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Turning Architectural Assumptions into Enforceable Code
This post discusses codifying system constraints as executable code to detect and prevent architectural drift in AI deployments across CI, runtime, and operations.
January 1, 2026
by Anurag Jindal
· 1,449 Views · 1 Like
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How Generative AI Can Transform Cloud Support Operations: A Practical Framework
A practical framework for using generative AI to improve speed, quality, and customer experience in cloud support operations.
January 1, 2026
by Mayuri Dekate
· 861 Views
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How Unified Data Pipelines Transform Modern AI Infrastructure
AI now uses diverse data types, and old pipelines struggle. Unified data flows centralize data, simplifying management and improving model training and performance.
December 31, 2025
by Samuel Ogbonna
· 1,520 Views · 1 Like
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Security and Governance Patterns for Your Conversational AI
Secure your SOC Copilot by implementing PII redaction, read-only access, and RAG enforcement to prevent data leaks and hallucinations.
December 31, 2025
by Rahul Karne
· 10,156 Views · 1 Like
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Rethinking Cloud Compliance With an AI-Driven Approach
Learn how AI transforms cloud compliance with continuous monitoring, automated risk assessment, and intelligent data governance for secure operations.
December 30, 2025
by Atish Kumar Dash
· 1,766 Views · 2 Likes
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Bias and Shortcut Tests for Vision Models: A Practical Test Suite From Real-World Experiments
High accuracy doesn't guarantee true understanding; your vision model might be riding on backgrounds and noise. Perform these tests before you trust it in the wild.
December 30, 2025
by Sai Teja Erukude
· 2,044 Views
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How to Build a Self-Evolving AI Agent That Learns From Failure
This guide demonstrates how to transform brittle AI agents into resilient systems that reflect on failures and retain learnings to avoid repeating errors.
December 30, 2025
by Apratim Mukherjee
· 3,118 Views · 1 Like
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Designing for Empathy: Human-Centered AI Patterns for Real Systems
This is a practical guide for developers to build empathy-aware AI with edge sensing, policy-driven actions, audit trails, and real-world app patterns.
December 30, 2025
by Mallesh Miryala
· 941 Views
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The Coming Shift From Bigger AI Models to Smaller, Faster Ones
Smaller, specialized AI models are replacing giant LLMs. Learn why modular workflows deliver faster, cheaper, and more reliable results for enterprise AI.
December 29, 2025
by Chia-fu Kuo
· 1,491 Views
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Manage Knowledge, Not Code
To ship faster and more reliably, teams must treat software development as a knowledge-optimization problem, not a coding problem.
December 29, 2025
by Chris Wardman
· 1,754 Views · 3 Likes
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Small Language Models as Control Planes to Steer Complex Systems
Small language models don't just answer questions; they can act as the "control brain" that routes work across services, tools, and larger models.
December 29, 2025
by Sai Teja Erukude
· 1,715 Views
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Optimizing Java Applications for Arm64 in the Cloud
In the first part of this series, learn how to tune the JVM for cloud workloads, optimize heap sizing, CPU usage, and more for better Java performance.
December 26, 2025
by Dave Neary
· 3,698 Views · 6 Likes
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The Architecture of Prompts: Designing Reliable, Deterministic AI Systems
Prompts are engineered systems with five layers that produce deterministic, production-ready code instead of unreliable AI outputs.
December 26, 2025
by Mohan Sankaran
· 2,795 Views · 9 Likes
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A Principled Framework for Scalable Experimentation and Reliable A/B Testing
Scalable experimentation framework enabling rigorous A/B testing, reliable metrics, and data-driven decisions across engineering teams.
December 25, 2025
by Sayantan Ghosh
· 1,372 Views · 1 Like
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Extracting Clean Excel Tables From PDFs Using Python + Docling
Extract tables from PDFs to fully formatted, analysis-ready Excel files with pdf-tables-to-excel, supporting OCR, complex layouts, and numeric parsing.
December 25, 2025
by Sanjay Krishnegowda
· 2,781 Views
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AI-Driven Schema Evolution and Adaptive Pipelines
AI-driven schema evolution enables self-healing data pipelines that autonomously detect, adapt to, and govern continuous schema changes for reliable enterprise analytics.
December 25, 2025
by Rambabu Bandam
· 1,981 Views · 1 Like
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Autonomous Pipelines: Transforming CI/CD With Full Automation
The future of CI/CD is about moving beyond simple automation to truly intelligent, autonomous systems and code flows that flow seamlessly and safely to production.
December 25, 2025
by Lakshmi Prasad Rongali
· 1,707 Views · 2 Likes
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JavaScript Data Grid Comparison: 8 Popular Options Reviewed
I reviewed eight top JavaScript data grids and compared them by performance, customization, accessibility, cost, integration, and devX.
December 24, 2025
by Marina Chernyuk
· 3,819 Views · 3 Likes
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Expose Any MCP Server as a Web API
Transform your MCP server into an HTTP API anyone can access from anywhere. This guide shows how to wrap your local MCP server with Express.js and tunnel via ngrok.
December 24, 2025
by Vivek Vellaiyappan Surulimuthu
· 1,528 Views · 1 Like
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Blockchain + AI Integration: The Architecture Nobody's Talking About
Blockchain-AI integration demands new architectures: off-chain computation with on-chain verification, solving trust issues in decentralized intelligent systems.
December 23, 2025
by Dinesh Elumalai DZone Core CORE
· 2,864 Views · 2 Likes
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