The Context Layer

Author: Jeff Huber (long post on X, December 8, 2025; Huber is co-founder of Chroma) URL: https://x.com/jeffreyhuber/status/1998049127263764956 One-line: Every large company will have to unify its data and context into a “context layer” that agents work from, the way the 1990s demanded one global database; companies that don’t build one in the next three years “will die.”

The first of three pieces Jeff Huber grouped on October 27, 2026 as his writing on “what the organization of the future is going to look like” (tweet), followed by The Quick Shall Inherit the Earth and 12 Factor Companies. He posted that list quoting Marc Andreessen’s Replit and the Dawn of the Self-Driving Company, with: “At Replit - we are going to make it reality.”

Key claims

• Pasting text into a chatbot will soon look “archaic.” Skilled humans with AI “will be 10-100x more productive.” Software that took weeks or months now takes days, and next year hours. “SaaS, as we have known it, is dead.”
• A “great re-wiring of labor,” paralleling the 1990s internet. He quotes Oracle’s “e-business transformation” pitch (“one unified system with one global database”) as sounding familiar.
• The context layer is “all an org’s data and context being unified to empower agents and AI transformation,” and Huber says he already sees it in Chroma’s customer base.
• Internal productivity first. AI came for coding first and will come for all information work, because accelerating experts’ work is lower risk than “putting AI in front of customers.”
• Every Fortune 5000 company must build one within three years “and transform their businesses with AI. If they don’t - they will die.”
• A 2023 prediction on schedule: every piece of data will carry multiple embeddings, and “every org in the world is going to be spinning up a new kind of DB inside their organization in the next 5 years.”

Notable quotes

This is a great re-wiring of labor.

The context layer will be the hive-mind of how organizations of the future live and breathe.

Models will come and go - but data is forever.

Thread notes

• He followed up on January 4, 2026 (“the context layer had a good month”) quoting Aaron Levie’s article “The Era of Context,” and on February 6 (“Now OpenAI joins in”) quoting a Gokul Rajaram post on where Systems of Record sit in OpenAI’s Frontier diagram.
• Replying to a skeptic that not all SaaS will die, he asked what work “isn’t just writing code or knowledge work”; to a reply on capturing workers’ tacit knowledge: “documenting tacit knowledge is important.”

How it connects

• The Quick Shall Inherit the Earth, 12 Factor Companies: the sequel essays (“own your context” is factor 1).
• Systems of Record, Contextual AI, Agentic AI: the enterprise-data argument.
• Larry Ellison: the Oracle precedent Huber reaches for in both this piece and The Quick Shall Inherit the Earth.
• Software Factories: a related picture of agent-run organizations.