DEV
Product-delivery drift
Without a development method, teams drift into partial implementations, unverified features, and horizontal work that never becomes a shippable slice.
- Spec-driven scope keeps each slice attached to a requirement.
- Vertical slices keep progress end-to-end instead of fragmented by layer.
- Three-way verification separates "it ran" from "it's right."
CTX
Context loss between sessions
Without a continuity layer, every session starts by re-reading logs, reconstructing who matters, and rediscovering open tasks.
- Graph memory preserves entities, tasks, and relationships.
- Log ingestion turns transcripts into structured history.
- Agents resume from state instead of restarting from fragments.
INF
Infrastructure improvisation
When storage, routing, permissions, and serving assumptions are decided mid-flight, application work inherits hidden instability.
- Simon and Simon2 separate gateway and heavy-processing concerns.
- Prepared infrastructure removes repeated setup friction.
- Nginx, storage, and serving paths stop being ad hoc decisions.