, batching, and concurrency for strict latency SLOs in production-ready LLM inference with this analysis of queuing theory applications.

February 20, 2026

by Dhyey Mavani

· 1,546 Views

From Prompts to Platforms: Scaling Agentic AI (Part 2)

Agentic AI platforms scale by combining evaluation, resilience, governance, telemetry-driven iteration, low-touch onboarding, and resource management.

February 19, 2026

by VIVEK KATARYA

· 1,967 Views · 1 Like

AWS SageMaker HyperPod: Distributed Training for Foundation Models at Scale

Master distributed training at scale with AWS SageMaker HyperPod's resilient cluster management and high-performance interconnects.

February 19, 2026

by Jubin Abhishek Soni

CORE

· 1,405 Views

Tools for Building Deterministic LLM Systems

LLMs are never deterministic, but with sufficient testing, you can push LLM-driven workflows close to the reliability bar of traditional software.

February 19, 2026

by Cornelius Renken

· 2,378 Views

The Future of Agentic AI

Agentic AI replaces passive chatbots with goal-driven agents, while MCP standardizes tools to enable safe, scalable human-AI collaboration.

February 19, 2026

by John Vester

CORE

· 2,598 Views · 2 Likes

The Developer’s Guide to Local LLMs: Building, Running, and Scaling With Ollama

The article discusses local LLMs through practical examples and, in depth, examines their limitations and specific aspects of real-world use.

February 19, 2026

by Iurii Iurchenko

· 2,646 Views · 5 Likes

Embedding Store as a Platform on AWS: OpenSearch + Bedrock + S3 Needs SLAs, Governance, and Quotas

Vector search is not "just OpenSearch." It just needs to be run as a platform with SLAs, governance, and quotas to control drift, leaks, and out-of-control costs.

February 19, 2026

by Anusha Kovi

CORE

· 1,275 Views · 1 Like

Mastering the Gemini 3 API: Architecting Next-Gen Multimodal AI Applications

Explore Google Gemini 3 API’s architecture, native multimodality, and agentic workflows with a hands-on guide to building a production-ready multimodal AI.

February 18, 2026

by Jubin Abhishek Soni

CORE

· 1,728 Views · 1 Like

Functional Scaffolding for LLM Solutions

Break down LLM-agent workflows into mini-checkpoints with validation and oversight — so you don’t rely on opaque model internals alone.

February 18, 2026

by ganesh s

· 1,418 Views

The Human-in-the-Loop AI: Reviving the Lost Art of Procedure Manuals

In the rush to automate everything, we forgot the most important API: the human operator. Here is an architectural pattern using Gen AI to fix broken documentation.

February 17, 2026

by Dippu Kumar Singh

· 1,966 Views · 1 Like

Beyond Ingestion: Teaching Your NiFi Flows to Think

Stop just moving data with NiFi — make it smarter. Here's how to embed an AI model right into your flow using a Java Custom Processor.

February 17, 2026

by Madhusudhan Dasari

· 1,652 Views · 1 Like

Design and Implementation of Cloud-Native Microservice Architectures for Scalable Insurance Analytics Platforms

How cloud-native microservices transform insurance analytics by enabling scalability, real-time processing, and seamless modernization of legacy platforms.

February 17, 2026

by Afroz Mohammed

· 1,711 Views

The Citizen Developer Boom: How Generative AI Lowers the Barrier to Entry

Traditional "Citizen Development" initiatives often fail due to skill gaps and lack of support. Here's a pattern for democratizing development by using GenAI APIs.

February 17, 2026

by Dippu Kumar Singh

· 1,238 Views · 1 Like

From Prompts to Platforms: Scaling Agentic AI (Part 1)

Scaling agentic AI requires platform-level design: robust messaging, memory, model orchestration, prompts, agent meshes, and safety guardrails, not just better models.

February 17, 2026

by VIVEK KATARYA

· 1,579 Views

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