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- Go version: 1.19+/1.21+ → 1.25+ (matches go.mod) - document/doc.go → document/document.go (actual filename) - PluginSDK: 3 channels → 4 channels (add RegisterOutputChannel) - InjectInput/InjectInterrupt: 3 params → 4 params (add eventType) - RegisterChannel: document agentIO.Device interface requirement - Architecture: remove non-existent snapshot/tokenizer dirs, add skill/meta - Architecture: fix double internal/internal/sdk, fix Jaccard threshold - Adapter: add http_get/http_post Lua VM built-ins - Knowledge: 4-layer → 3-layer memory, CGO for go-sqlite3 not overlayfs - Code structure tree: fix sdk/ and lua/adapters/ path consistency