Embracing AI, Carving the Future
AI Products
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Oumigo — Build AI Agents On Your Local GPU Fleet
Oumigo is a vertical-integration toolkit for running and managing GPU fleets. It binds several GPU servers into a single LLM inference platform that applications can address as one OpenAI-compatible Web API.
AI Insights
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Model Conduct Alignment — Aligning LLM Behavior to Your Own Standards
Open-weight LLMs have steadily improved their capability, and now sit close to the frontier models on the leaderboards. But deploying one into your operations in its initial state as released means taking on the risk that its behavior diverges from what your company expects. The deeper an LLM sits in day-to-day operations, the more that…
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Preparing for the Day AI Becomes a Commodity — The AI Survival Strategy Companies Should Adopt
The United States is in the grip of what people are calling the “K3 shock.” In July 2026, the Chinese AI startup Moonshot AI released its Kimi K3 large language model (LLM) — and announced that it would fully release the model’s 2.8 trillion parameters (model weights) to the public. According to the benchmarking site…
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ADOPT: From Strategy to Implementation — A Framework for AI Execution Planning
The value SCAN identifies is only realized through execution. ADOPT is the framework that turns a chosen AI initiative into a specific, feasible, and measurable execution plan. In the previous article, we used SCAN to weigh the potential value of AI initiatives along two axes: their capturable value and their strategic fit. What comes next…
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SCAN: Linking Captured Value to Strategy — A Framework for Analyzing AI Initiatives
To maximize the impact of AI adoption, you must evaluate AI initiatives properly. SCAN is an analysis framework focused on the “capture of AI value” and its “linkage to corporate strategy.” When crafting an AI strategy, there are at least two difficulties. The first one is that the relationship between AI and human labor is…
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How Does AI Improve Corporate Profitability?
AI either “substitutes” for human labor or “augments” it. This very distinction is the starting point for understanding how AI moves corporate profit. Before discussing how AI contributes to profitability, let us first break down a company’s profit structure. In its most common form, it can be expressed by the equation: Profit = Revenue −…