Practical insights on AI, Machine Learning, LLM Engineering, and building real-world AI systems.

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Responsible AI ML Fairness EU AI Act Full article

31 March 2026 · 16 min read

Responsible AI in Practice: What "Fairness" Actually Means in Production

Beyond principles and checklists — bias detection tools, fairness definitions that contradict each other, SHAP explainability, EU AI Act requirements, and a real credit-scoring audit walkthrough.

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Agentic AI System Design LLM Engineering Full article

30 March 2026 · 17 min read

I Redesigned Our Agentic AI System Three Times. Here's What I Learned

Three production redesigns — what broke each time and the four-component architecture that finally shipped. Covers orchestrator patterns, memory layers, tool registries, and guardrails with eight diagrams.

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LLMOps Cost Optimization Enterprise AI Full article

29 March 2026 · 14 min read

The True Cost of Running Enterprise LLMs in Production (2026 Data)

A transparent, mathematical breakdown of LLM API pricing tiers, hidden LLMOps costs, and real TCO formulas — so CTOs stop being surprised by their AI invoices.

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AI Engineer Data Science Career Full article

29 March 2026 · 11 min read

Data Scientist vs. AI Engineer: What Actually Changes in 2026?

The titles sound similar but the work is completely different. A practitioner breakdown of skills, salary, transition roadmap, and where AI Solution Architecture fits above both.

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GEO AI SEO Schema Markup Full article

22 March 2026 · 14 min read

I Ran a GEO Audit on My Own Portfolio Site — Here's What I Found (and How I Fixed It)

Six real issues found during a GEO audit of my own site — JS-invisible hero text, missing Wikidata, no FAQPage schema — and the exact fixes applied.

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Claude Code Anthropic API Full article

20 March 2026 · 13 min read

How to Run Claude Code Without a Claude Paid Plan

Run Claude Code free with Ollama locally, or use an Anthropic API key, AWS Bedrock, or Vertex AI — step-by-step setup for all four methods.

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LLMOps MLOps Production AI Full article

19 March 2026 · 12 min read

LLMOps vs MLOps: A Real Comparison After Running Both in Production

Monitoring, versioning, cost patterns, and failure modes — an honest breakdown from production systems across healthcare, sports analytics, and enterprise automation.

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