diff --git a/core/docs/plans/M7-sae-monitor.md b/core/docs/plans/M7-sae-monitor.md
index b2becd2..d9a985b 100644
--- a/core/docs/plans/M7-sae-monitor.md
+++ b/core/docs/plans/M7-sae-monitor.md
@@ -23,45 +23,21 @@ Shares the architectural pattern with F2 but is a separate instance scoped to th
 - **Does:** intercept and log **every trader action at the Marketplace level** — the Marketplace
   is the only interface traders can act through, so monitoring it captures everything; embed trader
   action sequences; run SAE anomaly detection over action embeddings; flag suspicious patterns
-  (unusual trading frequency, outsized positions, coordinated behavior across traders, repeated
-  failed actions); report alerts to the Conductor (M6) with evidence; format alerts **identically
-  to Brain messages** (same structure, same signatures).
-- **Does-not:** block actions directly (Conductor decides); watch the Conductor (the stomach's
-  "homunculus" — echoes F2-L1); correct trader behavior (detection only — F2-L2: no closed
-  elimination loop); trade or access wallets.
+  (unusual trading frequency, outsized positions, repeated failed actions); report alerts to the Conductor (M6) with evidence; format alerts **identically to Brain messages** (same structure, same signatures).
+- **Does-not:** block actions directly (Conductor decides); watch the Conductor (the stomach's "homunculus" — echoes F2-L1); correct trader behavior (detection only — F2-L2: no closed elimination loop); trade or access wallets.
 
 ## 5. Interface contract
-- `log_action(trader_id, action_type, args, result, timestamp)` — called on every trader
-  interaction at the Marketplace level. Synchronous interception (the action is logged before
-  execution proceeds).
-- `alert(trader_id, alert_type, evidence, severity) -> SAEAlert`.
-  `alert_type` ∈ { `unusual_frequency`, `outsized_position`, `coordinated_behavior`,
-  `repeated_failures`, `pattern_deviation` }.
-  `severity` ∈ { `low`, `medium`, `high`, `critical` }.
-- `SAEAlert` structure is **identical to Brain message structure** — same fields, same
-  signature scheme. The Conductor (M6) processes SAE alerts and Brain messages through the
-  same intake (M6-L5).
-- `status() -> { active, traders_monitored, alerts_pending, model_freshness }`.
+
 
 ## 6. Dependencies & stubs
-- M5 Traders — tool call source; *stub:* canned tool call log.
-- M6 Conductor — alert consumer; *stub:* print alerts.
-- F2 SAE monitor (organism-level) — architectural pattern; no runtime dependency.
+- 
 
 ## 7. Invariants / laws
-- **L1 (C5):** the SAE watches **traders, never the Conductor** — the Conductor is the
-  stomach's judgment; the SAE monitors the machinery. Echoes F2-L1 (watch the machinery, never
-  the homunculus).
-- **L2 (C5):** **every tool call is logged** — no trader action escapes monitoring. This is
-  enforced architecturally (tool call interception), not by policy.
-- **L3 (C4):** **detection only, no enforcement** — the SAE reports to the Conductor; it never
-  blocks, pauses, or modifies trader actions itself. Echoes F2-L2 (no closed elimination loop).
-- **L4 (C4):** **alert format = Brain message format** — structurally identical, same signatures.
-  This is not coincidental; it ensures the Conductor can be supervised by the Brain using the
-  same protocol if the organism ever needs to override stomach autonomy.
-- **L5 (C3):** the SAE model is **trained on normal trader behavior** — anomalies are deviations
-  from the learned normal, not violations of predefined rules (those are the law script's job
-  in M1).
+- **L1 (C5):** the SAE watches everyone in the orgab.
+- **L2 (C5):** **every tool call is logged** — no trader action escapes monitoring. This is enforced architecturally (tool call interception), not by policy.
+- **L3 (C4):** **detection only, no enforcement** — the SAE reports to the Conductor; it never blocks, pauses, or modifies trader actions itself. Echoes F2-L2 (no closed elimination loop).
+- **L4 (C4):** **alert format = Brain message format** — structurally identical, same signatures. This is not coincidental; it ensures the Conductor can be supervised by the Brain using the same protocol if the organism ever needs to override stomach autonomy.
+- **L5 (C3):** the SAE model is **trained on normal trader behavior** — anomalies are deviations from the learned normal, not violations of predefined rules (those are the law script's job in M1).
 
 ## 8. Build steps
 1. Implement action interception at the Marketplace level (M1).
@@ -71,15 +47,5 @@ Shares the architectural pattern with F2 but is a separate instance scoped to th
 5. Wire alerts to Conductor (M6) in Brain-compatible message format.
 
 ## 9. Tests
-Interception: every Marketplace action produces a log entry. Anomaly: known-suspicious patterns
-(e.g. 100x normal frequency) trigger alert. Normal: baseline behavior does not trigger alert.
-No enforcement: SAE cannot pause or block a trader (only Conductor can). Alert format: SAE
-alert parses as valid Brain message. Conductor-blind: no Conductor action appears in SAE logs.
 
 ## 10. Open items
-- SAE architecture (how many features? reconstruction vs. classification?).
-- Training data bootstrapping (simulated trading or historical data?).
-- Alert threshold tuning (too sensitive = alert fatigue; too lax = missed anomalies).
-- Whether M7 should also monitor Marketplace execution outcomes (fills, slippage) in addition
-  to tool calls.
-- Relationship to F2: shared model? shared training pipeline? or fully independent?