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Forbes
08-07-2025
- Forbes
The Code Of Her Convictions: What My Mother Taught Me About Building Moral AI Architecture
Shekar Natarajan is the founder and CEO of When I think about the most advanced system I've ever seen, I don't think of an algorithm. I think of my parents. Growing up in the slums of India, I learned from my father's hand how systems work. I learned from my mother's heart that no system, no matter how entrenched, works without the engine of humanity. My mother only finished 10th grade before she married my father to help raise her orphaned sisters, my aunts, as her own. She never studied engineering or computer science and had no formal training in logistics or AI, yet she built systems with nothing but will, compassion and quiet resolve. These systems shaped who I am and how I lead. One of those systems began with a rule. The Rule, Refusal And The Ring Where I grew up, there was a policy: No more than two children from the same family could attend the city's top school. My two older brothers were already enrolled. I was the third. According to the system, I didn't qualify—not because I lacked the ability, but because I was born third. My mother didn't fight the rule with outrage. She wore it down with persistence. Every morning, for nearly a year, she waited outside the education minister's office. She timed her arrivals with the daily mass schedule so she wouldn't miss him. She never raised her voice. She simply outlasted the system. Eventually, the headmaster relented. But when admission came, the tuition—30 rupees, barely 50 cents—was still out of reach. So she quietly removed the silver toe ring that symbolized her marriage and pawned it. That was how I got my seat in that classroom. Not only did she bend a system to make way for her child, she reassembled it with grace and grit. She didn't just endure the system. She made it work. And then she helped it work better. She hand-bound textbooks so they would last far beyond our family's needs. She turned scarcity into continuity and continually reused, repaired and repurposed. She didn't just endure the system. She made it work for people it wasn't built to serve. When The System Breaks, Humans Step In My mother's determination taught me about supply chain resilience long before I knew what the words supply chain and logistics meant. When I studied industrial engineering at Georgia Tech, I focused on learning, understanding and improving the global supply chain. What I learned most is that, although logistics seems to be about manufacturing and warehouses and trucks, it's actually a people-centric business. When software crashes or delivery networks buckle, systems don't save us. People do. • A warehouse associate reroutes pallets when the screen goes dark. • A planner reshuffles shipments at 3 a.m. to meet demand that the forecast missed. • A driver completes a route by memory when the app freezes. • A seasonal employee works late, so your package arrives in time for Christmas. It's human will that ensures continuity, not technology. The Risk We Run With AI There's no doubt that AI is an important and powerful tool that will help reshape the global supply chain. We celebrate AI's ability to optimize, predict and adapt, but we rarely ask: Can it care? Can it sacrifice? Can it pause when something just doesn't feel right? AI doesn't yet understand what my mother understood instinctively: that fairness isn't always about equality, it's about equity, and that logic has its limits. But that compassion belongs in decision-making. If we aren't intentional, AI will reduce human will to a variable—something to eliminate, rather than elevate. The same spirit that saved my education, that ensures your holiday package arrives on time, could be written out of the equation altogether. That's why we need a new kind of architecture for the age of machines. Angelic Intelligence (AIx) A Moral Operating System For The AI Era At we're building what I call the Angelic Intelligence framework: a set of principles and tools designed to ensure technology preserves what makes us human. 1. Moral Cortex Layer (MCL): A programmable ethics engine that evaluates system decisions against principles like fairness and harm reduction. It introduces pause points when high-stakes outcomes arise. 2. CareNet – Empathy-as-a-Service: A real-time API capturing acts of care, peer-nominated compassion and frontline discretion. Think of it as a Fitbit for empathy. 3. Human Signal Intelligence (HSI): A learning model trained on the very edge cases traditional systems ignore—times when a human overrides the logic and gets it right. 4. Ethical Memory Vault: A secure story engine that records acts of moral courage—feeding these back into leadership training, AI models and onboarding systems. 5. Compassion As A KPI: A shift in performance metrics to reward care, context and human judgment—not just speed and scale. 6. Pause Protocol Interface: A frontline tool that lets workers flag questionable AI outputs—anonymously, without fear of reprisal—restoring agency to the edge of the system. 7. Human-Centered Governance: Executable layers of company values that act like guardrails around automation. Machines don't govern morality—people do. This is the future of software design. The way we train it is the way it's going to behave. We must bring humanity into the equation. It's the moral code behind our code. Building Systems That Mirror The Best Of Us My mother's legacy wasn't her education or her job title; it was the will she encoded into the people around her. That's the real 'legacy code.' In the supply chain, we say people are our greatest asset. But the moment metrics falter, we turn to cost cuts, not care. We call humans inefficient. But humans are the only reason systems move at all. Culture doesn't live in KPIs. It lives in the planner who covers a shift. The associate who works through the storm. The mother who trades a wedding ring for tuition. If AI is to play a central role in our future, then it must learn from the quiet strength of those like her—people who do not optimize, but endure. If we want AI to lead the future, it must be guided by the same code that moved my mother—not just logic, but love. Forbes Business Council is the foremost growth and networking organization for business owners and leaders. Do I qualify?
The Review Geek
06-07-2025
- Entertainment
- The Review Geek
Gachiakuta Episode 1 Preview: Release Date, Time & Where To Watch
Gachiakuta Living in the slums of a wealthy town, Gachiakuta centers on Rudo and his foster father Regto as they try to coexist with the rest of the town's residents. Ignoring the warnings from those around him, Rudo regularly rummages through the town's garbage in search of anything useful or valuable to save from the 'Abyss'—a massive hole where anything considered trash is dumped, including people. Rudo's biological father was actually thrown into the Abyss after he was accused of murder. One day, after running into a mysterious figure on the way home, Rudo returns to find Regto's dying body on the floor. He is immediately found at the scene by the authorities and is charged with murder. No one believes his claims of innocence, and he is thrown into the Abyss. Instead of dying, however, he finds himself in a strange, foul-smelling place surrounded by monsters made out of trash… If you've been following this anime, you may be curious to find out when the next episode is releasing. Well, wonder no more! Here is everything you need to know about episode 1 of Gachiakuta, including the release date, time, and where you can watch this. Where Can I Watch Gachiakuta? Gachiakuta is airing in Japan on JNN (CBC TV, TBS). For everyone else though, this one is also available to stream on Crunchyroll worldwide. Gachiakuta Episode 1 Release Date Gachiakuta Episode 1 will release on Sunday 6th July in Japan at approximately 11:30pm (JST). Of course, this means that for most of the world, this one will debut at approximately 2.30pm (GMT) / 7.30am (PT). Gachiakuta's episodes will drop in the native Japanese language with subtitles. Dubbing may well arrive later on down the line, but will largely be dependent on how popular this anime will be. How Many Episodes Will Gachiakuta Have? It has been officially announced that Gachiakuta will drop with a 12 episode season order, which is consistent with the other seasons. One episode will be releasing a week, while each chapter will run for around 23 minutes long. So with that in mind, we've got 11 more episodes left after this week's chapter. Is There A Trailer For Gachiakuta? Yes! You can find a trailer for Gachiakuta below: What do you hope to see as the series progresses? What's been your favourite moment of Gachiakuta so far? Let us know in the comments below!
