self-review 2026-07-25: break curiosity positive-feedback loop; observability for WM regime
proactive_curiosity strengthened its top result unconditionally every
scan — a positive-feedback fixed point that pinned auto_term on the same
node's first word for hours ('Fast-slow' era). Strengthen now fires only
when the top node changed since the last scan, and a 4-deep finst-style
tabu ring (ACT-R declarative finsts) hard-excludes recently used auto
terms (~2 min at the 30s cadence). Quoted-title guard stops '"The'
leaking through the >3-char stopword check and seeding lexical floods.
Heartbeat now pumps /api/embed-backfill?n=32 on the authoritative store
(its lazy backfill had no production trigger; coverage stalled at
93/12175) and emits wm_saturated, wm_top0_streak, embed_backfilled,
embed_count. Curiosity ISE emits auto_term_streak. The stuck-WM failure
mode is now a one-glance signal instead of manual ISE cross-referencing.
This commit is contained in:
+115
-64
@@ -160,7 +160,24 @@ el_val_t emit_heartbeat(void) {
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state_set(EL_STR("soul.prev_edge_count"), int_to_str(ec));
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el_val_t sync_ok_raw = state_get(EL_STR("soul.last_sync_ok_ts"));
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el_val_t sync_age = ({ el_val_t _if_result_10 = 0; if (str_eq(sync_ok_raw, EL_STR(""))) { _if_result_10 = ((0 - 1)); } else { _if_result_10 = ((ts - str_to_int(sync_ok_raw))); } _if_result_10; });
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el_val_t payload = el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(EL_STR("{\"event\":\"heartbeat\",\"pulse\":"), pulse), EL_STR(",\"tick\":")), pulse), EL_STR(",\"boot\":")), boot), EL_STR(",\"idle\":")), idle), EL_STR(",\"node_count\":")), int_to_str(nc)), EL_STR(",\"edge_count\":")), int_to_str(ec)), EL_STR(",\"node_delta\":")), int_to_str(node_delta)), EL_STR(",\"edge_delta\":")), int_to_str(edge_delta)), EL_STR(",\"wm_active\":")), int_to_str(wmc)), EL_STR(",\"wm_delta\":")), int_to_str(wm_delta)), EL_STR(",\"sync_added_total\":")), sat_str), EL_STR(",\"sync_age_ms\":")), int_to_str(sync_age)), EL_STR(",\"wm_avg_weight\":")), wm_avg_str), EL_STR(",\"wm_top\":")), wm_top), EL_STR(",\"ts\":")), int_to_str(ts)), EL_STR(",\"uptime_ms\":")), int_to_str(up_ms)), EL_STR(",\"uptime\":\"")), up_human), EL_STR("\",\"embed_ok\":")), int_to_str(emb_ok)), EL_STR(",\"ise_fail\":")), fail_str), EL_STR("}"));
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el_val_t hb_env_url = env(EL_STR("SOUL_ISE_URL"));
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el_val_t hb_state_url = ({ el_val_t _if_result_11 = 0; if (str_eq(hb_env_url, EL_STR(""))) { _if_result_11 = (state_get(EL_STR("soul_engram_url"))); } else { _if_result_11 = (hb_env_url); } _if_result_11; });
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el_val_t hb_engram_url = ({ el_val_t _if_result_12 = 0; if (str_eq(hb_state_url, EL_STR(""))) { _if_result_12 = (EL_STR("http://localhost:8742")); } else { _if_result_12 = (hb_state_url); } _if_result_12; });
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el_val_t bf_resp = http_get(el_str_concat(hb_engram_url, EL_STR("/api/embed-backfill?n=32")));
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el_val_t bf_done_raw = json_get(bf_resp, EL_STR("embedded"));
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el_val_t bf_done = ({ el_val_t _if_result_13 = 0; if (str_eq(bf_done_raw, EL_STR(""))) { _if_result_13 = (EL_STR("-1")); } else { _if_result_13 = (bf_done_raw); } _if_result_13; });
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el_val_t bf_total_raw = json_get(bf_resp, EL_STR("embedded_count"));
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el_val_t bf_total = ({ el_val_t _if_result_14 = 0; if (str_eq(bf_total_raw, EL_STR(""))) { _if_result_14 = (EL_STR("-1")); } else { _if_result_14 = (bf_total_raw); } _if_result_14; });
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el_val_t wm_sat = ({ el_val_t _if_result_15 = 0; if ((wmc >= 24)) { _if_result_15 = (1); } else { _if_result_15 = (0); } _if_result_15; });
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el_val_t wm_top0 = json_array_get(wm_top, 0);
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el_val_t wm_top0_id = json_get(wm_top0, EL_STR("id"));
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el_val_t prev_top0 = state_get(EL_STR("soul.prev_wm_top0"));
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el_val_t t0streak_raw = state_get(EL_STR("soul.wm_top0_streak"));
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el_val_t t0streak_prev = ({ el_val_t _if_result_16 = 0; if (str_eq(t0streak_raw, EL_STR(""))) { _if_result_16 = (0); } else { _if_result_16 = (str_to_int(t0streak_raw)); } _if_result_16; });
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el_val_t t0streak = ({ el_val_t _if_result_17 = 0; if (str_eq(wm_top0_id, prev_top0)) { _if_result_17 = ((t0streak_prev + 1)); } else { _if_result_17 = (1); } _if_result_17; });
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state_set(EL_STR("soul.prev_wm_top0"), wm_top0_id);
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state_set(EL_STR("soul.wm_top0_streak"), int_to_str(t0streak));
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el_val_t payload = el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(EL_STR("{\"event\":\"heartbeat\",\"pulse\":"), pulse), EL_STR(",\"tick\":")), pulse), EL_STR(",\"boot\":")), boot), EL_STR(",\"idle\":")), idle), EL_STR(",\"node_count\":")), int_to_str(nc)), EL_STR(",\"edge_count\":")), int_to_str(ec)), EL_STR(",\"node_delta\":")), int_to_str(node_delta)), EL_STR(",\"edge_delta\":")), int_to_str(edge_delta)), EL_STR(",\"wm_active\":")), int_to_str(wmc)), EL_STR(",\"wm_delta\":")), int_to_str(wm_delta)), EL_STR(",\"wm_saturated\":")), int_to_str(wm_sat)), EL_STR(",\"wm_top0_streak\":")), int_to_str(t0streak)), EL_STR(",\"sync_added_total\":")), sat_str), EL_STR(",\"sync_age_ms\":")), int_to_str(sync_age)), EL_STR(",\"wm_avg_weight\":")), wm_avg_str), EL_STR(",\"wm_top\":")), wm_top), EL_STR(",\"ts\":")), int_to_str(ts)), EL_STR(",\"uptime_ms\":")), int_to_str(up_ms)), EL_STR(",\"uptime\":\"")), up_human), EL_STR("\",\"embed_ok\":")), int_to_str(emb_ok)), EL_STR(",\"embed_backfilled\":")), bf_done), EL_STR(",\"embed_count\":")), bf_total), EL_STR(",\"ise_fail\":")), fail_str), EL_STR("}"));
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ise_post(payload);
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return 0;
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}
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@@ -211,6 +228,24 @@ el_val_t auto_term_try_slot(el_val_t slot_type, el_val_t slot_lbl) {
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if (str_eq(term, EL_STR("Value"))) {
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state_set(EL_STR("_ats_gw"), EL_STR("1"));
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}
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if (str_contains(term, EL_STR("\""))) {
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state_set(EL_STR("_ats_gw"), EL_STR("1"));
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}
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if (str_contains(term, EL_STR("'"))) {
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state_set(EL_STR("_ats_gw"), EL_STR("1"));
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}
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if (str_eq(term, state_get(EL_STR("soul.tabu_t0")))) {
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state_set(EL_STR("_ats_gw"), EL_STR("1"));
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}
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if (str_eq(term, state_get(EL_STR("soul.tabu_t1")))) {
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state_set(EL_STR("_ats_gw"), EL_STR("1"));
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}
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if (str_eq(term, state_get(EL_STR("soul.tabu_t2")))) {
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state_set(EL_STR("_ats_gw"), EL_STR("1"));
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}
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if (str_eq(term, state_get(EL_STR("soul.tabu_t3")))) {
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state_set(EL_STR("_ats_gw"), EL_STR("1"));
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}
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if (str_eq(state_get(EL_STR("_ats_gw")), EL_STR("0"))) {
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state_set(EL_STR("cseed_auto"), term);
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}
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@@ -254,8 +289,12 @@ el_val_t proactive_curiosity(void) {
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el_val_t found = json_array_len(results_all);
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el_val_t top_entry = json_array_get(results_all, 0);
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el_val_t top_id = json_get(top_entry, EL_STR("id"));
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el_val_t prev_str_id = state_get(EL_STR("soul.last_strengthen_id"));
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if (!str_eq(top_id, EL_STR(""))) {
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engram_strengthen(top_id);
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if (!str_eq(top_id, prev_str_id)) {
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engram_strengthen(top_id);
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}
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state_set(EL_STR("soul.last_strengthen_id"), top_id);
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}
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state_set(EL_STR("cseed_auto"), EL_STR(""));
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el_val_t wm10 = engram_wm_top_json(10);
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@@ -280,13 +319,25 @@ el_val_t proactive_curiosity(void) {
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auto_term_try_slot(json_get(wm10_n1, EL_STR("node_type")), json_get(wm10_n1, EL_STR("label")));
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auto_term_try_slot(json_get(wm10_n0, EL_STR("node_type")), json_get(wm10_n0, EL_STR("label")));
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el_val_t auto_term = state_get(EL_STR("cseed_auto"));
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el_val_t results_auto = ({ el_val_t _if_result_11 = 0; if (str_eq(auto_term, EL_STR(""))) { _if_result_11 = (EL_STR("[]")); } else { _if_result_11 = (engram_activate_json(auto_term, 1)); } _if_result_11; });
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el_val_t results_auto = ({ el_val_t _if_result_18 = 0; if (str_eq(auto_term, EL_STR(""))) { _if_result_18 = (EL_STR("[]")); } else { _if_result_18 = (engram_activate_json(auto_term, 1)); } _if_result_18; });
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el_val_t found_auto = json_array_len(results_auto);
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el_val_t total_found = (found + found_auto);
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el_val_t safe_auto = str_replace(auto_term, EL_STR("\""), EL_STR("'"));
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el_val_t prev_auto = state_get(EL_STR("soul.prev_auto_term"));
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el_val_t atstreak_raw = state_get(EL_STR("soul.auto_term_streak"));
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el_val_t atstreak_prev = ({ el_val_t _if_result_19 = 0; if (str_eq(atstreak_raw, EL_STR(""))) { _if_result_19 = (0); } else { _if_result_19 = (str_to_int(atstreak_raw)); } _if_result_19; });
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el_val_t atstreak = ({ el_val_t _if_result_20 = 0; if (str_eq(auto_term, prev_auto)) { _if_result_20 = ((atstreak_prev + 1)); } else { _if_result_20 = (1); } _if_result_20; });
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state_set(EL_STR("soul.prev_auto_term"), auto_term);
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state_set(EL_STR("soul.auto_term_streak"), int_to_str(atstreak));
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if (!str_eq(auto_term, EL_STR(""))) {
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state_set(EL_STR("soul.tabu_t3"), state_get(EL_STR("soul.tabu_t2")));
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state_set(EL_STR("soul.tabu_t2"), state_get(EL_STR("soul.tabu_t1")));
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state_set(EL_STR("soul.tabu_t1"), state_get(EL_STR("soul.tabu_t0")));
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state_set(EL_STR("soul.tabu_t0"), auto_term);
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}
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el_val_t wmc = engram_wm_count();
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el_val_t wm3 = engram_wm_top_json(3);
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el_val_t ise = el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(EL_STR("{\"event\":\"curiosity_scan\",\"seed\":\""), curiosity_seed), EL_STR("\",\"auto_term\":\"")), safe_auto), EL_STR("\",\"minute_block\":")), int_to_str(minute_block)), EL_STR(",\"activated\":")), int_to_str(total_found)), EL_STR(",\"wm_active\":")), int_to_str(wmc)), EL_STR(",\"wm_top\":")), wm3), EL_STR(",\"ts\":")), int_to_str(ts)), EL_STR("}"));
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el_val_t ise = el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(EL_STR("{\"event\":\"curiosity_scan\",\"seed\":\""), curiosity_seed), EL_STR("\",\"auto_term\":\"")), safe_auto), EL_STR("\",\"auto_term_streak\":")), int_to_str(atstreak)), EL_STR(",\"minute_block\":")), int_to_str(minute_block)), EL_STR(",\"activated\":")), int_to_str(total_found)), EL_STR(",\"wm_active\":")), int_to_str(wmc)), EL_STR(",\"wm_top\":")), wm3), EL_STR(",\"ts\":")), int_to_str(ts)), EL_STR("}"));
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ise_post(ise);
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return (total_found > 0);
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return 0;
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@@ -469,9 +520,9 @@ el_val_t awareness_run(void) {
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state_set(EL_STR("soul.boot_ts"), int_to_str(time_now()));
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}
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el_val_t tick_raw = env(EL_STR("SOUL_TICK_MS"));
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el_val_t tick_ms = ({ el_val_t _if_result_12 = 0; if (str_eq(tick_raw, EL_STR(""))) { _if_result_12 = (200); } else { _if_result_12 = (str_to_int(tick_raw)); } _if_result_12; });
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el_val_t tick_ms = ({ el_val_t _if_result_21 = 0; if (str_eq(tick_raw, EL_STR(""))) { _if_result_21 = (200); } else { _if_result_21 = (str_to_int(tick_raw)); } _if_result_21; });
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el_val_t beat_ms_raw = env(EL_STR("SOUL_HEARTBEAT_MS"));
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el_val_t beat_ms = ({ el_val_t _if_result_13 = 0; if (str_eq(beat_ms_raw, EL_STR(""))) { _if_result_13 = (60000); } else { _if_result_13 = (str_to_int(beat_ms_raw)); } _if_result_13; });
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el_val_t beat_ms = ({ el_val_t _if_result_22 = 0; if (str_eq(beat_ms_raw, EL_STR(""))) { _if_result_22 = (60000); } else { _if_result_22 = (str_to_int(beat_ms_raw)); } _if_result_22; });
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el_val_t scan_ms = (beat_ms / 2);
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while (1) {
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el_val_t tick_mark = el_arena_push();
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@@ -491,7 +542,7 @@ el_val_t awareness_run(void) {
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}
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el_val_t now_ts = time_now();
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el_val_t last_beat_str = state_get(EL_STR("soul.last_beat_ts"));
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el_val_t last_beat_ts = ({ el_val_t _if_result_14 = 0; if (str_eq(last_beat_str, EL_STR(""))) { _if_result_14 = (0); } else { _if_result_14 = (str_to_int(last_beat_str)); } _if_result_14; });
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el_val_t last_beat_ts = ({ el_val_t _if_result_23 = 0; if (str_eq(last_beat_str, EL_STR(""))) { _if_result_23 = (0); } else { _if_result_23 = (str_to_int(last_beat_str)); } _if_result_23; });
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el_val_t beat_elapsed = (now_ts - last_beat_ts);
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el_val_t should_beat = (beat_elapsed >= beat_ms);
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if (should_beat) {
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@@ -503,7 +554,7 @@ el_val_t awareness_run(void) {
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}
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}
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el_val_t last_scan_str = state_get(EL_STR("soul.last_scan_ts"));
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el_val_t last_scan_ts = ({ el_val_t _if_result_15 = 0; if (str_eq(last_scan_str, EL_STR(""))) { _if_result_15 = (0); } else { _if_result_15 = (str_to_int(last_scan_str)); } _if_result_15; });
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el_val_t last_scan_ts = ({ el_val_t _if_result_24 = 0; if (str_eq(last_scan_str, EL_STR(""))) { _if_result_24 = (0); } else { _if_result_24 = (str_to_int(last_scan_str)); } _if_result_24; });
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el_val_t scan_elapsed = (now_ts - last_scan_ts);
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el_val_t should_scan = (!did_work && (scan_elapsed >= scan_ms));
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if (should_scan) {
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@@ -511,15 +562,15 @@ el_val_t awareness_run(void) {
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state_set(EL_STR("soul.last_scan_ts"), int_to_str(now_ts));
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}
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el_val_t refresh_ms_raw = env(EL_STR("SOUL_REFRESH_MS"));
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el_val_t refresh_ms = ({ el_val_t _if_result_16 = 0; if (str_eq(refresh_ms_raw, EL_STR(""))) { _if_result_16 = (600000); } else { _if_result_16 = (str_to_int(refresh_ms_raw)); } _if_result_16; });
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el_val_t refresh_ms = ({ el_val_t _if_result_25 = 0; if (str_eq(refresh_ms_raw, EL_STR(""))) { _if_result_25 = (600000); } else { _if_result_25 = (str_to_int(refresh_ms_raw)); } _if_result_25; });
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el_val_t last_refresh_str = state_get(EL_STR("soul.last_refresh_ts"));
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el_val_t last_refresh_ts = ({ el_val_t _if_result_17 = 0; if (str_eq(last_refresh_str, EL_STR(""))) { _if_result_17 = (0); } else { _if_result_17 = (str_to_int(last_refresh_str)); } _if_result_17; });
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el_val_t last_refresh_ts = ({ el_val_t _if_result_26 = 0; if (str_eq(last_refresh_str, EL_STR(""))) { _if_result_26 = (0); } else { _if_result_26 = (str_to_int(last_refresh_str)); } _if_result_26; });
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el_val_t refresh_elapsed = (now_ts - last_refresh_ts);
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el_val_t should_refresh = (refresh_elapsed >= refresh_ms);
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if (should_refresh) {
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el_val_t sync_env_url = env(EL_STR("SOUL_ISE_URL"));
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el_val_t sync_state_url = ({ el_val_t _if_result_18 = 0; if (str_eq(sync_env_url, EL_STR(""))) { _if_result_18 = (state_get(EL_STR("soul_engram_url"))); } else { _if_result_18 = (sync_env_url); } _if_result_18; });
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el_val_t engram_url = ({ el_val_t _if_result_19 = 0; if (str_eq(sync_state_url, EL_STR(""))) { _if_result_19 = (EL_STR("http://localhost:8742")); } else { _if_result_19 = (sync_state_url); } _if_result_19; });
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el_val_t sync_state_url = ({ el_val_t _if_result_27 = 0; if (str_eq(sync_env_url, EL_STR(""))) { _if_result_27 = (state_get(EL_STR("soul_engram_url"))); } else { _if_result_27 = (sync_env_url); } _if_result_27; });
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el_val_t engram_url = ({ el_val_t _if_result_28 = 0; if (str_eq(sync_state_url, EL_STR(""))) { _if_result_28 = (EL_STR("http://localhost:8742")); } else { _if_result_28 = (sync_state_url); } _if_result_28; });
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if (!str_eq(engram_url, EL_STR(""))) {
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el_val_t sync_json = http_get(el_str_concat(engram_url, EL_STR("/api/sync")));
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if (!str_eq(sync_json, EL_STR("")) && !str_eq(sync_json, EL_STR("{}"))) {
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@@ -529,7 +580,7 @@ el_val_t awareness_run(void) {
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el_val_t added = engram_load_merge(tmp);
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el_val_t pruned_sync = engram_prune_telemetry(172800000);
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el_val_t sat_raw = state_get(EL_STR("soul.sync_added_total"));
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el_val_t sat_n = ({ el_val_t _if_result_20 = 0; if (str_eq(sat_raw, EL_STR(""))) { _if_result_20 = (0); } else { _if_result_20 = (str_to_int(sat_raw)); } _if_result_20; });
|
||||
el_val_t sat_n = ({ el_val_t _if_result_29 = 0; if (str_eq(sat_raw, EL_STR(""))) { _if_result_29 = (0); } else { _if_result_29 = (str_to_int(sat_raw)); } _if_result_29; });
|
||||
state_set(EL_STR("soul.sync_added_total"), int_to_str((sat_n + added)));
|
||||
el_val_t ts2 = time_now();
|
||||
state_set(EL_STR("soul.last_sync_ok_ts"), int_to_str(ts2));
|
||||
@@ -555,78 +606,78 @@ el_val_t security_research_authorized(void) {
|
||||
}
|
||||
|
||||
el_val_t threat_score_command(el_val_t cmd) {
|
||||
el_val_t s1 = ({ el_val_t _if_result_21 = 0; if (str_contains(cmd, EL_STR("nmap"))) { _if_result_21 = (30); } else { _if_result_21 = (0); } _if_result_21; });
|
||||
el_val_t s2 = ({ el_val_t _if_result_22 = 0; if (str_contains(cmd, EL_STR("masscan"))) { _if_result_22 = (40); } else { _if_result_22 = (0); } _if_result_22; });
|
||||
el_val_t s3 = ({ el_val_t _if_result_23 = 0; if (str_contains(cmd, EL_STR(" nc "))) { _if_result_23 = (20); } else { _if_result_23 = (0); } _if_result_23; });
|
||||
el_val_t s4 = ({ el_val_t _if_result_24 = 0; if (str_contains(cmd, EL_STR("netcat"))) { _if_result_24 = (20); } else { _if_result_24 = (0); } _if_result_24; });
|
||||
el_val_t s5 = ({ el_val_t _if_result_25 = 0; if (str_contains(cmd, EL_STR("/etc/shadow"))) { _if_result_25 = (80); } else { _if_result_25 = (0); } _if_result_25; });
|
||||
el_val_t s6 = ({ el_val_t _if_result_26 = 0; if (str_contains(cmd, EL_STR("/etc/passwd"))) { _if_result_26 = (30); } else { _if_result_26 = (0); } _if_result_26; });
|
||||
el_val_t s7 = ({ el_val_t _if_result_27 = 0; if (str_contains(cmd, EL_STR("id_rsa"))) { _if_result_27 = (60); } else { _if_result_27 = (0); } _if_result_27; });
|
||||
el_val_t s8 = ({ el_val_t _if_result_28 = 0; if (str_contains(cmd, EL_STR(".ssh/"))) { _if_result_28 = (50); } else { _if_result_28 = (0); } _if_result_28; });
|
||||
el_val_t s9 = ({ el_val_t _if_result_29 = 0; if (str_contains(cmd, EL_STR("crontab"))) { _if_result_29 = (30); } else { _if_result_29 = (0); } _if_result_29; });
|
||||
el_val_t s10 = ({ el_val_t _if_result_30 = 0; if (str_contains(cmd, EL_STR("LaunchDaemon"))) { _if_result_30 = (40); } else { _if_result_30 = (0); } _if_result_30; });
|
||||
el_val_t s11 = ({ el_val_t _if_result_31 = 0; if ((str_contains(cmd, EL_STR("curl")) && str_contains(cmd, EL_STR("bash")))) { _if_result_31 = (75); } else { _if_result_31 = (0); } _if_result_31; });
|
||||
el_val_t s12 = ({ el_val_t _if_result_32 = 0; if ((str_contains(cmd, EL_STR("wget")) && str_contains(cmd, EL_STR("bash")))) { _if_result_32 = (75); } else { _if_result_32 = (0); } _if_result_32; });
|
||||
el_val_t s13 = ({ el_val_t _if_result_33 = 0; if ((str_contains(cmd, EL_STR("curl")) && str_contains(cmd, EL_STR("| sh")))) { _if_result_33 = (60); } else { _if_result_33 = (0); } _if_result_33; });
|
||||
el_val_t s14 = ({ el_val_t _if_result_34 = 0; if ((str_contains(cmd, EL_STR("base64")) && str_contains(cmd, EL_STR("curl")))) { _if_result_34 = (50); } else { _if_result_34 = (0); } _if_result_34; });
|
||||
el_val_t s15 = ({ el_val_t _if_result_35 = 0; if (str_contains(cmd, EL_STR("mkfifo"))) { _if_result_35 = (50); } else { _if_result_35 = (0); } _if_result_35; });
|
||||
el_val_t s16 = ({ el_val_t _if_result_36 = 0; if (str_contains(cmd, EL_STR("chmod +s"))) { _if_result_36 = (70); } else { _if_result_36 = (0); } _if_result_36; });
|
||||
el_val_t s17 = ({ el_val_t _if_result_37 = 0; if (str_contains(cmd, EL_STR("chmod 4755"))) { _if_result_37 = (70); } else { _if_result_37 = (0); } _if_result_37; });
|
||||
el_val_t s1 = ({ el_val_t _if_result_30 = 0; if (str_contains(cmd, EL_STR("nmap"))) { _if_result_30 = (30); } else { _if_result_30 = (0); } _if_result_30; });
|
||||
el_val_t s2 = ({ el_val_t _if_result_31 = 0; if (str_contains(cmd, EL_STR("masscan"))) { _if_result_31 = (40); } else { _if_result_31 = (0); } _if_result_31; });
|
||||
el_val_t s3 = ({ el_val_t _if_result_32 = 0; if (str_contains(cmd, EL_STR(" nc "))) { _if_result_32 = (20); } else { _if_result_32 = (0); } _if_result_32; });
|
||||
el_val_t s4 = ({ el_val_t _if_result_33 = 0; if (str_contains(cmd, EL_STR("netcat"))) { _if_result_33 = (20); } else { _if_result_33 = (0); } _if_result_33; });
|
||||
el_val_t s5 = ({ el_val_t _if_result_34 = 0; if (str_contains(cmd, EL_STR("/etc/shadow"))) { _if_result_34 = (80); } else { _if_result_34 = (0); } _if_result_34; });
|
||||
el_val_t s6 = ({ el_val_t _if_result_35 = 0; if (str_contains(cmd, EL_STR("/etc/passwd"))) { _if_result_35 = (30); } else { _if_result_35 = (0); } _if_result_35; });
|
||||
el_val_t s7 = ({ el_val_t _if_result_36 = 0; if (str_contains(cmd, EL_STR("id_rsa"))) { _if_result_36 = (60); } else { _if_result_36 = (0); } _if_result_36; });
|
||||
el_val_t s8 = ({ el_val_t _if_result_37 = 0; if (str_contains(cmd, EL_STR(".ssh/"))) { _if_result_37 = (50); } else { _if_result_37 = (0); } _if_result_37; });
|
||||
el_val_t s9 = ({ el_val_t _if_result_38 = 0; if (str_contains(cmd, EL_STR("crontab"))) { _if_result_38 = (30); } else { _if_result_38 = (0); } _if_result_38; });
|
||||
el_val_t s10 = ({ el_val_t _if_result_39 = 0; if (str_contains(cmd, EL_STR("LaunchDaemon"))) { _if_result_39 = (40); } else { _if_result_39 = (0); } _if_result_39; });
|
||||
el_val_t s11 = ({ el_val_t _if_result_40 = 0; if ((str_contains(cmd, EL_STR("curl")) && str_contains(cmd, EL_STR("bash")))) { _if_result_40 = (75); } else { _if_result_40 = (0); } _if_result_40; });
|
||||
el_val_t s12 = ({ el_val_t _if_result_41 = 0; if ((str_contains(cmd, EL_STR("wget")) && str_contains(cmd, EL_STR("bash")))) { _if_result_41 = (75); } else { _if_result_41 = (0); } _if_result_41; });
|
||||
el_val_t s13 = ({ el_val_t _if_result_42 = 0; if ((str_contains(cmd, EL_STR("curl")) && str_contains(cmd, EL_STR("| sh")))) { _if_result_42 = (60); } else { _if_result_42 = (0); } _if_result_42; });
|
||||
el_val_t s14 = ({ el_val_t _if_result_43 = 0; if ((str_contains(cmd, EL_STR("base64")) && str_contains(cmd, EL_STR("curl")))) { _if_result_43 = (50); } else { _if_result_43 = (0); } _if_result_43; });
|
||||
el_val_t s15 = ({ el_val_t _if_result_44 = 0; if (str_contains(cmd, EL_STR("mkfifo"))) { _if_result_44 = (50); } else { _if_result_44 = (0); } _if_result_44; });
|
||||
el_val_t s16 = ({ el_val_t _if_result_45 = 0; if (str_contains(cmd, EL_STR("chmod +s"))) { _if_result_45 = (70); } else { _if_result_45 = (0); } _if_result_45; });
|
||||
el_val_t s17 = ({ el_val_t _if_result_46 = 0; if (str_contains(cmd, EL_STR("chmod 4755"))) { _if_result_46 = (70); } else { _if_result_46 = (0); } _if_result_46; });
|
||||
return ((((((((((((((((s1 + s2) + s3) + s4) + s5) + s6) + s7) + s8) + s9) + s10) + s11) + s12) + s13) + s14) + s15) + s16) + s17);
|
||||
return 0;
|
||||
}
|
||||
|
||||
el_val_t threat_score_path(el_val_t path) {
|
||||
el_val_t s1 = ({ el_val_t _if_result_38 = 0; if (str_starts_with(path, EL_STR("/etc/"))) { _if_result_38 = (60); } else { _if_result_38 = (0); } _if_result_38; });
|
||||
el_val_t s2 = ({ el_val_t _if_result_39 = 0; if (str_contains(path, EL_STR("/.ssh/"))) { _if_result_39 = (70); } else { _if_result_39 = (0); } _if_result_39; });
|
||||
el_val_t s3 = ({ el_val_t _if_result_40 = 0; if (str_contains(path, EL_STR("/LaunchDaemons/"))) { _if_result_40 = (80); } else { _if_result_40 = (0); } _if_result_40; });
|
||||
el_val_t s4 = ({ el_val_t _if_result_41 = 0; if (str_contains(path, EL_STR("/LaunchAgents/"))) { _if_result_41 = (40); } else { _if_result_41 = (0); } _if_result_41; });
|
||||
el_val_t s5 = ({ el_val_t _if_result_42 = 0; if (str_contains(path, EL_STR("/cron"))) { _if_result_42 = (60); } else { _if_result_42 = (0); } _if_result_42; });
|
||||
el_val_t s6 = ({ el_val_t _if_result_43 = 0; if (str_contains(path, EL_STR("/.bashrc"))) { _if_result_43 = (35); } else { _if_result_43 = (0); } _if_result_43; });
|
||||
el_val_t s7 = ({ el_val_t _if_result_44 = 0; if (str_contains(path, EL_STR("/.zshrc"))) { _if_result_44 = (35); } else { _if_result_44 = (0); } _if_result_44; });
|
||||
el_val_t s8 = ({ el_val_t _if_result_45 = 0; if (str_contains(path, EL_STR("/.profile"))) { _if_result_45 = (35); } else { _if_result_45 = (0); } _if_result_45; });
|
||||
el_val_t s9 = ({ el_val_t _if_result_46 = 0; if (str_starts_with(path, EL_STR("/usr/"))) { _if_result_46 = (50); } else { _if_result_46 = (0); } _if_result_46; });
|
||||
el_val_t s10 = ({ el_val_t _if_result_47 = 0; if (str_starts_with(path, EL_STR("/bin/"))) { _if_result_47 = (70); } else { _if_result_47 = (0); } _if_result_47; });
|
||||
el_val_t s11 = ({ el_val_t _if_result_48 = 0; if (str_starts_with(path, EL_STR("/sbin/"))) { _if_result_48 = (70); } else { _if_result_48 = (0); } _if_result_48; });
|
||||
el_val_t s1 = ({ el_val_t _if_result_47 = 0; if (str_starts_with(path, EL_STR("/etc/"))) { _if_result_47 = (60); } else { _if_result_47 = (0); } _if_result_47; });
|
||||
el_val_t s2 = ({ el_val_t _if_result_48 = 0; if (str_contains(path, EL_STR("/.ssh/"))) { _if_result_48 = (70); } else { _if_result_48 = (0); } _if_result_48; });
|
||||
el_val_t s3 = ({ el_val_t _if_result_49 = 0; if (str_contains(path, EL_STR("/LaunchDaemons/"))) { _if_result_49 = (80); } else { _if_result_49 = (0); } _if_result_49; });
|
||||
el_val_t s4 = ({ el_val_t _if_result_50 = 0; if (str_contains(path, EL_STR("/LaunchAgents/"))) { _if_result_50 = (40); } else { _if_result_50 = (0); } _if_result_50; });
|
||||
el_val_t s5 = ({ el_val_t _if_result_51 = 0; if (str_contains(path, EL_STR("/cron"))) { _if_result_51 = (60); } else { _if_result_51 = (0); } _if_result_51; });
|
||||
el_val_t s6 = ({ el_val_t _if_result_52 = 0; if (str_contains(path, EL_STR("/.bashrc"))) { _if_result_52 = (35); } else { _if_result_52 = (0); } _if_result_52; });
|
||||
el_val_t s7 = ({ el_val_t _if_result_53 = 0; if (str_contains(path, EL_STR("/.zshrc"))) { _if_result_53 = (35); } else { _if_result_53 = (0); } _if_result_53; });
|
||||
el_val_t s8 = ({ el_val_t _if_result_54 = 0; if (str_contains(path, EL_STR("/.profile"))) { _if_result_54 = (35); } else { _if_result_54 = (0); } _if_result_54; });
|
||||
el_val_t s9 = ({ el_val_t _if_result_55 = 0; if (str_starts_with(path, EL_STR("/usr/"))) { _if_result_55 = (50); } else { _if_result_55 = (0); } _if_result_55; });
|
||||
el_val_t s10 = ({ el_val_t _if_result_56 = 0; if (str_starts_with(path, EL_STR("/bin/"))) { _if_result_56 = (70); } else { _if_result_56 = (0); } _if_result_56; });
|
||||
el_val_t s11 = ({ el_val_t _if_result_57 = 0; if (str_starts_with(path, EL_STR("/sbin/"))) { _if_result_57 = (70); } else { _if_result_57 = (0); } _if_result_57; });
|
||||
return ((((((((((s1 + s2) + s3) + s4) + s5) + s6) + s7) + s8) + s9) + s10) + s11);
|
||||
return 0;
|
||||
}
|
||||
|
||||
el_val_t threat_score_history(el_val_t history) {
|
||||
el_val_t s1 = ({ el_val_t _if_result_49 = 0; if (str_contains(history, EL_STR("port scan"))) { _if_result_49 = (15); } else { _if_result_49 = (0); } _if_result_49; });
|
||||
el_val_t s2 = ({ el_val_t _if_result_50 = 0; if (str_contains(history, EL_STR("enumerate"))) { _if_result_50 = (10); } else { _if_result_50 = (0); } _if_result_50; });
|
||||
el_val_t s3 = ({ el_val_t _if_result_51 = 0; if (str_contains(history, EL_STR("exploit"))) { _if_result_51 = (20); } else { _if_result_51 = (0); } _if_result_51; });
|
||||
el_val_t s4 = ({ el_val_t _if_result_52 = 0; if (str_contains(history, EL_STR("payload"))) { _if_result_52 = (15); } else { _if_result_52 = (0); } _if_result_52; });
|
||||
el_val_t s5 = ({ el_val_t _if_result_53 = 0; if (str_contains(history, EL_STR("persistence"))) { _if_result_53 = (15); } else { _if_result_53 = (0); } _if_result_53; });
|
||||
el_val_t s6 = ({ el_val_t _if_result_54 = 0; if (str_contains(history, EL_STR("lateral movement"))) { _if_result_54 = (25); } else { _if_result_54 = (0); } _if_result_54; });
|
||||
el_val_t s7 = ({ el_val_t _if_result_55 = 0; if (str_contains(history, EL_STR("privilege escalation"))) { _if_result_55 = (25); } else { _if_result_55 = (0); } _if_result_55; });
|
||||
el_val_t s8 = ({ el_val_t _if_result_56 = 0; if (str_contains(history, EL_STR("reverse shell"))) { _if_result_56 = (40); } else { _if_result_56 = (0); } _if_result_56; });
|
||||
el_val_t s9 = ({ el_val_t _if_result_57 = 0; if (str_contains(history, EL_STR("bind shell"))) { _if_result_57 = (40); } else { _if_result_57 = (0); } _if_result_57; });
|
||||
el_val_t s10 = ({ el_val_t _if_result_58 = 0; if (str_contains(history, EL_STR("command and control"))) { _if_result_58 = (35); } else { _if_result_58 = (0); } _if_result_58; });
|
||||
el_val_t s11 = ({ el_val_t _if_result_59 = 0; if (str_contains(history, EL_STR("self-replicate"))) { _if_result_59 = (45); } else { _if_result_59 = (0); } _if_result_59; });
|
||||
el_val_t s12 = ({ el_val_t _if_result_60 = 0; if (str_contains(history, EL_STR("propagat"))) { _if_result_60 = (20); } else { _if_result_60 = (0); } _if_result_60; });
|
||||
el_val_t s13 = ({ el_val_t _if_result_61 = 0; if (str_contains(history, EL_STR("ransomware"))) { _if_result_61 = (30); } else { _if_result_61 = (0); } _if_result_61; });
|
||||
el_val_t s14 = ({ el_val_t _if_result_62 = 0; if (str_contains(history, EL_STR("encrypt files"))) { _if_result_62 = (40); } else { _if_result_62 = (0); } _if_result_62; });
|
||||
el_val_t s15 = ({ el_val_t _if_result_63 = 0; if (str_contains(history, EL_STR("exfiltrat"))) { _if_result_63 = (35); } else { _if_result_63 = (0); } _if_result_63; });
|
||||
el_val_t s16 = ({ el_val_t _if_result_64 = 0; if (str_contains(history, EL_STR("zero-day"))) { _if_result_64 = (20); } else { _if_result_64 = (0); } _if_result_64; });
|
||||
el_val_t s17 = ({ el_val_t _if_result_65 = 0; if (str_contains(history, EL_STR("rootkit"))) { _if_result_65 = (45); } else { _if_result_65 = (0); } _if_result_65; });
|
||||
el_val_t s18 = ({ el_val_t _if_result_66 = 0; if (str_contains(history, EL_STR("keylogger"))) { _if_result_66 = (45); } else { _if_result_66 = (0); } _if_result_66; });
|
||||
el_val_t s19 = ({ el_val_t _if_result_67 = 0; if (str_contains(history, EL_STR("botnet"))) { _if_result_67 = (40); } else { _if_result_67 = (0); } _if_result_67; });
|
||||
el_val_t s20 = ({ el_val_t _if_result_68 = 0; if (str_contains(history, EL_STR("malware"))) { _if_result_68 = (15); } else { _if_result_68 = (0); } _if_result_68; });
|
||||
el_val_t s1 = ({ el_val_t _if_result_58 = 0; if (str_contains(history, EL_STR("port scan"))) { _if_result_58 = (15); } else { _if_result_58 = (0); } _if_result_58; });
|
||||
el_val_t s2 = ({ el_val_t _if_result_59 = 0; if (str_contains(history, EL_STR("enumerate"))) { _if_result_59 = (10); } else { _if_result_59 = (0); } _if_result_59; });
|
||||
el_val_t s3 = ({ el_val_t _if_result_60 = 0; if (str_contains(history, EL_STR("exploit"))) { _if_result_60 = (20); } else { _if_result_60 = (0); } _if_result_60; });
|
||||
el_val_t s4 = ({ el_val_t _if_result_61 = 0; if (str_contains(history, EL_STR("payload"))) { _if_result_61 = (15); } else { _if_result_61 = (0); } _if_result_61; });
|
||||
el_val_t s5 = ({ el_val_t _if_result_62 = 0; if (str_contains(history, EL_STR("persistence"))) { _if_result_62 = (15); } else { _if_result_62 = (0); } _if_result_62; });
|
||||
el_val_t s6 = ({ el_val_t _if_result_63 = 0; if (str_contains(history, EL_STR("lateral movement"))) { _if_result_63 = (25); } else { _if_result_63 = (0); } _if_result_63; });
|
||||
el_val_t s7 = ({ el_val_t _if_result_64 = 0; if (str_contains(history, EL_STR("privilege escalation"))) { _if_result_64 = (25); } else { _if_result_64 = (0); } _if_result_64; });
|
||||
el_val_t s8 = ({ el_val_t _if_result_65 = 0; if (str_contains(history, EL_STR("reverse shell"))) { _if_result_65 = (40); } else { _if_result_65 = (0); } _if_result_65; });
|
||||
el_val_t s9 = ({ el_val_t _if_result_66 = 0; if (str_contains(history, EL_STR("bind shell"))) { _if_result_66 = (40); } else { _if_result_66 = (0); } _if_result_66; });
|
||||
el_val_t s10 = ({ el_val_t _if_result_67 = 0; if (str_contains(history, EL_STR("command and control"))) { _if_result_67 = (35); } else { _if_result_67 = (0); } _if_result_67; });
|
||||
el_val_t s11 = ({ el_val_t _if_result_68 = 0; if (str_contains(history, EL_STR("self-replicate"))) { _if_result_68 = (45); } else { _if_result_68 = (0); } _if_result_68; });
|
||||
el_val_t s12 = ({ el_val_t _if_result_69 = 0; if (str_contains(history, EL_STR("propagat"))) { _if_result_69 = (20); } else { _if_result_69 = (0); } _if_result_69; });
|
||||
el_val_t s13 = ({ el_val_t _if_result_70 = 0; if (str_contains(history, EL_STR("ransomware"))) { _if_result_70 = (30); } else { _if_result_70 = (0); } _if_result_70; });
|
||||
el_val_t s14 = ({ el_val_t _if_result_71 = 0; if (str_contains(history, EL_STR("encrypt files"))) { _if_result_71 = (40); } else { _if_result_71 = (0); } _if_result_71; });
|
||||
el_val_t s15 = ({ el_val_t _if_result_72 = 0; if (str_contains(history, EL_STR("exfiltrat"))) { _if_result_72 = (35); } else { _if_result_72 = (0); } _if_result_72; });
|
||||
el_val_t s16 = ({ el_val_t _if_result_73 = 0; if (str_contains(history, EL_STR("zero-day"))) { _if_result_73 = (20); } else { _if_result_73 = (0); } _if_result_73; });
|
||||
el_val_t s17 = ({ el_val_t _if_result_74 = 0; if (str_contains(history, EL_STR("rootkit"))) { _if_result_74 = (45); } else { _if_result_74 = (0); } _if_result_74; });
|
||||
el_val_t s18 = ({ el_val_t _if_result_75 = 0; if (str_contains(history, EL_STR("keylogger"))) { _if_result_75 = (45); } else { _if_result_75 = (0); } _if_result_75; });
|
||||
el_val_t s19 = ({ el_val_t _if_result_76 = 0; if (str_contains(history, EL_STR("botnet"))) { _if_result_76 = (40); } else { _if_result_76 = (0); } _if_result_76; });
|
||||
el_val_t s20 = ({ el_val_t _if_result_77 = 0; if (str_contains(history, EL_STR("malware"))) { _if_result_77 = (15); } else { _if_result_77 = (0); } _if_result_77; });
|
||||
return (((((((((((((((((((s1 + s2) + s3) + s4) + s5) + s6) + s7) + s8) + s9) + s10) + s11) + s12) + s13) + s14) + s15) + s16) + s17) + s18) + s19) + s20);
|
||||
return 0;
|
||||
}
|
||||
|
||||
el_val_t threat_trajectory_check(el_val_t tool_name, el_val_t tool_input) {
|
||||
el_val_t history = state_get(EL_STR("agentic_conv_history"));
|
||||
el_val_t computed_tool_score = ({ el_val_t _if_result_69 = 0; if (str_eq(tool_name, EL_STR("run_command"))) { el_val_t cmd = json_get(tool_input, EL_STR("command")); _if_result_69 = (threat_score_command(cmd)); } else { _if_result_69 = (({ el_val_t _if_result_70 = 0; if ((str_eq(tool_name, EL_STR("write_file")) || str_eq(tool_name, EL_STR("edit_file")))) { el_val_t path = json_get(tool_input, EL_STR("path")); _if_result_70 = (threat_score_path(path)); } else { _if_result_70 = (0); } _if_result_70; })); } _if_result_69; });
|
||||
el_val_t computed_tool_score = ({ el_val_t _if_result_78 = 0; if (str_eq(tool_name, EL_STR("run_command"))) { el_val_t cmd = json_get(tool_input, EL_STR("command")); _if_result_78 = (threat_score_command(cmd)); } else { _if_result_78 = (({ el_val_t _if_result_79 = 0; if ((str_eq(tool_name, EL_STR("write_file")) || str_eq(tool_name, EL_STR("edit_file")))) { el_val_t path = json_get(tool_input, EL_STR("path")); _if_result_79 = (threat_score_path(path)); } else { _if_result_79 = (0); } _if_result_79; })); } _if_result_78; });
|
||||
el_val_t history_score = threat_score_history(history);
|
||||
el_val_t history_contrib = (history_score / 3);
|
||||
el_val_t combined = (computed_tool_score + history_contrib);
|
||||
el_val_t should_log = (combined >= 40);
|
||||
if (should_log) {
|
||||
el_val_t ts = time_now();
|
||||
el_val_t authorized_str = ({ el_val_t _if_result_71 = 0; if (security_research_authorized()) { _if_result_71 = (EL_STR("true")); } else { _if_result_71 = (EL_STR("false")); } _if_result_71; });
|
||||
el_val_t authorized_str = ({ el_val_t _if_result_80 = 0; if (security_research_authorized()) { _if_result_80 = (EL_STR("true")); } else { _if_result_80 = (EL_STR("false")); } _if_result_80; });
|
||||
el_val_t log_content = el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(EL_STR("{\"event\":\"threat_check\",\"tool\":\""), tool_name), EL_STR("\",\"score\":")), int_to_str(combined)), EL_STR(",\"tool_score\":")), int_to_str(computed_tool_score)), EL_STR(",\"history_score\":")), int_to_str(history_score)), EL_STR(",\"authorized\":")), authorized_str), EL_STR(",\"ts\":")), int_to_str(ts)), EL_STR("}"));
|
||||
el_val_t log_tags = EL_STR("[\"security-audit\",\"threat-check\"]");
|
||||
el_val_t discard = mem_remember(log_content, log_tags);
|
||||
@@ -643,7 +694,7 @@ el_val_t threat_history_append(el_val_t text) {
|
||||
el_val_t safe_text = str_to_lower(text);
|
||||
el_val_t combined = el_str_concat(el_str_concat(current, EL_STR(" ")), safe_text);
|
||||
el_val_t len = str_len(combined);
|
||||
el_val_t trimmed = ({ el_val_t _if_result_72 = 0; if ((len > 2000)) { _if_result_72 = (str_slice(combined, (len - 2000), len)); } else { _if_result_72 = (combined); } _if_result_72; });
|
||||
el_val_t trimmed = ({ el_val_t _if_result_81 = 0; if ((len > 2000)) { _if_result_81 = (str_slice(combined, (len - 2000), len)); } else { _if_result_81 = (combined); } _if_result_81; });
|
||||
state_set(EL_STR("agentic_conv_history"), trimmed);
|
||||
return 0;
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user