Canadian expat in Bengaluru says 'Indian driving etiquette will rival Japan's by 2030' if...

Canadian digital creator, Caleb Friesen, believes that citizen‑led reporting mechanisms could address the widespread culture of non‑compliance on Indian roads.

• A Canadian expat in Bengaluru said Indian driving etiquette could rival Japan’s by 2030 if AI‑powered citizen reporting tools like Pankaj Tanwar’s viral AI helmet are widely adopted. His comments follow growing debate, investor interest, and Bengaluru Police outreach after the helmet’s real‑time traffic‑violation detection demo went viral.

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A Canadian digital creator living in Bengaluru has joined the ongoing discussion around driving discipline in India after a viral post showcased an AI‑powered helmet created by Bengaluru techie Pankaj Tanwar to record and report traffic violations in real time. The innovation received immense praise on social media, especially as the city grapples with one of the country’s most challenging traffic environments.

Reacting to the surge of interest around Tanwar’s prototype, the creator, Caleb Friesen, wrote on X: "I need this helmet. Now. Pankaj, you are a GENIUS."

He also argued that India could dramatically improve road discipline with citizen‑driven monitoring tools. “Majority of Indians don’t follow traffic laws. Traffic police are ineffectual. CCTVs are rare,” he wrote. “AI‑powered citizen‑worn auto‑reporting helmets are the Big Brother India needs. Gamify it with rewards for each challan paid, and Indian driving etiquette will rival Japan’s by 2030.”

Response to criticism over ‘tech bros’ and citizen-led surveillance

Friesen has often highlighted civic issues in Bengaluru, and his recent comment came as a rebuttal to another user who criticised engineers for creating tools that increase police access to citizen data. That user argued that such innovation could instead be directed toward documenting poor urban infrastructure or even rule violations committed by authorities.

The Canadian creator, however, maintained that citizen‑led reporting mechanisms could address the widespread culture of non‑compliance on Indian roads.

The AI helmet at the centre of debate

The discussion was triggered over the weekend when Bengaluru software developer Pankaj Tanwar demonstrated an AI‑enabled helmet he built out of frustration with errant motorists. Tanwar said he was tired of “stupid people on road,” prompting him to hack his helmet into a traffic‑police‑style device capable of doing the following:

1.) Identifying traffic violations

2.) Capturing number plates

3.) Logging time, date, and location

4.) Emailing evidence directly to traffic police — automatically

A short video showed a helmetless scooter rider being instantly flagged and reported, underscoring the prototype’s real‑time functionality.

i was tired of stupid people on road so i hacked my helmet into a traffic police device while i ride, ai agent runs in near real time, flags violations, and proof with location & no plate goes straight to police. blr people - so now ride safe… or regret it. pic.twitter.com/lWaRO01Jaq

— Pankaj (@the2ndfloorguy) January 3, 2026

Praise and offers to scale up

Tanwar clarified that the project was created “purely for fun” as part of a series of “weird, fun weekend experiments,” which also includes Raspberry Pi hacks and local AI/ML builds. Despite that, the system caught the attention of investors, founders, and developers who offered to help turn it into a hardware product or deploy the technology across larger networks of cameras.

Actor Kunal Kapoor also reacted to the video, calling it “brilliant” and expressing interest in owning one “even though I drive.”

Bengaluru police reach out to understand technology

Amid the growing attention, Tanwar revealed that the office of the Commissioner of Police, Bengaluru had directly contacted him. Sharing a screenshot of the message, he wrote, “OMG. Office of the Commissioner of Police, Bengaluru reached out.”

In the message addressed to “Mr Pankaj,” Bengaluru City Police said they had reviewed his demonstration and found the concept “innovative and interesting from a road safety perspective.” The department expressed interest in understanding the system’s mechanics in greater detail.