Evan - Page 5

OpenSpec compound engineering and code graphs form three layers of context for planning, memory and system facts.

Compound engineering token usage can drop with reusable knowledge, but stale docs and overloaded Skills add overhead.

Compound engineering knowledge graph design connects code, docs, bugs, PRs and solution history for agents.

CLAUDE.md vs knowledge graph compares rules, solution docs and code relationships for coding agent context.

Compound engineering large codebase work needs more than Markdown memory to track modules, calls and design links.

Compound engineering memory helps AI coding agents reuse rules, solution docs and task history, but it can drift.

Kimi K3 context window size helps with more code, but repo structure still matters for reliable coding-agent work.

Kimi K3 knowledge graph workflows add structured repository intelligence that raw long-context prompts cannot reliably provide.

Kimi K3 context engineering helps coding agents use architecture, dependencies and repository memory before editing code.

Switch Codex provider context safely by separating user-level configuration, session visibility, and revision-bound repository evidence.