chore(beads): revise 18 NOTE beads with verified codebase context

Enriched all per-note search beads (NOTE-0A through NOTE-2I) with:
- Corrected migration numbers (022, 024, 025)
- Verified file paths and line numbers from codebase
- Complete function signatures for referenced code
- Detailed approach sections with SQL and Rust patterns
- DocumentData struct field mappings
- TDD anchors with specific test names
- Edge cases from codebase analysis
- Dependency context explaining what each blocker provides

.beads/last-touched

@@ -1 +1 @@
-bd-xsgw
+bd-2kop

AGENTS.md

@@ -16,43 +16,10 @@ If I tell you to do something, even if it goes against what follows below, YOU M
 
 ## Version Control: jj-First (CRITICAL)
 
-**ALWAYS prefer jj (Jujutsu) over git for VCS mutations** (commit, describe, rebase, push, bookmark, undo). This is a colocated repo with both `.jj/` and `.git/`. Only fall back to raw `git` for things jj cannot do (hooks, LFS, submodules, `gh` CLI interop).
-
-**Exception — read-only inspection:** Use `git status`, `git diff`, `git log` instead of their jj equivalents. In a colocated repo these see accurate data, and unlike jj, they don't create operations that cause divergences when multiple agents run concurrently. See "Parallel Agent VCS Protocol" below.
+**ALWAYS prefer jj (Jujutsu) over git for all VCS operations.** This is a colocated repo with both `.jj/` and `.git/`. When instructed to use git by anything — even later in this file — use the best jj replacement commands instead. Only fall back to raw `git` for things jj cannot do (hooks, LFS, submodules, `gh` CLI interop).
 
 See `~/.claude/rules/jj-vcs/` for the full command reference, translation table, revsets, patterns, and recovery recipes.
 
-### Parallel Agent VCS Protocol (CRITICAL)
-
-Multiple agents often run concurrently in separate terminal panes, sharing the same repo directory. This requires care because jj's auto-snapshot creates operations on EVERY command — even read-only ones like `jj status`. Concurrent jj commands fork from the same parent operation and create **divergent changes**.
-
-**The rule: use git for reads, jj for writes.**
-
-In a colocated repo, git reads see accurate data because jj keeps `.git/` in sync.
-
-| Operation | Use | Why |
-|-----------|-----|-----|
-| Check status | `git status` | No jj operation created |
-| View diff | `git diff` | No jj operation created |
-| Browse history | `git log` | No jj operation created |
-| Commit work | `jj commit -m "msg"` | jj mutation (better UX) |
-| Update description | `jj describe -m "msg"` | jj mutation |
-| Rebase | `jj rebase -d trunk()` | jj mutation |
-| Push | `jj git push -b <name>` | jj mutation |
-| Manage bookmarks | `jj bookmark set ...` | jj mutation |
-| Undo a mistake | `jj undo` | jj mutation |
-
-**NEVER run `jj status`, `jj diff`, `jj log`, or `jj show` when other agents may be active** — these trigger snapshots that cause divergences.
-
-**If using Claude Code's built-in agent teams:** Only the team lead runs ANY VCS commands (git or jj). Workers only edit files via Edit/Write tools and do NOT run "Landing the Plane".
-
-**Resolving divergences if they occur:**
-
-```bash
-jj log -r 'divergent()'              # Find divergent changes
-jj abandon <unwanted-commit-id>      # Keep the version you want
-```
-
 ---
 
 ## Irreversible Git & Filesystem Actions — DO NOT EVER BREAK GLASS

src/cli/autocorrect.rs

@@ -185,6 +185,7 @@ const COMMAND_FLAGS: &[(&str, &[&str])] = &[
             "--no-detail",
         ],
     ),
+    ("drift", &["--threshold", "--project"]),
     (
         "init",
         &[

src/cli/robot.rs

@@ -77,6 +77,7 @@ pub fn strip_schemas(commands: &mut serde_json::Value) {
         for (_cmd_name, cmd) in map.iter_mut() {
             if let Some(obj) = cmd.as_object_mut() {
                 obj.remove("response_schema");
+                obj.remove("example_output");
             }
         }
     }

src/main.rs

@@ -2065,6 +2065,7 @@ struct RobotDocsData {
     version: String,
     description: String,
     activation: RobotDocsActivation,
+    quick_start: serde_json::Value,
     commands: serde_json::Value,
     /// Deprecated command aliases (old -> new)
     aliases: serde_json::Value,
@@ -2168,6 +2169,7 @@ fn handle_robot_docs(robot_mode: bool, brief: bool) -> Result<(), Box<dyn std::e
                     "meta": {"elapsed_ms": "int"}
                 }
             },
+            "example_output": {"list": {"ok":true,"data":{"issues":[{"iid":3864,"title":"Switch Health Card","state":"opened","status_name":"In progress","labels":["customer:BNSF"],"assignees":["teernisse"],"discussion_count":12,"updated_at_iso":"2026-02-12T..."}],"total_count":1,"showing":1},"meta":{"elapsed_ms":42}}},
             "fields_presets": {"minimal": ["iid", "title", "state", "updated_at_iso"]}
         },
         "mrs": {
@@ -2186,6 +2188,7 @@ fn handle_robot_docs(robot_mode: bool, brief: bool) -> Result<(), Box<dyn std::e
                     "meta": {"elapsed_ms": "int"}
                 }
             },
+            "example_output": {"list": {"ok":true,"data":{"mrs":[{"iid":200,"title":"Add throw time chart","state":"opened","draft":false,"author_username":"teernisse","target_branch":"main","source_branch":"feat/throw-time","reviewers":["cseiber"],"discussion_count":5,"updated_at_iso":"2026-02-11T..."}],"total_count":1,"showing":1},"meta":{"elapsed_ms":38}}},
             "fields_presets": {"minimal": ["iid", "title", "state", "updated_at_iso"]}
         },
         "search": {
@@ -2197,6 +2200,7 @@ fn handle_robot_docs(robot_mode: bool, brief: bool) -> Result<(), Box<dyn std::e
                 "data": {"results": "[{document_id:int, source_type:string, title:string, snippet:string, score:float, url:string?, author:string?, created_at:string?, updated_at:string?, project_path:string, labels:[string], paths:[string]}]", "total_results": "int", "query": "string", "mode": "string", "warnings": "[string]"},
                 "meta": {"elapsed_ms": "int"}
             },
+            "example_output": {"ok":true,"data":{"query":"throw time","mode":"hybrid","total_results":3,"results":[{"document_id":42,"source_type":"issue","title":"Switch Health Card","score":0.92,"snippet":"...throw time data from BNSF...","project_path":"vs/typescript-code"}],"warnings":[]},"meta":{"elapsed_ms":85}},
             "fields_presets": {"minimal": ["document_id", "title", "source_type", "score"]}
         },
         "count": {
@@ -2306,6 +2310,7 @@ fn handle_robot_docs(robot_mode: bool, brief: bool) -> Result<(), Box<dyn std::e
                 },
                 "meta": {"elapsed_ms": "int"}
             },
+            "example_output": {"expert": {"ok":true,"data":{"mode":"expert","result":{"experts":[{"username":"teernisse","score":42,"note_count":15,"diff_note_count":8}]}},"meta":{"elapsed_ms":65}}},
             "fields_presets": {
                 "expert_minimal": ["username", "score"],
                 "workload_minimal": ["entity_type", "iid", "title", "state"],
@@ -2319,7 +2324,28 @@ fn handle_robot_docs(robot_mode: bool, brief: bool) -> Result<(), Box<dyn std::e
         }
     });
 
-    // --brief: strip response_schema from every command (~60% smaller)
+    let quick_start = serde_json::json!({
+        "glab_equivalents": [
+            { "glab": "glab issue list", "lore": "lore -J issues -n 50", "note": "Richer: includes labels, status, closing MRs, discussion counts" },
+            { "glab": "glab issue view 123", "lore": "lore -J issues 123", "note": "Includes full discussions, work-item status, cross-references" },
+            { "glab": "glab issue list -l bug", "lore": "lore -J issues --label bug", "note": "AND logic for multiple --label flags" },
+            { "glab": "glab mr list", "lore": "lore -J mrs", "note": "Includes draft status, reviewers, discussion counts" },
+            { "glab": "glab mr view 456", "lore": "lore -J mrs 456", "note": "Includes discussions, review threads, source/target branches" },
+            { "glab": "glab mr list -s opened", "lore": "lore -J mrs -s opened", "note": "States: opened, merged, closed, locked, all" },
+            { "glab": "glab api '/projects/:id/issues'", "lore": "lore -J issues -p project", "note": "Fuzzy project matching (suffix or substring)" }
+        ],
+        "lore_exclusive": [
+            "search: FTS5 + vector hybrid search across all entities",
+            "who: Expert/workload/reviews analysis per file path or person",
+            "timeline: Chronological event reconstruction across entities",
+            "stats: Database statistics with document/note/discussion counts",
+            "count: Entity counts with state breakdowns",
+            "embed: Generate vector embeddings for semantic search via Ollama"
+        ],
+        "read_write_split": "lore = ALL reads (issues, MRs, search, who, timeline, intelligence). glab = ALL writes (create, update, approve, merge, CI/CD)."
+    });
+
+    // --brief: strip response_schema and example_output from every command (~60% smaller)
     let mut commands = commands;
     if brief {
         strip_schemas(&mut commands);
@@ -2422,6 +2448,7 @@ fn handle_robot_docs(robot_mode: bool, brief: bool) -> Result<(), Box<dyn std::e
                 env: "LORE_ROBOT=1".to_string(),
                 auto: "Non-TTY stdout".to_string(),
             },
+            quick_start,
             commands,
             aliases,
             exit_codes,