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Biases serve a human purpose: Grant AI some slack too

Mint Mumbai

|

April 30, 2025

Heuristics help humans survive data overloads. Instead of AI free of all bias, let's aim for minimal harm

- RAHUL MATTHAN

We often think of bias as a flaw that needs to be purged. It's not. It's a cognitive shortcut that we need to fine-tune. We are constantly bombarded by shapes, colours, sounds and smells. Even though the human sensory system can collect this information at a rate of approximately 10 million bits per second, our conscious mind can only process 50 bits of information per second. That we are such a successful species, even though we can only process 0.0005% of all the data we collect, is a testament to our brain's ability to quickly sort the important from the trivial.

We do this using heuristics, simple rules of thumb that help us decide which information to prioritize based on context, experience and human evolutionary adaptations. This is how we can tell, just from its colour and appearance, that we should not put something in our mouth. It's how we know a dangerous neighbourhood the moment we enter it, even if we have never been there before. When we hear something rustling in the dark, that fight-or-flight response we instantly feel is because, at some time in humanity's past, that sound indicated the presence of a predator.

FLERE HISTORIER FRA Mint Mumbai

Mint Mumbai

Mint Mumbai

TCS, Wipro US patent suits worsen IT's woes

Two of the country’s largest information technology (IT) services companies—Tata Consultancy Services Ltd and Wipro Ltd—faced fresh patent violations in the last 45 days, signalling challenges to their expansion of service offerings.

time to read

2 mins

November 25, 2025

Mint Mumbai

Mint Mumbai

AI bond flood adds to market pressure

Wall Street is straining to absorb a flood of new bonds from tech companies funding their artificial intelligence investments, adding to the recent pressure in markets.

time to read

4 mins

November 25, 2025

Mint Mumbai

Mint Mumbai

Auto parts firms spot hybrid gold

Auto component makers are licking their lips at the ascent of hybrids, spying a new growth engine at a time when electric vehicle (EV) sales have not measured up.

time to read

2 mins

November 25, 2025

Mint Mumbai

Mint Mumbai

Diwali is past, but shopping season is roaring ahead

India's consumption engine appears to be humming well past the Diwali rush, with digital payments showing none of the usual post-festival fatigue.

time to read

3 mins

November 25, 2025

Mint Mumbai

Mint Mumbai

HOW TO SPOT A WINNING STARTUP IPO

As a flood of new listings burns small investors, we investigate the overlooked metrics

time to read

9 mins

November 25, 2025

Mint Mumbai

WHY INDIA HAS FAILED TO CURB AIR POLLUTION

Despite massive funding, India has failed to make meaningful progress in combating air pollution. Beijing's dramatic turnaround over the past decade offers crucial lessons.

time to read

4 mins

November 25, 2025

Mint Mumbai

Micro biz has a harder time securing loan to start up

Bank lending to first-time micro-entrepreneurs has plummeted, signalling tighter credit conditions for small businesses already struggling with cash flow pressures and trade turmoil. In the first six months of the fiscal year, a key central scheme to support such lending managed to sanction just about 12% of what was sanctioned in the entire previous fiscal year, official data showed.

time to read

2 mins

November 25, 2025

Mint Mumbai

Mint Mumbai

Inverted duty fix is next on GST agenda

GST Council to expand work on fixing anomaly at next meet

time to read

2 mins

November 25, 2025

Mint Mumbai

Mint Mumbai

Why was a fresh approach to QCOs needed?

The government is now withdrawing the quality control orders (QCOs) issued earlier across sectors. Mint examines the original intent, the reasons for the policy reversal, and the expected national benefits from this move.

time to read

2 mins

November 25, 2025

Mint Mumbai

Climate: Hope lives

Climate change could be described as a \"tragedy of the commons.\" That is, one where a shared resource, such as the planet's atmosphere, gets degraded because everyone has an incentive to put immediate self-interest above what's good for all.

time to read

1 min

November 25, 2025

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