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// the context development lifecycle: the mechanism behind the loop

// the idea

DevOps gave us the SDLC. CDLC is the same discipline applied to the context that drives coding agents: every delivery phase has a context counterpart: write the instruction, compile the packet, validate the outcome, and preserve the learning.

// context is a compiler

Raw signal becomes typed, versioned, validated context; chat history stays out.

raw signal (sessions, decisions, failures)
// ↓ curate
curated learnings (what the session actually taught)
// ↓ compile
compiled findings (deduped, ranked, decay-weighted)
// ↓ enforce
planning rules + pre-mortem checks → ENFORCEMENT GATES

THE SHIFT — Vendor memory follows the chat; the corpus follows the team. Context becomes an engineering artifact: typed, versioned, validated, and decay-ranked.

// delivery ↔ context

Every familiar SDLC phase has a CDLC counterpart.

SDLC (code)CDLC (context)
Write codeWrite the instruction
CompileCompile the context packet
TestValidate the outcome
DeployDeliver to the agent
ObserveObserve what happened
AdaptPreserve the learning
The loop is the product. CDLC is how it runs.

AgentOps loop, CDLC mechanism, fungible agents, sovereign councils on demand.

See the 12 factors →