Changelog

PluginLoadContext only checked Default.Assemblies (already-loaded) when

deciding whether to delegate to the host. Assemblies the host ships but

hasn't loaded yet (e.g. LiveCharts via UI.Adaptive) were resolved from

the plugin's publish directory instead, creating a type identity split

that caused MissingMethodException on AdaptiveCartesianChart.set_Series.

Added a host-side AssemblyDependencyResolver that checks the host's deps

graph. If the host CAN provide an assembly, it's loaded into the default

context to maintain type identity — even if it hasn't been loaded yet.

The --with-plugins incremental skip check only looked at plugin source

files (.cs, .csproj, .axaml) to decide if a rebuild was needed. When

PrivStack.Sdk or PrivStack.UI.Adaptive changed without any plugin source

change, the stale dependency DLLs persisted in plugins/ output, causing

MissingMethodExceptions at runtime.

Now also checks if PrivStack.Sdk.dll or PrivStack.UI.Adaptive.dll build

output is newer than the plugin DLL, triggering a republish when shared

dependencies change.

Models follow copy-pasteable examples far better than compact schema

listings. Replace the DatasetActionReference with three concrete [ACTION]

examples (create note with chart, update note, generate insights) that

the model can directly adapt. This fixes Duncan describing actions

instead of emitting [ACTION] blocks.

~318 tokens (was 188 terse, but 188 wasn't working). Total dataset

context injection is ~1,169 tokens — still under the original draft.

When a note has embedded dataset tables, always inject the

ActionFormatHeader + a compact DatasetActionReference (~188 tokens)

listing notes.create_note, notes.update_note, and data.generate_insights

with chart block syntax. This ensures Duncan knows how to use [ACTION]

blocks for note operations without relying on RAG index freshness.

Collapsed the reference from ~481 tokens to ~188 by removing duplicated

format rules (ActionFormatHeader already covers those).

Add the dataset UUID to the context injected for embedded dataset-backed

tables, so Duncan can reference it in [CHART:] markers when creating

notes with chart blocks.