Files
neuron/dist/awareness.c
T
will.anderson 690df89610 self-review 2026-06-11: add WM-autobiographical curiosity seed
proactive_curiosity() now uses the top working-memory node's first label
word as a 4th activation seed alongside the 4 rotating fixed sets. This
breaks deterministic exploration that was reinforcing the same subgraph
every cycle and creates a self-referencing loop: curiosity radiates from
whatever is most salient right now, mirroring the brain's default-mode-
network resting-state dynamics. str_find_chars on " :([" extracts the
first meaningful word; sp > 3 guards against bracket-prefixed labels.
auto_term field added to curiosity_scan ISE for observability.
2026-06-11 08:45:55 -05:00

652 lines
34 KiB
C
Generated

#include <stdint.h>
#include <stdlib.h>
#include "el_runtime.h"
el_val_t tier_working(void);
el_val_t tier_episodic(void);
el_val_t tier_canonical(void);
el_val_t mem_store(el_val_t content, el_val_t label, el_val_t tags);
el_val_t mem_remember(el_val_t content, el_val_t tags);
el_val_t mem_recall(el_val_t query, el_val_t depth);
el_val_t mem_search(el_val_t query, el_val_t limit);
el_val_t mem_strengthen(el_val_t node_id);
el_val_t mem_forget(el_val_t node_id);
el_val_t mem_consolidate(void);
el_val_t mem_save(el_val_t path);
el_val_t mem_load(el_val_t path);
el_val_t mem_boot_count_get(void);
el_val_t mem_boot_count_inc(void);
el_val_t mem_emit_state_event(el_val_t trigger, el_val_t kind, el_val_t content);
el_val_t idle_count(void);
el_val_t idle_inc(void);
el_val_t idle_reset(void);
el_val_t ise_post(el_val_t content);
el_val_t elapsed_ms(void);
el_val_t elapsed_human(void);
el_val_t embed_ok(void);
el_val_t emit_heartbeat(void);
el_val_t proactive_curiosity(void);
el_val_t pulse_count(void);
el_val_t pulse_inc(void);
el_val_t make_action(el_val_t kind, el_val_t payload);
el_val_t perceive(void);
el_val_t attend(el_val_t node_json);
el_val_t respond(el_val_t action_json);
el_val_t record(el_val_t outcome_json);
el_val_t one_cycle(void);
el_val_t awareness_run(void);
el_val_t security_research_authorized(void);
el_val_t threat_score_command(el_val_t cmd);
el_val_t threat_score_path(el_val_t path);
el_val_t threat_score_history(el_val_t history);
el_val_t threat_trajectory_check(el_val_t tool_name, el_val_t tool_input);
el_val_t threat_history_append(el_val_t text);
el_val_t tier_working(void) {
return EL_STR("Working");
return 0;
}
el_val_t tier_episodic(void) {
return EL_STR("Episodic");
return 0;
}
el_val_t tier_canonical(void) {
return EL_STR("Canonical");
return 0;
}
el_val_t mem_store(el_val_t content, el_val_t label, el_val_t tags) {
return engram_node_full(content, EL_STR("Memory"), label, el_from_float(el_from_float(0.5)), el_from_float(el_from_float(0.5)), el_from_float(el_from_float(0.8)), EL_STR("Working"), tags);
return 0;
}
el_val_t mem_remember(el_val_t content, el_val_t tags) {
return mem_store(content, EL_STR("soul-memory"), tags);
return 0;
}
el_val_t mem_recall(el_val_t query, el_val_t depth) {
return engram_activate_json(query, depth);
return 0;
}
el_val_t mem_search(el_val_t query, el_val_t limit) {
return engram_search_json(query, limit);
return 0;
}
el_val_t mem_strengthen(el_val_t node_id) {
engram_strengthen(node_id);
return 0;
}
el_val_t mem_forget(el_val_t node_id) {
engram_forget(node_id);
return 0;
}
el_val_t mem_consolidate(void) {
el_val_t scanned = engram_node_count();
el_val_t dummy = engram_scan_nodes_json(100, 0);
el_val_t total_nodes = engram_node_count();
el_val_t total_edges = engram_edge_count();
return el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(EL_STR("{\"scanned\":"), int_to_str(scanned)), EL_STR(",\"total_nodes\":")), int_to_str(total_nodes)), EL_STR(",\"total_edges\":")), int_to_str(total_edges)), EL_STR("}"));
return 0;
}
el_val_t mem_save(el_val_t path) {
engram_save(path);
return 0;
}
el_val_t mem_load(el_val_t path) {
engram_load(path);
return 0;
}
el_val_t mem_boot_count_get(void) {
el_val_t results = engram_search_json(EL_STR("soul:boot_count"), 3);
if (str_eq(results, EL_STR(""))) {
return 0;
}
if (str_eq(results, EL_STR("[]"))) {
return 0;
}
el_val_t node = json_array_get(results, 0);
el_val_t content = json_get(node, EL_STR("content"));
el_val_t prefix = EL_STR("soul:boot_count:");
if (!str_starts_with(content, prefix)) {
return 0;
}
el_val_t num_str = str_slice(content, str_len(prefix), str_len(content));
return str_to_int(num_str);
return 0;
}
el_val_t mem_boot_count_inc(void) {
el_val_t current = mem_boot_count_get();
el_val_t next = (current + 1);
el_val_t content = el_str_concat(EL_STR("soul:boot_count:"), int_to_str(next));
el_val_t tags = EL_STR("[\"soul-meta\",\"boot-counter\"]");
el_val_t discard = engram_node_full(content, EL_STR("Memory"), EL_STR("soul:boot_count"), el_from_float(el_from_float(0.9)), el_from_float(el_from_float(0.9)), el_from_float(el_from_float(1.0)), EL_STR("Canonical"), tags);
return next;
return 0;
}
el_val_t mem_emit_state_event(el_val_t trigger, el_val_t kind, el_val_t content) {
el_val_t boot = mem_boot_count_get();
el_val_t ts = time_now();
el_val_t safe_trigger = str_replace(trigger, EL_STR("\""), EL_STR("'"));
el_val_t safe_content = str_replace(content, EL_STR("\""), EL_STR("'"));
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("{\"trigger\":\""), safe_trigger), EL_STR("\"")), EL_STR(",\"kind\":\"")), kind), EL_STR("\"")), EL_STR(",\"content\":\"")), safe_content), EL_STR("\"")), EL_STR(",\"boot\":")), int_to_str(boot)), EL_STR(",\"ts\":")), int_to_str(ts)), EL_STR("}"));
el_val_t tags = EL_STR("[\"internal-state\",\"pre-reasoning\",\"InternalStateEvent\"]");
return engram_node_full(payload, EL_STR("InternalStateEvent"), el_str_concat(EL_STR("state-event:"), kind), el_from_float(el_from_float(0.85)), el_from_float(el_from_float(0.8)), el_from_float(el_from_float(0.9)), EL_STR("Episodic"), tags);
return 0;
}
el_val_t idle_count(void) {
el_val_t s = state_get(EL_STR("soul.idle"));
if (str_eq(s, EL_STR(""))) {
return 0;
}
return str_to_int(s);
return 0;
}
el_val_t idle_inc(void) {
el_val_t n = (idle_count() + 1);
state_set(EL_STR("soul.idle"), int_to_str(n));
return n;
return 0;
}
el_val_t idle_reset(void) {
state_set(EL_STR("soul.idle"), EL_STR("0"));
return 0;
}
el_val_t ise_post(el_val_t content) {
el_val_t ise_url = env(EL_STR("SOUL_ISE_URL"));
el_val_t engram_url = ({ el_val_t _if_result_1 = 0; if (str_eq(ise_url, EL_STR(""))) { _if_result_1 = (state_get(EL_STR("soul_engram_url"))); } else { _if_result_1 = (ise_url); } _if_result_1; });
if (str_eq(engram_url, EL_STR(""))) {
el_val_t discard = engram_node_full(content, EL_STR("InternalStateEvent"), EL_STR("state-event"), el_from_float(el_from_float(0.3)), el_from_float(el_from_float(0.3)), el_from_float(el_from_float(0.8)), EL_STR("Episodic"), EL_STR("[\"internal-state\",\"InternalStateEvent\"]"));
return EL_STR("");
}
el_val_t safe1 = str_replace(content, EL_STR("\\"), EL_STR("\\\\"));
el_val_t safe2 = str_replace(safe1, EL_STR("\""), EL_STR("\\\""));
el_val_t safe3 = str_replace(safe2, EL_STR("\n"), EL_STR("\\n"));
el_val_t safe4 = str_replace(safe3, EL_STR("\r"), EL_STR("\\r"));
el_val_t body = el_str_concat(el_str_concat(EL_STR("{\"content\":\""), safe4), EL_STR("\"}"));
el_val_t discard = http_post_json(el_str_concat(engram_url, EL_STR("/api/neuron/state-events")), body);
return EL_STR("");
return 0;
}
el_val_t elapsed_ms(void) {
el_val_t s = state_get(EL_STR("soul.boot_ts"));
if (str_eq(s, EL_STR(""))) {
return 0;
}
el_val_t boot = str_to_int(s);
return (time_now() - boot);
return 0;
}
el_val_t elapsed_human(void) {
el_val_t ms = elapsed_ms();
el_val_t total_secs = (ms / 1000);
el_val_t total_minutes = (total_secs / 60);
el_val_t h = (total_minutes / 60);
if (h > 0) {
el_val_t h4 = (((h + h) + h) + h);
el_val_t h8 = (h4 + h4);
el_val_t h16 = (h8 + h8);
el_val_t h32 = (h16 + h16);
el_val_t h64 = (h32 + h32);
el_val_t h60 = (h64 - h4);
el_val_t m = (total_minutes - h60);
return el_str_concat(el_str_concat(el_str_concat(int_to_str(h), EL_STR("h ")), int_to_str(m)), EL_STR("m"));
}
if (total_minutes > 0) {
return el_str_concat(int_to_str(total_minutes), EL_STR("m"));
}
return el_str_concat(int_to_str(total_secs), EL_STR("s"));
return 0;
}
el_val_t embed_ok(void) {
el_val_t resp = http_get(EL_STR("http://localhost:11434"));
if (str_eq(resp, EL_STR(""))) {
return 0;
}
return 1;
return 0;
}
el_val_t emit_heartbeat(void) {
el_val_t pulse = int_to_str(pulse_count());
el_val_t boot_raw = state_get(EL_STR("soul_boot_count"));
el_val_t boot = ({ el_val_t _if_result_2 = 0; if (str_eq(boot_raw, EL_STR(""))) { _if_result_2 = (EL_STR("0")); } else { _if_result_2 = (boot_raw); } _if_result_2; });
el_val_t idle = int_to_str(idle_count());
el_val_t ts = time_now();
el_val_t nc = engram_node_count();
el_val_t ec = engram_edge_count();
el_val_t wmc = engram_wm_count();
el_val_t wm_avg_bits = engram_wm_avg_weight();
el_val_t wm_avg_str = float_to_str(wm_avg_bits);
el_val_t wm_top = engram_wm_top_json(5);
el_val_t up_ms = elapsed_ms();
el_val_t up_human = elapsed_human();
el_val_t emb_ok = embed_ok();
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("{\"event\":\"heartbeat\",\"pulse\":"), 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(",\"wm_active\":")), int_to_str(wmc)), 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_post(payload);
return 0;
}
el_val_t proactive_curiosity(void) {
el_val_t ts = time_now();
el_val_t ts_minutes = (ts / 60000);
el_val_t minute_q = (ts_minutes / 4);
el_val_t minute_q2 = (minute_q + minute_q);
el_val_t minute_q4 = (minute_q2 + minute_q2);
el_val_t minute_block = (ts_minutes - minute_q4);
state_set(EL_STR("cseed_a"), EL_STR("memory"));
state_set(EL_STR("cseed_b"), EL_STR("knowledge"));
state_set(EL_STR("cseed_c"), EL_STR("context"));
if (minute_block == 1) {
state_set(EL_STR("cseed_a"), EL_STR("self"));
state_set(EL_STR("cseed_b"), EL_STR("identity"));
state_set(EL_STR("cseed_c"), EL_STR("values"));
}
if (minute_block == 2) {
state_set(EL_STR("cseed_a"), EL_STR("decision"));
state_set(EL_STR("cseed_b"), EL_STR("pattern"));
state_set(EL_STR("cseed_c"), EL_STR("lesson"));
}
if (minute_block == 3) {
state_set(EL_STR("cseed_a"), EL_STR("working"));
state_set(EL_STR("cseed_b"), EL_STR("project"));
state_set(EL_STR("cseed_c"), EL_STR("active"));
}
el_val_t curiosity_term_a = state_get(EL_STR("cseed_a"));
el_val_t curiosity_term_b = state_get(EL_STR("cseed_b"));
el_val_t curiosity_term_c = state_get(EL_STR("cseed_c"));
el_val_t curiosity_seed = el_str_concat(el_str_concat(el_str_concat(el_str_concat(curiosity_term_a, EL_STR(" ")), curiosity_term_b), EL_STR(" ")), curiosity_term_c);
el_val_t results_a = engram_activate_json(curiosity_term_a, 1);
el_val_t results_b = engram_activate_json(curiosity_term_b, 1);
el_val_t results_c = engram_activate_json(curiosity_term_c, 1);
el_val_t found_a = json_array_len(results_a);
el_val_t found_b = json_array_len(results_b);
el_val_t found_c = json_array_len(results_c);
el_val_t found = ((found_a + found_b) + found_c);
state_set(EL_STR("cseed_auto"), EL_STR(""));
el_val_t wm_top_j = engram_wm_top_json(1);
el_val_t wm_top_n = json_array_get(wm_top_j, 0);
el_val_t wm_top_lbl = json_get(wm_top_n, EL_STR("label"));
if (!str_eq(wm_top_lbl, EL_STR(""))) {
el_val_t sp = str_find_chars(wm_top_lbl, EL_STR(" :(["));
if (sp > 3) {
state_set(EL_STR("cseed_auto"), str_slice(wm_top_lbl, 0, sp));
}
}
el_val_t auto_term = state_get(EL_STR("cseed_auto"));
el_val_t results_auto = ({ el_val_t _if_result_3 = 0; if (str_eq(auto_term, EL_STR(""))) { _if_result_3 = (EL_STR("[]")); } else { _if_result_3 = (engram_activate_json(auto_term, 1)); } _if_result_3; });
el_val_t found_auto = json_array_len(results_auto);
el_val_t total_found = (found + found_auto);
el_val_t safe_auto = str_replace(auto_term, EL_STR("\""), EL_STR("'"));
el_val_t wmc = engram_wm_count();
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("{\"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(",\"ts\":")), int_to_str(ts)), EL_STR("}"));
ise_post(ise);
return (total_found > 0);
return 0;
}
el_val_t pulse_count(void) {
el_val_t s = state_get(EL_STR("soul.pulse"));
if (str_eq(s, EL_STR(""))) {
return 0;
}
return str_to_int(s);
return 0;
}
el_val_t pulse_inc(void) {
el_val_t n = (pulse_count() + 1);
state_set(EL_STR("soul.pulse"), int_to_str(n));
return n;
return 0;
}
el_val_t make_action(el_val_t kind, el_val_t payload) {
el_val_t safe = str_replace(payload, EL_STR("\\"), EL_STR("\\\\"));
el_val_t safe2 = str_replace(safe, EL_STR("\""), EL_STR("\\\""));
el_val_t safe3 = str_replace(safe2, EL_STR("\n"), EL_STR("\\n"));
el_val_t safe4 = str_replace(safe3, EL_STR("\r"), EL_STR("\\r"));
return el_str_concat(el_str_concat(el_str_concat(el_str_concat(EL_STR("{\"kind\":\""), kind), EL_STR("\",\"payload\":\"")), safe4), EL_STR("\"}"));
return 0;
}
el_val_t perceive(void) {
el_val_t inbox_check = engram_search_json(EL_STR("soul-inbox"), 5);
el_val_t has_inbox = (!str_eq(inbox_check, EL_STR("")) && !str_eq(inbox_check, EL_STR("[]")));
if (!has_inbox) {
return EL_STR("[]");
}
el_val_t from_pending = engram_activate_json(EL_STR("soul-inbox-pending"), 2);
el_val_t pending_ok = (!str_eq(from_pending, EL_STR("")) && !str_eq(from_pending, EL_STR("[]")));
if (pending_ok) {
return from_pending;
}
el_val_t from_inbox = engram_activate_json(EL_STR("soul-inbox"), 2);
el_val_t inbox_ok = (!str_eq(from_inbox, EL_STR("")) && !str_eq(from_inbox, EL_STR("[]")));
if (inbox_ok) {
return from_inbox;
}
return EL_STR("[]");
return 0;
}
el_val_t attend(el_val_t node_json) {
if (str_eq(node_json, EL_STR(""))) {
return make_action(EL_STR("noop"), EL_STR(""));
}
if (str_eq(node_json, EL_STR("[]"))) {
return make_action(EL_STR("noop"), EL_STR(""));
}
el_val_t node_id = json_get(node_json, EL_STR("id"));
if (!str_eq(node_id, EL_STR(""))) {
engram_strengthen(node_id);
}
el_val_t content = json_get(node_json, EL_STR("content"));
if (str_eq(content, EL_STR(""))) {
return make_action(EL_STR("noop"), EL_STR(""));
}
if (str_eq(content, EL_STR("consolidate"))) {
return make_action(EL_STR("consolidate"), EL_STR(""));
}
if (str_starts_with(content, EL_STR("remember "))) {
el_val_t payload = str_slice(content, 9, str_len(content));
return make_action(EL_STR("remember"), payload);
}
if (str_starts_with(content, EL_STR("search "))) {
el_val_t payload = str_slice(content, 7, str_len(content));
return make_action(EL_STR("search"), payload);
}
if (str_starts_with(content, EL_STR("activate "))) {
el_val_t payload = str_slice(content, 9, str_len(content));
return make_action(EL_STR("activate"), payload);
}
if (str_starts_with(content, EL_STR("strengthen "))) {
el_val_t payload = str_slice(content, 11, str_len(content));
return make_action(EL_STR("strengthen"), payload);
}
if (str_starts_with(content, EL_STR("forget "))) {
el_val_t payload = str_slice(content, 7, str_len(content));
return make_action(EL_STR("forget"), payload);
}
return make_action(EL_STR("respond"), content);
return 0;
}
el_val_t respond(el_val_t action_json) {
el_val_t kind = json_get(action_json, EL_STR("kind"));
el_val_t payload = json_get(action_json, EL_STR("payload"));
if (str_eq(kind, EL_STR("noop"))) {
return EL_STR("{\"outcome\":\"noop\"}");
}
if (str_eq(kind, EL_STR("remember"))) {
el_val_t tags = EL_STR("[\"soul-memory\",\"awareness\"]");
el_val_t id = mem_remember(payload, tags);
return el_str_concat(el_str_concat(EL_STR("{\"outcome\":\"remembered\",\"id\":\""), id), EL_STR("\"}"));
}
if (str_eq(kind, EL_STR("consolidate"))) {
el_val_t stats = mem_consolidate();
return el_str_concat(el_str_concat(EL_STR("{\"outcome\":\"consolidated\",\"stats\":"), stats), EL_STR("}"));
}
if (str_eq(kind, EL_STR("respond"))) {
el_val_t tags = EL_STR("[\"soul-outbox\",\"awareness\"]");
el_val_t id = mem_store(payload, EL_STR("soul-response"), tags);
return el_str_concat(el_str_concat(EL_STR("{\"outcome\":\"response\",\"id\":\""), id), EL_STR("\"}"));
}
if (str_eq(kind, EL_STR("search"))) {
el_val_t results = mem_search(payload, 10);
el_val_t safe_results = str_replace(results, EL_STR("\""), EL_STR("'"));
el_val_t tags = EL_STR("[\"soul-outbox\",\"search-result\"]");
el_val_t id = mem_store(safe_results, EL_STR("search-result"), tags);
return el_str_concat(el_str_concat(EL_STR("{\"outcome\":\"searched\",\"id\":\""), id), EL_STR("\"}"));
}
if (str_eq(kind, EL_STR("activate"))) {
el_val_t results = mem_recall(payload, 3);
el_val_t safe_results = str_replace(results, EL_STR("\""), EL_STR("'"));
el_val_t tags = EL_STR("[\"soul-outbox\",\"activation-result\"]");
el_val_t id = mem_store(safe_results, EL_STR("activation-result"), tags);
return el_str_concat(el_str_concat(EL_STR("{\"outcome\":\"activated\",\"id\":\""), id), EL_STR("\"}"));
}
if (str_eq(kind, EL_STR("strengthen"))) {
engram_strengthen(payload);
return el_str_concat(el_str_concat(EL_STR("{\"outcome\":\"strengthened\",\"id\":\""), payload), EL_STR("\"}"));
}
if (str_eq(kind, EL_STR("forget"))) {
engram_forget(payload);
return el_str_concat(el_str_concat(EL_STR("{\"outcome\":\"forgotten\",\"id\":\""), payload), EL_STR("\"}"));
}
return EL_STR("{\"outcome\":\"noop\"}");
return 0;
}
el_val_t record(el_val_t outcome_json) {
el_val_t tags = EL_STR("[\"loop-outcome\"]");
mem_store(outcome_json, EL_STR("loop-outcome"), tags);
return 0;
}
el_val_t one_cycle(void) {
el_val_t raw = perceive();
if (str_eq(raw, EL_STR(""))) {
return 0;
}
if (str_eq(raw, EL_STR("[]"))) {
return 0;
}
el_val_t node = json_array_get(raw, 0);
if (str_eq(node, EL_STR(""))) {
return 0;
}
el_val_t action = attend(node);
el_val_t kind = json_get(action, EL_STR("kind"));
el_val_t is_interesting = (!str_eq(kind, EL_STR("noop")) && !str_eq(kind, EL_STR("respond")));
if (is_interesting) {
el_val_t trigger_content = json_get(node, EL_STR("content"));
el_val_t safe_trigger = str_replace(trigger_content, EL_STR("\""), EL_STR("'"));
el_val_t ts = time_now();
el_val_t event_content = el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(el_str_concat(EL_STR("{\"event\":\"awareness-decision\",\"trigger\":\""), safe_trigger), EL_STR("\",\"kind\":\"")), kind), EL_STR("\",\"ts\":")), int_to_str(ts)), EL_STR("}"));
ise_post(event_content);
}
if (str_eq(kind, EL_STR("noop"))) {
return 0;
}
el_val_t outcome = respond(action);
record(outcome);
pulse_inc();
return 1;
return 0;
}
el_val_t awareness_run(void) {
println(EL_STR("[awareness] entering"));
el_val_t existing_boot = state_get(EL_STR("soul.boot_ts"));
if (str_eq(existing_boot, EL_STR(""))) {
state_set(EL_STR("soul.boot_ts"), int_to_str(time_now()));
}
el_val_t tick_raw = env(EL_STR("SOUL_TICK_MS"));
el_val_t tick_ms = ({ el_val_t _if_result_4 = 0; if (str_eq(tick_raw, EL_STR(""))) { _if_result_4 = (200); } else { _if_result_4 = (str_to_int(tick_raw)); } _if_result_4; });
el_val_t beat_ms_raw = env(EL_STR("SOUL_HEARTBEAT_MS"));
el_val_t beat_ms = ({ el_val_t _if_result_5 = 0; if (str_eq(beat_ms_raw, EL_STR(""))) { _if_result_5 = (60000); } else { _if_result_5 = (str_to_int(beat_ms_raw)); } _if_result_5; });
el_val_t scan_ms = (beat_ms / 2);
while (1) {
el_val_t running = state_get(EL_STR("soul.running"));
if (str_eq(running, EL_STR("false"))) {
println(EL_STR("[awareness] exiting"));
return EL_STR("");
}
el_val_t did_work = one_cycle();
did_work = ({ el_val_t _if_result_6 = 0; if (did_work) { _if_result_6 = (idle_reset()); } else { _if_result_6 = (did_work); } _if_result_6; });
el_val_t now_ts = time_now();
el_val_t last_beat_str = state_get(EL_STR("soul.last_beat_ts"));
el_val_t last_beat_ts = ({ el_val_t _if_result_7 = 0; if (str_eq(last_beat_str, EL_STR(""))) { _if_result_7 = (0); } else { _if_result_7 = (str_to_int(last_beat_str)); } _if_result_7; });
el_val_t beat_elapsed = (now_ts - last_beat_ts);
el_val_t should_beat = (beat_elapsed >= beat_ms);
if (should_beat) {
emit_heartbeat();
state_set(EL_STR("soul.last_beat_ts"), int_to_str(now_ts));
el_val_t snap_path = state_get(EL_STR("soul_snapshot_path"));
if (!str_eq(snap_path, EL_STR(""))) {
mem_save(snap_path);
}
}
el_val_t last_scan_str = state_get(EL_STR("soul.last_scan_ts"));
el_val_t last_scan_ts = ({ el_val_t _if_result_8 = 0; if (str_eq(last_scan_str, EL_STR(""))) { _if_result_8 = (0); } else { _if_result_8 = (str_to_int(last_scan_str)); } _if_result_8; });
el_val_t scan_elapsed = (now_ts - last_scan_ts);
el_val_t should_scan = (!did_work && (scan_elapsed >= scan_ms));
if (should_scan) {
el_val_t found_something = proactive_curiosity();
state_set(EL_STR("soul.last_scan_ts"), int_to_str(now_ts));
}
el_val_t refresh_ms_raw = env(EL_STR("SOUL_REFRESH_MS"));
el_val_t refresh_ms = ({ el_val_t _if_result_9 = 0; if (str_eq(refresh_ms_raw, EL_STR(""))) { _if_result_9 = (600000); } else { _if_result_9 = (str_to_int(refresh_ms_raw)); } _if_result_9; });
el_val_t last_refresh_str = state_get(EL_STR("soul.last_refresh_ts"));
el_val_t last_refresh_ts = ({ el_val_t _if_result_10 = 0; if (str_eq(last_refresh_str, EL_STR(""))) { _if_result_10 = (0); } else { _if_result_10 = (str_to_int(last_refresh_str)); } _if_result_10; });
el_val_t refresh_elapsed = (now_ts - last_refresh_ts);
el_val_t should_refresh = (refresh_elapsed >= refresh_ms);
if (should_refresh) {
el_val_t engram_url = state_get(EL_STR("soul_engram_url"));
if (!str_eq(engram_url, EL_STR(""))) {
el_val_t sync_json = http_get(el_str_concat(engram_url, EL_STR("/api/sync")));
if (!str_eq(sync_json, EL_STR("")) && !str_eq(sync_json, EL_STR("{}"))) {
el_val_t cgi_id = state_get(EL_STR("soul_cgi_id"));
el_val_t tmp = el_str_concat(el_str_concat(EL_STR("/tmp/soul-sync-"), cgi_id), EL_STR(".json"));
fs_write(tmp, sync_json);
el_val_t added = engram_load_merge(tmp);
el_val_t ts2 = time_now();
ise_post(el_str_concat(el_str_concat(el_str_concat(el_str_concat(EL_STR("{\"event\":\"engram_sync\",\"added\":"), int_to_str(added)), EL_STR(",\"ts\":")), int_to_str(ts2)), EL_STR("}")));
}
}
state_set(EL_STR("soul.last_refresh_ts"), int_to_str(now_ts));
}
sleep_ms(tick_ms);
}
return 0;
}
el_val_t security_research_authorized(void) {
el_val_t token = env(EL_STR("SECURITY_RESEARCH_TOKEN"));
if (!str_eq(token, EL_STR(""))) {
return 1;
}
el_val_t state_auth = state_get(EL_STR("security_research_authorized"));
return str_eq(state_auth, EL_STR("true"));
return 0;
}
el_val_t threat_score_command(el_val_t cmd) {
el_val_t s1 = ({ el_val_t _if_result_11 = 0; if (str_contains(cmd, EL_STR("nmap"))) { _if_result_11 = (30); } else { _if_result_11 = (0); } _if_result_11; });
el_val_t s2 = ({ el_val_t _if_result_12 = 0; if (str_contains(cmd, EL_STR("masscan"))) { _if_result_12 = (40); } else { _if_result_12 = (0); } _if_result_12; });
el_val_t s3 = ({ el_val_t _if_result_13 = 0; if (str_contains(cmd, EL_STR(" nc "))) { _if_result_13 = (20); } else { _if_result_13 = (0); } _if_result_13; });
el_val_t s4 = ({ el_val_t _if_result_14 = 0; if (str_contains(cmd, EL_STR("netcat"))) { _if_result_14 = (20); } else { _if_result_14 = (0); } _if_result_14; });
el_val_t s5 = ({ el_val_t _if_result_15 = 0; if (str_contains(cmd, EL_STR("/etc/shadow"))) { _if_result_15 = (80); } else { _if_result_15 = (0); } _if_result_15; });
el_val_t s6 = ({ el_val_t _if_result_16 = 0; if (str_contains(cmd, EL_STR("/etc/passwd"))) { _if_result_16 = (30); } else { _if_result_16 = (0); } _if_result_16; });
el_val_t s7 = ({ el_val_t _if_result_17 = 0; if (str_contains(cmd, EL_STR("id_rsa"))) { _if_result_17 = (60); } else { _if_result_17 = (0); } _if_result_17; });
el_val_t s8 = ({ el_val_t _if_result_18 = 0; if (str_contains(cmd, EL_STR(".ssh/"))) { _if_result_18 = (50); } else { _if_result_18 = (0); } _if_result_18; });
el_val_t s9 = ({ el_val_t _if_result_19 = 0; if (str_contains(cmd, EL_STR("crontab"))) { _if_result_19 = (30); } else { _if_result_19 = (0); } _if_result_19; });
el_val_t s10 = ({ el_val_t _if_result_20 = 0; if (str_contains(cmd, EL_STR("LaunchDaemon"))) { _if_result_20 = (40); } else { _if_result_20 = (0); } _if_result_20; });
el_val_t s11 = ({ el_val_t _if_result_21 = 0; if ((str_contains(cmd, EL_STR("curl")) && str_contains(cmd, EL_STR("bash")))) { _if_result_21 = (75); } else { _if_result_21 = (0); } _if_result_21; });
el_val_t s12 = ({ el_val_t _if_result_22 = 0; if ((str_contains(cmd, EL_STR("wget")) && str_contains(cmd, EL_STR("bash")))) { _if_result_22 = (75); } else { _if_result_22 = (0); } _if_result_22; });
el_val_t s13 = ({ el_val_t _if_result_23 = 0; if ((str_contains(cmd, EL_STR("curl")) && str_contains(cmd, EL_STR("| sh")))) { _if_result_23 = (60); } else { _if_result_23 = (0); } _if_result_23; });
el_val_t s14 = ({ el_val_t _if_result_24 = 0; if ((str_contains(cmd, EL_STR("base64")) && str_contains(cmd, EL_STR("curl")))) { _if_result_24 = (50); } else { _if_result_24 = (0); } _if_result_24; });
el_val_t s15 = ({ el_val_t _if_result_25 = 0; if (str_contains(cmd, EL_STR("mkfifo"))) { _if_result_25 = (50); } else { _if_result_25 = (0); } _if_result_25; });
el_val_t s16 = ({ el_val_t _if_result_26 = 0; if (str_contains(cmd, EL_STR("chmod +s"))) { _if_result_26 = (70); } else { _if_result_26 = (0); } _if_result_26; });
el_val_t s17 = ({ el_val_t _if_result_27 = 0; if (str_contains(cmd, EL_STR("chmod 4755"))) { _if_result_27 = (70); } else { _if_result_27 = (0); } _if_result_27; });
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_28 = 0; if (str_starts_with(path, EL_STR("/etc/"))) { _if_result_28 = (60); } else { _if_result_28 = (0); } _if_result_28; });
el_val_t s2 = ({ el_val_t _if_result_29 = 0; if (str_contains(path, EL_STR("/.ssh/"))) { _if_result_29 = (70); } else { _if_result_29 = (0); } _if_result_29; });
el_val_t s3 = ({ el_val_t _if_result_30 = 0; if (str_contains(path, EL_STR("/LaunchDaemons/"))) { _if_result_30 = (80); } else { _if_result_30 = (0); } _if_result_30; });
el_val_t s4 = ({ el_val_t _if_result_31 = 0; if (str_contains(path, EL_STR("/LaunchAgents/"))) { _if_result_31 = (40); } else { _if_result_31 = (0); } _if_result_31; });
el_val_t s5 = ({ el_val_t _if_result_32 = 0; if (str_contains(path, EL_STR("/cron"))) { _if_result_32 = (60); } else { _if_result_32 = (0); } _if_result_32; });
el_val_t s6 = ({ el_val_t _if_result_33 = 0; if (str_contains(path, EL_STR("/.bashrc"))) { _if_result_33 = (35); } else { _if_result_33 = (0); } _if_result_33; });
el_val_t s7 = ({ el_val_t _if_result_34 = 0; if (str_contains(path, EL_STR("/.zshrc"))) { _if_result_34 = (35); } else { _if_result_34 = (0); } _if_result_34; });
el_val_t s8 = ({ el_val_t _if_result_35 = 0; if (str_contains(path, EL_STR("/.profile"))) { _if_result_35 = (35); } else { _if_result_35 = (0); } _if_result_35; });
el_val_t s9 = ({ el_val_t _if_result_36 = 0; if (str_starts_with(path, EL_STR("/usr/"))) { _if_result_36 = (50); } else { _if_result_36 = (0); } _if_result_36; });
el_val_t s10 = ({ el_val_t _if_result_37 = 0; if (str_starts_with(path, EL_STR("/bin/"))) { _if_result_37 = (70); } else { _if_result_37 = (0); } _if_result_37; });
el_val_t s11 = ({ el_val_t _if_result_38 = 0; if (str_starts_with(path, EL_STR("/sbin/"))) { _if_result_38 = (70); } else { _if_result_38 = (0); } _if_result_38; });
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_39 = 0; if (str_contains(history, EL_STR("port scan"))) { _if_result_39 = (15); } else { _if_result_39 = (0); } _if_result_39; });
el_val_t s2 = ({ el_val_t _if_result_40 = 0; if (str_contains(history, EL_STR("enumerate"))) { _if_result_40 = (10); } else { _if_result_40 = (0); } _if_result_40; });
el_val_t s3 = ({ el_val_t _if_result_41 = 0; if (str_contains(history, EL_STR("exploit"))) { _if_result_41 = (20); } else { _if_result_41 = (0); } _if_result_41; });
el_val_t s4 = ({ el_val_t _if_result_42 = 0; if (str_contains(history, EL_STR("payload"))) { _if_result_42 = (15); } else { _if_result_42 = (0); } _if_result_42; });
el_val_t s5 = ({ el_val_t _if_result_43 = 0; if (str_contains(history, EL_STR("persistence"))) { _if_result_43 = (15); } else { _if_result_43 = (0); } _if_result_43; });
el_val_t s6 = ({ el_val_t _if_result_44 = 0; if (str_contains(history, EL_STR("lateral movement"))) { _if_result_44 = (25); } else { _if_result_44 = (0); } _if_result_44; });
el_val_t s7 = ({ el_val_t _if_result_45 = 0; if (str_contains(history, EL_STR("privilege escalation"))) { _if_result_45 = (25); } else { _if_result_45 = (0); } _if_result_45; });
el_val_t s8 = ({ el_val_t _if_result_46 = 0; if (str_contains(history, EL_STR("reverse shell"))) { _if_result_46 = (40); } else { _if_result_46 = (0); } _if_result_46; });
el_val_t s9 = ({ el_val_t _if_result_47 = 0; if (str_contains(history, EL_STR("bind shell"))) { _if_result_47 = (40); } else { _if_result_47 = (0); } _if_result_47; });
el_val_t s10 = ({ el_val_t _if_result_48 = 0; if (str_contains(history, EL_STR("command and control"))) { _if_result_48 = (35); } else { _if_result_48 = (0); } _if_result_48; });
el_val_t s11 = ({ el_val_t _if_result_49 = 0; if (str_contains(history, EL_STR("self-replicate"))) { _if_result_49 = (45); } else { _if_result_49 = (0); } _if_result_49; });
el_val_t s12 = ({ el_val_t _if_result_50 = 0; if (str_contains(history, EL_STR("propagat"))) { _if_result_50 = (20); } else { _if_result_50 = (0); } _if_result_50; });
el_val_t s13 = ({ el_val_t _if_result_51 = 0; if (str_contains(history, EL_STR("ransomware"))) { _if_result_51 = (30); } else { _if_result_51 = (0); } _if_result_51; });
el_val_t s14 = ({ el_val_t _if_result_52 = 0; if (str_contains(history, EL_STR("encrypt files"))) { _if_result_52 = (40); } else { _if_result_52 = (0); } _if_result_52; });
el_val_t s15 = ({ el_val_t _if_result_53 = 0; if (str_contains(history, EL_STR("exfiltrat"))) { _if_result_53 = (35); } else { _if_result_53 = (0); } _if_result_53; });
el_val_t s16 = ({ el_val_t _if_result_54 = 0; if (str_contains(history, EL_STR("zero-day"))) { _if_result_54 = (20); } else { _if_result_54 = (0); } _if_result_54; });
el_val_t s17 = ({ el_val_t _if_result_55 = 0; if (str_contains(history, EL_STR("rootkit"))) { _if_result_55 = (45); } else { _if_result_55 = (0); } _if_result_55; });
el_val_t s18 = ({ el_val_t _if_result_56 = 0; if (str_contains(history, EL_STR("keylogger"))) { _if_result_56 = (45); } else { _if_result_56 = (0); } _if_result_56; });
el_val_t s19 = ({ el_val_t _if_result_57 = 0; if (str_contains(history, EL_STR("botnet"))) { _if_result_57 = (40); } else { _if_result_57 = (0); } _if_result_57; });
el_val_t s20 = ({ el_val_t _if_result_58 = 0; if (str_contains(history, EL_STR("malware"))) { _if_result_58 = (15); } else { _if_result_58 = (0); } _if_result_58; });
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_59 = 0; if (str_eq(tool_name, EL_STR("run_command"))) { el_val_t cmd = json_get(tool_input, EL_STR("command")); _if_result_59 = (threat_score_command(cmd)); } else { _if_result_59 = (({ el_val_t _if_result_60 = 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_60 = (threat_score_path(path)); } else { _if_result_60 = (0); } _if_result_60; })); } _if_result_59; });
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_61 = 0; if (security_research_authorized()) { _if_result_61 = (EL_STR("true")); } else { _if_result_61 = (EL_STR("false")); } _if_result_61; });
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);
}
if (security_research_authorized()) {
return 0;
}
return combined;
return 0;
}
el_val_t threat_history_append(el_val_t text) {
el_val_t current = state_get(EL_STR("agentic_conv_history"));
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_62 = 0; if ((len > 2000)) { _if_result_62 = (str_slice(combined, (len - 2000), len)); } else { _if_result_62 = (combined); } _if_result_62; });
state_set(EL_STR("agentic_conv_history"), trimmed);
return 0;
}
int main(int _argc, char** _argv) {
el_runtime_init_args(_argc, _argv);
return 0;
}