AI Project Management · ARTICLEFREE
Subagents, Agent Swarms, and Coordinated Work.
AI Data Engineering · ARTICLEMEMBERS
An isolated workspace prevents collisions. A checkpoint makes a state addressable. A report explains the path. A backup survives failure. Recoverability needs all four.
AI Data Engineering · ARTICLEMEMBERS
Automation removes work steps, not accountability. The faster a system can act, the farther it can reach and the more often it can repeat decisions, the more precisely its boundaries, signals and intervention points must be designed.
AI Data Engineering · ARTICLEMEMBERS
A vector database can find similar passages. It does not know which source is authoritative, which version applies or which result actually answers the question.
AI Data Engineering · ARTICLEMEMBERS
A production AI system is not a completed project. It is a continuing claim that purpose, performance and controls still hold under changing conditions.
AI Data Engineering · ARTICLEMEMBERS
An agent is not controllable merely because it writes a convincing final report. Control requires its actual path through sources, decisions, tools and state changes to remain verifiable.