The 3 Year Inference Landscape: A Porter's Five Forces Analysis
From 2023‑2025 the AI industry chased compute power, but by mid‑2026 inference spend now outweighs training spend roughly 10 to 1. Applying Porter’s Five Forces, the article breaks the inference stack into chip, model, and hosting layers, revealing where margins are collapsing and where they can expand. Custom ASICs, open‑source and task‑specific models, and edge inference emerge as the highest‑margin opportunities through 2029. Investors are urged to back vertical integration, proprietary data loops, and energy‑efficient infrastructure rather than generic cloud hosting.
CRDO As An AI Play
Credo Technology Group (CRDO) is shifting from a niche SerDes and active cable supplier to a full‑stack AI connectivity fabric architect. The company aims to close the reliability gap in massive GPU clusters by delivering vertically integrated interconnect solutions that...
How the Inference Market Will Mature: An Investor’s Playbook for the “Post-GPU Scarcity” Era
The article argues that the AI inference market is moving from a speculative, GPU‑driven build phase to a utility‑efficiency era where cost‑per‑inference approaches zero. Drawing on Jevons paradox, it shows that cheaper inference unlocks new, high‑frequency use cases rather than...
Where Palantir Is Actually Winning in AI
Palantir is shifting the AI conversation from the model layer to the decision layer, where intelligence is turned into concrete actions. Its Artificial Intelligence Platform (AIP) fuses data, models, and operational workflows into a single execution engine that not only...
The Rise of the "Claws": Understanding OpenClaw, the Security Risks, and the New Era of Agentic Business
OpenClaw, an open‑source orchestration layer that turns LLMs into autonomous agents, exploded in popularity in early 2026, amassing over 250,000 GitHub stars and being dubbed “the operating system for personal AI.” Its architecture combines a persistent gateway, an iterative reasoning...
Shopify: The Operating System of AI-Driven Commerce
Shopify is redefining its role from a pure e‑commerce platform to the operating system of digital commerce by embedding generative AI directly into merchant tools. Rather than chasing frontier AI models, the company focuses on the operational layer where business...
