What’s new
Encoding
Stage 1 of the eight-stage developmental ladder. Shipped 2026-05-18.
Before a platform can reason about decisions, it has to record them. Encoding is the act of laying down memory traces: capturing each architectural decision as a structured record that the rest of the platform can refer back to.
Encoding is the smaller question, where do decisions go, and the platform answers it through a closed loop. Requirements come in; decisions are captured; the platform generates implementation code from each decision; the implementation opens as a pull request that ties the code back to the originating decision. The four steps form a recordable cycle. Nothing is lost between intent and outcome.
What ships at Stage 1
Discovery, ADR, code, pull request, as one loop. A requirement enters the system; the platform proposes an architectural decision; the architect approves; the platform generates code from the approved decision; the generated code opens as a pull request whose link back to the originating decision is recorded. Every step is captured.
Decisions are structured, not free text. An architectural decision record carries context, alternatives, decision, consequences, and outcome, captured as fields the platform can index and query against, not as a prose blob.
Implementation feedback attaches to its decision, not a separate ticket. Engineers log blockers, constraints, and outcomes during the build. Each decision’s iterations carry their real outcome: success, partial, failed, or rolled back. The feedback layer that powers later stages (Stage 4 consolidation in particular) is being captured now, in Stage 1.
Why Stage 1 was the foundation
A platform cannot reason about decisions it has not recorded. Encoding is the bedrock under everything that follows. Every later stage, synapses, recall, consolidation, abstraction, all the way to generative agency, operates on the records laid down at Stage 1.
Updates within this stage
- 2026-05-18, v1.2.0. Closed loop end to end: Discovery, ADR, generated code, pull request.