ARC // AI REALITY CHECK
articles / long-form analysis

The Analysis

arguments worth making // not opinions worth holding

Long-form arguments on AI detection, counterfactual reasoning, ML in BPO turnover, and how the LinkedIn algorithm actually works.

You Can't Detect Content Created by AI. You Just Need Attention.

Why every AI detection tool on the market is a liability dressed as a solution, and what content authenticity actually requires when the model writes better than the auditor.
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Unlocking What Didn't Happen

Applying counterfactual reasoning to fix your customer and employee experience. Most contact centers optimize what already happened. The real value is in the near-misses you never see.
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ML-Driven Turnover Prediction in BPO Environments

How machine learning models can reduce employee attrition and save millions in BPO environments. Where the data lives, what features actually predict, and what to do with the prediction.
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LinkedIn Visibility — A Plain-Language Deep-Dive

A clear-spoken look at the data behind reach, bias, and the hidden rules of the LinkedIn feed. What gets seen, what gets buried, and why your engagement metrics lie.
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4 articles  •  ~47 min total read  •  AI / CX / BPO / Algorithms