Memory is Infrastructure.

An approach to product development for teams and AI.

GearheartAI presents Context Engineering: Memory is Infrastructure. An approach to product development that helps teams and AI work together effectively.

The evolution of engineering. We moved from Waterfall to Agile to Context Engineering. New tools require new terms.

LegacyContext EraSprintsContext WindowsUser StoriesPromptsStandupsHooksBacklogMemory StackVelocityToken EfficiencyRetrospectivesLearning Loops

Memory is infrastructure. Instincts, Active Memory, Source of Truth. The perfect balance of information density—never too much, never too little.

TemporaryL3Source of TruthL2Active MemoryL1InstinctsL0Memory Locked

Echoes of the prompt. Decisions for the market echo through development. A single choice resonates from Spark to Growth.

Spark01Blueprint02Build03Growth04

Rally behind clarity. Human and AI collaboration requires a shared map. When we see the same truth, we build the same product.

Team + AI InputAligned OutputShared Memory

Automated & Governed. Work waits for validation. Documentation updates itself. The system protects the standard.

GateAUTOVALIDInputOutputOPEN

Machine-readable decisions. Durable IDs stabilize the drift. Context governance beats bigger prompts.

BR-001UJ-002API-003DBT-004CFD-005PRD-006SoT-007EPIC-08BR-001UJ-002API-003DBT-004Aligning 0%

Iteration over reinvention. We update the truth rather than spawning copies. A stable core pulls all work toward consistency.

Source of Truth0/8 Updates Merged