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Research notes, engineering stories, and thinking from the team. We write when we have something real to say.

Engineering · PHMS

Why We Built PHMS Around Predictive Failure, Not Reactive Alerts

Most industrial monitoring systems tell you something broke. PHMS is designed to tell you what's about to break — and why. Here's the architecture decision that changed everything: treating sensor drift as signal, not noise.

Mar 2026  ·  Systems Team
Automation · Industrial Drives

Industrial Drive Systems Aren't Boring — You're Just Using Them Wrong

Industrial drive systems are often installed and forgotten. But a well-tuned drive with the right ramp profiles, harmonic filtering, and closed-loop feedback can cut energy consumption by 30–40% on the same load. We share how we configure them on industrial deployments.

Jan 2026  ·  Automation Team
Culture · Hiring

What We Actually Look for When We Hire at Aananthal

We're a small team building hard things. We don't hire for pedigree — we hire for curiosity, first-principles thinking, and the ability to move from whiteboard to working system without needing a playbook. What that looks like in practice.

Apr 2026  ·  Founding Team
AI · Product

Integrating Edge AI into Hardware Products: What the Benchmarks Don't Tell You

Running inference on embedded hardware is about more than FLOPS and memory bandwidth. Thermal limits, interrupt latency, and power rail noise all affect model reliability in ways that no benchmark captures. Lessons from a year of shipping real hardware.

Dec 2025  ·  AI Team
Company · India

Building Deep Tech in Bangalore: The Constraints That Became Our Strengths

Building robotics and industrial AI in India in 2025 means navigating gaps in supply chains, limited local hardware ecosystems, and a talent market that skews toward software. Here's how those constraints pushed us to build leaner and smarter.

Nov 2025  ·  Founding Team
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