BUILD FROM THE BOTTOM UP
Overarching goal: Focus tech development efforts around making data, models, and agents accessible to every employee – not building apps for people that they won’t use, don’t like to use, or doesn’t fit their needs.
Models/Agents have the ability and speed to act on behalf of and develop the interfaces that people want to interact with their data. We should not be wasting our time trying to do that for them.
Priorities:
- Make all data (all project files, data models, platforms, teams chats, emails, etc) accessible by authenticated API / MCP servers to every employee to both read and write data. Agents will be able to use these access points to execute requests on behalf of the user.
- Establish a centralized MCP, Skills, Tools, and Knowledge server to enable agents used by employees to use and write tools, knowledge, and data to the server for their teammate’s agents’ to be able to leverage.
- Create a central model / agent api for tracking all model use company-wide
- Educate all users on model risks like prompt injection and mistakes
- Establish safeguards that test humans that they are reviewing outputs.
- Give local accessible agent runtimes (opencode, claude, etc.) to every employee. Set a budget for employees and tie usage to projects.
- Optimize
- Begin organizing and centralizing all data, minimizing agent search and execution time.
- Establish tools to test different models/harnesses against each other for tasks.
- Eliminate human review where we are confident in doing so
- Give employees cloud-based agent platform / VM workspace. Agents on this platform will reside in the same datacenter in which the data resides, allowing for faster execution of work
- Gather company knowledge. Automate extracting knowledge from teams chats, emails, and existing chats users have with agents.
BUILD FROM THE TOP DOWN
Centralize data around a common database.
- Start moving all data to that
- develop a cad platform to integrate
- Stop creating files / unstructured / unlinked data