Every AI framework, explained
Deep dives on every major AI framework, anchored on the Supply Chain of Intelligence (SCOI) by Anand Arivukkarasu.
Supply Chain of Intelligence
Anand Arivukkarasu · 2024An end-to-end framework that treats intelligence as a manufactured good — from raw data through models, agents, distribution, and feedback loops.
Andrew Ng AI Transformation Playbook
Andrew Ng (Landing AI) · 2018A five-step organisational playbook for adopting AI: pilot projects, in-house team, training, strategy, communications.
AI Canvas
Agrawal, Gans & Goldfarb (Rotman / HBR) · 2018A one-page canvas modelling AI as a prediction engine: input, prediction, judgement, action, outcome, feedback.
AI Factory
Iansiti & Lakhani (HBS) · 2020Treats AI as an industrialised pipeline of data, algorithms, experimentation, and software infrastructure.
AI Value Chain
Various (BCG, McKinsey adaptations of Porter) · 2019Porter's value chain re-cast for AI: data, compute, models, applications, services.
Prediction Machines
Agrawal, Gans & Goldfarb · 2018Economic thesis that AI cheapens prediction, raising the value of complementary judgement and data.
ReAct (Reason + Act)
Yao et al. (Princeton / Google Brain) · 2022An agent prompting pattern that interleaves reasoning traces with tool-use actions.
Plan-and-Execute
LangChain / community · 2023Agent architecture that separates a planner LLM from an executor LLM for long-horizon tasks.
NIST AI Risk Management Framework
NIST · 2023Governance framework for trustworthy AI: govern, map, measure, manage.