feat(odin): Phase 2a read-only agentic assistant + tool-trace UI

- agentic chat loop (max 6 round-trips, budget re-checked between iterations)
  over 10 read-only, permission-delegated tools in src/services/ai-tools.ts
- persist assistant tool trace in ai_chat_messages.content_json (+ migration)
- consulted-tools chips in OdinThread; header now shows month spend only
  (budget cap hidden from the UI, server-side 402 guard unchanged)
- seed: ai.use permission; Settings exposes the ai permission module
- docs: REVIEW consolidation; deployment-guide.md superseded by docs/release.md

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

src/admin/components/odin/OdinThread.tsx

@@ -1,5 +1,6 @@
 import Box from "@mui/material/Box";
 import Typography from "@mui/material/Typography";
+import Chip from "@mui/material/Chip";
 import { motion, useReducedMotion, type Variants } from "framer-motion";
 import type { ChatTurn } from "./types";
 import OdinMark from "./OdinMark";
@@ -197,6 +198,23 @@ export default function OdinThread({
                 bgcolor: isUser ? "primary.main" : "background.paper",
               }}
             >
+              {/* Tools the assistant consulted for this turn (Phase 2a). */}
+              {!isUser && t.tools && t.tools.length > 0 && (
+                <Box
+                  sx={{ display: "flex", flexWrap: "wrap", gap: 0.5, mb: 0.75 }}
+                >
+                  {t.tools.map((tool, j) => (
+                    <Chip
+                      key={`${tool.name}-${j}`}
+                      size="small"
+                      label={`🔍 ${tool.label}`}
+                      color={tool.ok ? "default" : "warning"}
+                      variant="outlined"
+                      sx={{ fontSize: "0.7rem", height: 22 }}
+                    />
+                  ))}
+                </Box>
+              )}
               {/* Color MUST sit on the Typography: GlobalStyles pins `p` to
                   text.secondary, which beats a color merely inherited from the
                   Box. An sx class on the element wins over that element rule. */}