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Production AI. Real-time systems. Edge deployment. The economics.

Long-form essays on AI systems, distributed architecture, organizational design, and product strategy.

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7 min read

SoulBoxFT: the 986 MB therapist I trained and shipped to the edge

Therapy doesn't speak the languages most people think in. I built SoulBoxFT to test a bet: a small multilingual CBT assistant, trained on disciplined synthetic data and guarded by a recall-1.0 safety layer, can run on hardware that costs under $60. The whole pipeline fits on a laptop. No cloud GPU. No API spend.

#edge-ai #mlx #llm-finetuning
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7 min read

Recent Health Remedies for Pets Verified by Vets

Discover the latest science-backed health solutions transforming pet wellness. From probiotics that heal gut issues to cold laser therapy reducing inflammation, here's what veterinarians are actually recommending in 2026.

#pet-wellness #veterinary-science #natural-remedies
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9 min read

The 364-Day Year: Why Your Quarterly Planning System Is Failing Your Organization

Your organization doesn't actually work in quarters. It works in seasons. Sales cycles are seasonal. Hiring is seasonal. Burnout is seasonal. Engineering velocity is seasonal. So why do you plan linearly? This is what the Qumran community knew 2,000 years ago. And what your leadership team is about to discover.

#organizational-leadership #seasonality #strategic-planning
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6 min read

Why Tier-2 Indian Cities Are the Real Opportunity for Smartwatch Brands

Bengaluru's saturation and the offline channel revival are reshaping where smart wearable founders should launch first. Data-driven insights from Karnataka's ₹4,200 Cr market.

#market-intelligence #india-hardware #go-to-market
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8 min read

The Ocean's Intelligence Gap: Why Your Autonomous Underwater Vehicle Can't Talk to Its Digital Twin

80% of the ocean remains unmapped. Autonomous underwater vehicles are the instruments that will close this gap. But they're held back by a fundamental problem nobody is solving: how to keep a digital twin synchronized when bandwidth is measured in kilobits per second and latency is measured in seconds per kilometer. A new research vision at UNO aims to fix it.

#robotics #digital-twins #defense-tech
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