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AI & Machine Learning

15 articles on AI & Machine Learning from the BeyondPixl team.

MCP Explained for Software Buyers, Not Developers

MCP Explained for Software Buyers, Not Developers

A plain-language guide to the Model Context Protocol for buyers: what MCP is, why vendors mention it, and the questions to ask before you sign.

Swastika Dey Roy
Swastika Dey RoySeptember 17, 2026
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How to Evaluate a RAG System Before Your Customers Do

How to Evaluate a RAG System Before Your Customers Do

Stop spot-checking your RAG system. Learn the four metrics, baseline thresholds and evaluation workflow that catch failures before customers see them.

Swastika Dey Roy
Swastika Dey RoySeptember 11, 2026
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The Compliance Dates That Didn't Move

The Compliance Dates That Didn't Move

The EU delayed high-risk AI rules, but AI Act transparency, the European Accessibility Act and India's DPDP deadlines all held. Check these dates now.

Swastika Dey Roy
Swastika Dey RoySeptember 6, 2026
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Bolt-On vs Rebuilt AI

Bolt-On vs Rebuilt AI

Research shows workflow redesign, not model choice, is the biggest predictor of AI value. Here is why bolt-on AI stalls and how to rebuild without chaos.

Swastika Dey Roy
Swastika Dey RoySeptember 4, 2026
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EU AI Act Transparency Rules Were Not Delayed

EU AI Act Transparency Rules Were Not Delayed

The EU delayed high-risk AI Act duties to December 2027, but Article 50 transparency rules still apply from 2 August 2026. Here is what to fix now.

Swastika Dey Roy
Swastika Dey RoyAugust 31, 2026
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Your Brand Doesn't Exist to AI Search Yet

Your Brand Doesn't Exist to AI Search Yet

AI assistants cite different sources than Google ranks. Learn why your brand is invisible to AI search and the practical steps to fix it this quarter.

Swastika Dey Roy
Swastika Dey RoyAugust 30, 2026
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Why 88% of AI Pilots Never Reach Production

Why 88% of AI Pilots Never Reach Production

88% of AI pilots stall before production. Here is why most proofs of concept die, what the 12% that ship do differently, and how to join them.

Swastika Dey Roy
Swastika Dey RoyAugust 29, 2026
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Building AI Features That Degrade Gracefully

Building AI Features That Degrade Gracefully

The model will be wrong. Learn the engineering patterns, confidence thresholds, fallbacks and undo paths, that keep AI features useful when it happens.

Swastika Dey Roy
Swastika Dey RoyAugust 28, 2026
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AI Readiness: Can Your Data Support the AI You Want?

AI Readiness: Can Your Data Support the AI You Want?

Most AI projects fail on data, not models. A practical AI data readiness check covering quality, access, ownership and a five step self assessment.

Swastika Dey Roy
Swastika Dey RoyAugust 27, 2026
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AI Cut Build Time, Not the Thinking Behind It

AI Cut Build Time, Not the Thinking Behind It

AI tooling genuinely compresses software build timelines, but discovery and product thinking take as long as ever. Here is what the evidence actually shows.

Swastika Dey Roy
Swastika Dey RoyAugust 26, 2026
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What It Costs to Run an AI Agent in Production

What It Costs to Run an AI Agent in Production

A practical breakdown of AI agent production costs: token multiplication, model pricing, observability and evals, and five steps to keep bills predictable.

Swastika Dey Roy
Swastika Dey RoyAugust 25, 2026
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RAG System Design for Production Knowledge

RAG System Design for Production Knowledge

A practical guide to RAG system design: chunking strategy, hybrid search, contextual retrieval, vector database choice, permissions, and evaluation metrics.

Swastika Dey Roy
Swastika Dey RoyAugust 18, 2026
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AI Product Features That Earn Their Keep

AI Product Features That Earn Their Keep

95% of GenAI pilots show no P&L impact. Learn which AI product features survive contact with real users, plus the design patterns that separate the winners.

Swastika Dey Roy
Swastika Dey RoyAugust 6, 2026
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AI Agents for Workflow Automation

AI Agents for Workflow Automation

How to design AI agents for workflow automation that survive production: autonomy scoping, architecture patterns, tool design, guardrails and real evals.

Swastika Dey Roy
Swastika Dey RoyAugust 5, 2026
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Gemma 4: Google DeepMind's Most Capable Open AI Models Are Here

Gemma 4: Google DeepMind's Most Capable Open AI Models Are Here

Google DeepMind has launched Gemma 4 — its most intelligent open model family yet, built from Gemini 3 research and released under Apache 2.0. Here's everything you need to know.

Swastika Dey Roy
Swastika Dey RoyJune 27, 2026
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