diff --git a/memory/2026-03-25.md b/memory/2026-03-25.md
new file mode 100644
index 0000000..b1ea655
--- /dev/null
+++ b/memory/2026-03-25.md
@@ -0,0 +1,61 @@
+
+---
+## Session: MC Pipeline + Linda (afternoon/evening)
+
+### MC Engineer Pipeline — Prompt Improvements
+- **Engineer prompt updated** (`buildTaskPrompt()`): Added "Before You Start" section — read files first, understand before coding. If unclear/impossible → respond `BLOCKED: <reason>` (NOT hallucinated code).
+- **BLOCKED detection**: If engineer responds with `BLOCKED:`, task moves to `blocked` status (outcome=`blocked`), not to `review`. Prevents bad code from entering QA.
+- **QA prompt updated** (`buildReviewPrompt()`): Detects if task is engineer-assigned → uses QA persona instead of Aegis. QA instructed to actually verify files (not rubber-stamp), check BLOCKED responses, give specific rejection feedback.
+- **Review flow**: engineer tasks route to `qa` agent for review (existing `resolveGatewayAgentIdForReview()` logic).
+
+### AQA — Automated Test Runner (Clavitor-only)
+- New `runAqaReviews()` function in `task-dispatch.ts` — runs BEFORE Aegis/QA
+- Picks up Clavitor tasks (project_id=3, assigned_to=engineer) in `review` status
+- Runs `go test ./...` via `execSync` in project repo
+- PASS → moves to `quality_review` + posts ✅ test output as comment
+- FAIL → bounces back to `assigned` + posts ❌ test output as feedback to engineer
+- Error (can't run) → passes through to `quality_review` with ⚠️ warning comment
+- Added `aqa_review` to scheduler: fires at +35s, aegis_review moved to +45s
+
+### Projects Linked to Codebases
+- Projects table has `metadata` JSON column (already existed)
+- **inou (id=2):** `{"repo_path":"/home/johan/dev/inou","test_cmd":"/usr/local/go/bin/go test ./...","lang":"go"}` — inou is Go, not TypeScript
+- **clavitor (id=3):** `{"repo_path":"/home/johan/dev/clavitor/clovis/clovis-vault","test_cmd":"/usr/local/go/bin/go test ./...","lang":"go"}` — test dir is `clovis/clovis-vault`, not root
+- Go binary path on forge: `/usr/local/go/bin/go` (not in PATH for systemd services)
+
+### Clavitor Tests — Status
+- 3 test files found: `api/integration_test.go`, `api/tier_test.go`, `lib/telemetry_test.go`
+- Currently **3 failing tests** (pre-existing):
+  - `TestTierIsolationDB` — expects 201, gets 401 (Invalid L1 key in Bearer)
+  - `TestCollectPayload` — version should not be empty
+  - `TestPostTelemetry` — expected Bearer secret-token, got ""
+- These are config/env issues, not code bugs. Related to C-055 (module rename).
+- Engineer will need to fix these before AQA can pass.
+
+### Zurich SSH Fixed
+- Root cause: `UseDNS yes` on Zurich's sshd_config — reverse DNS lookup on every incoming connection, timing out → 27 second connect time
+- Fix applied: `sed -i 's/#UseDNS no/UseDNS no/'` + `sed -i 's/#GSSAPIAuthentication no/GSSAPIAuthentication no/'` on `/etc/ssh/sshd_config`, then `systemctl reload ssh`
+- Also added `~/.ssh/config` entry for `zurich.inou.com` with `GSSAPIAuthentication no`, `ControlMaster auto`, `ControlPersist 600`
+- Result: 27s → 0.3s connect time
+
+### Linda — Agent for Jacques
+- Created `/home/johan/linda/` workspace with `SOUL.md` + `USER.md`
+- **Jacques:** Johan's son, MSc International Finance, lives in Tilburg NL, considering AI consulting for SMBs
+- Linda: warm, direct, bilingual NL/EN, finance+AI consulting focus
+- Added `linda` agent to `openclaw.json` (model: Sonnet 4.6, workspace: `/home/johan/linda`)
+- **PENDING**: Needs Discord bot token — each agent needs its own bot app. Johan to create at discord.com/developers.
+- Pattern: Discord `accounts.<name>` with `token` + `agentId: linda` → routes DMs from Jacques to Linda
+
+### Rozemarijn — Study Bot Request
+- Roos (Johan's oldest daughter, born June 11 1998) opened a DM with James on Discord
+- Username: `rozemarijn` (Discord ID: `1486461895136252115`)
+- Exam: **Real Estate Research** (last exam of master's program)
+- Uploaded samenvatting as .xlsx — extracted content: statistics, OLS assumptions, hedonic pricing, discrete choice models, Stata, R
+- Requested: overhoor-bot (quiz her), with focus on Stata (her weak point)
+- Status: waiting for practice exams from her before starting sessions
+- **Note**: This is family (Johan's daughter) — treat with care, not a stranger
+
+### Agents Context Correction
+- `engineer` agent workspace was `/home/johan/clawd` (James' workspace) — wrong. Should use own workspace.
+- Per Johan: stateless dispatch is fine for now (one engineer, task description carries repo path)
+- Task description includes project → repo path via project metadata
diff --git a/memory/claude-usage.db b/memory/claude-usage.db
index 9b2a6db..91b5ac6 100644
Binary files a/memory/claude-usage.db and b/memory/claude-usage.db differ
diff --git a/memory/claude-usage.json b/memory/claude-usage.json
index 6ba951c..825be18 100644
--- a/memory/claude-usage.json
+++ b/memory/claude-usage.json
@@ -1,9 +1,9 @@
 {
-  "last_updated": "2026-03-25T16:00:02.290851Z",
+  "last_updated": "2026-03-25T22:00:01.373230Z",
   "source": "api",
-  "session_percent": 0,
-  "session_resets": null,
-  "weekly_percent": 63,
-  "weekly_resets": "2026-03-27T03:00:00.244248+00:00",
-  "sonnet_percent": 80
+  "session_percent": 5,
+  "session_resets": "2026-03-26T02:00:01.318093+00:00",
+  "weekly_percent": 65,
+  "weekly_resets": "2026-03-27T03:00:00.318113+00:00",
+  "sonnet_percent": 81
 }
\ No newline at end of file
diff --git a/memory/git-audit-lastfull.txt b/memory/git-audit-lastfull.txt
index 6f21e36..0f028fc 100644
--- a/memory/git-audit-lastfull.txt
+++ b/memory/git-audit-lastfull.txt
@@ -1 +1 @@
-1774368242
+1774454520