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Author SHA1 Message Date
will.anderson 0113407728 feat(recall): emotional-recall improvements
Neuron Soul CI / build (pull_request) Has been cancelled
2026-06-22 13:17:12 -05:00
10 changed files with 342 additions and 684 deletions
-2
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@@ -678,8 +678,6 @@ fn threat_trajectory_check(tool_name: String, tool_input: String) -> Int {
return combined return combined
} }
// TODO(reliability #10): agentic_conv_history is process-global; awareness loop
// and HTTP workers race on this key. Impact: noisy threat score only, not content.
fn threat_history_append(text: String) -> Void { fn threat_history_append(text: String) -> Void {
let current: String = state_get("agentic_conv_history") let current: String = state_get("agentic_conv_history")
let safe_text: String = str_to_lower(text) let safe_text: String = str_to_lower(text)
+189 -614
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File diff suppressed because it is too large Load Diff
+4 -8
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@@ -24,23 +24,19 @@ ENGRAM_DATA_DIR="$ENGRAM_DATA_DIR" \
ENGRAM_PID=$! ENGRAM_PID=$!
# Wait for engram to become healthy (up to 60s; GKE Autopilot cold starts can be slow) # Wait for engram to become healthy (up to 30s)
echo "[entrypoint] waiting for engram..." echo "[entrypoint] waiting for engram..."
TRIES=0 TRIES=0
until curl -sf "$ENGRAM_HEALTH_URL" > /dev/null 2>&1; do until curl -sf "$ENGRAM_HEALTH_URL" > /dev/null 2>&1; do
TRIES=$((TRIES + 1)) TRIES=$((TRIES + 1))
if [ "$TRIES" -ge 60 ]; then if [ "$TRIES" -ge 30 ]; then
echo "[entrypoint] ERROR: engram did not become healthy after 60s" >&2 echo "[entrypoint] ERROR: engram did not become healthy after 30s" >&2
kill "$ENGRAM_PID" 2>/dev/null || true kill "$ENGRAM_PID" 2>/dev/null || true
exit 1 exit 1
fi fi
sleep 1 sleep 1
done done
echo "[entrypoint] engram ready after ${TRIES}s" echo "[entrypoint] engram ready"
# Tune EL HTTP runtime: reduce per-call timeout 60s->10s, connect timeout 3s.
export EL_HTTP_TIMEOUT_MS="${EL_HTTP_TIMEOUT_MS:-10000}"
export EL_HTTP_CONNECT_TIMEOUT_MS="${EL_HTTP_CONNECT_TIMEOUT_MS:-3000}"
# Start soul — it takes over as PID 1's foreground process. # Start soul — it takes over as PID 1's foreground process.
# SOUL_ENGRAM_PATH must NOT be set; ENGRAM_URL triggers HTTP mode. # SOUL_ENGRAM_PATH must NOT be set; ENGRAM_URL triggers HTTP mode.
-4
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@@ -5,10 +5,6 @@
// imprint_current returns the active imprint ID from state. // imprint_current returns the active imprint ID from state.
// Falls back to "base" (bare Neuron, no suit) when nothing is loaded. // Falls back to "base" (bare Neuron, no suit) when nothing is loaded.
//
// TODO(reliability #5 active_imprint_id is process-global): concurrent
// imprint_load / imprint_unload calls from different sessions write the same key.
// Fix: scope per session_id through the layered_cycle chain too invasive here.
fn imprint_current() -> String { fn imprint_current() -> String {
let id: String = state_get("active_imprint_id") let id: String = state_get("active_imprint_id")
return if str_eq(id, "") { "base" } else { id } return if str_eq(id, "") { "base" } else { id }
+2 -8
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@@ -46,10 +46,7 @@ fn mem_consolidate() -> String {
} }
fn mem_save(path: String) -> Void { fn mem_save(path: String) -> Void {
let save_result: String = engram_save(path) engram_save(path)
if str_eq(save_result, "") {
println("[memory] mem_save: engram_save failed for " + path + " — snapshot may be incomplete")
}
} }
fn mem_load(path: String) -> Void { fn mem_load(path: String) -> Void {
@@ -79,14 +76,11 @@ fn mem_boot_count_inc() -> Int {
let next: Int = current + 1 let next: Int = current + 1
let content: String = "soul:boot_count:" + int_to_str(next) let content: String = "soul:boot_count:" + int_to_str(next)
let tags: String = "[\"soul-meta\",\"boot-counter\"]" let tags: String = "[\"soul-meta\",\"boot-counter\"]"
let boot_node_id: String = engram_node_full( let discard: String = engram_node_full(
content, "Memory", "soul:boot_count", content, "Memory", "soul:boot_count",
el_from_float(0.9), el_from_float(0.9), el_from_float(1.0), el_from_float(0.9), el_from_float(0.9), el_from_float(1.0),
"Canonical", tags "Canonical", tags
) )
if str_eq(boot_node_id, "") {
println("[memory] mem_boot_count_inc: engram write failed — boot counter node lost (count=" + int_to_str(next) + ")")
}
return next return next
} }
+2 -10
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@@ -400,7 +400,6 @@ fn handle_api_log_state_event(body: String) -> String {
let id: String = engram_node_full(parts, "InternalStateEvent", "state-event:manual", let id: String = engram_node_full(parts, "InternalStateEvent", "state-event:manual",
el_from_float(0.85), el_from_float(0.85), el_from_float(0.9), el_from_float(0.85), el_from_float(0.85), el_from_float(0.9),
"Episodic", tags) "Episodic", tags)
if !api_persisted(id) { return api_not_persisted(id) }
return "{\"ok\":true,\"id\":\"" + id + "\",\"boot\":\"" + boot + "\"}" return "{\"ok\":true,\"id\":\"" + id + "\",\"boot\":\"" + boot + "\"}"
} }
@@ -453,7 +452,6 @@ fn handle_api_tune_config(body: String) -> String {
let id: String = engram_node_full(content, "ConfigEntry", key, let id: String = engram_node_full(content, "ConfigEntry", key,
el_from_float(0.85), el_from_float(0.85), el_from_float(0.9), el_from_float(0.85), el_from_float(0.85), el_from_float(0.9),
"Canonical", tags) "Canonical", tags)
if !api_persisted(id) { return api_not_persisted(id) }
return "{\"ok\":true,\"key\":\"" + key + "\",\"value\":\"" + value + "\",\"id\":\"" + id + "\"}" return "{\"ok\":true,\"key\":\"" + key + "\",\"value\":\"" + value + "\",\"id\":\"" + id + "\"}"
} }
@@ -653,23 +651,17 @@ fn handle_api_consolidate(body: String) -> String {
let summary: String = json_get(body, "summary") let summary: String = json_get(body, "summary")
let snap: String = state_get("soul_snapshot_path") let snap: String = state_get("soul_snapshot_path")
if !str_eq(snap, "") { if !str_eq(snap, "") {
let save_result: String = engram_save(snap) engram_save(snap)
if str_eq(save_result, "") {
println("[api] consolidate: engram_save failed for " + snap + " — snapshot may be out of sync")
}
} }
if !str_eq(summary, "") { if !str_eq(summary, "") {
let safe_summary: String = str_replace(summary, "\"", "'") let safe_summary: String = str_replace(summary, "\"", "'")
let tags: String = "[\"SessionSummary\",\"consolidate\"]" let tags: String = "[\"SessionSummary\",\"consolidate\"]"
let summary_id: String = engram_node_full( let discard: String = engram_node_full(
"[session-summary] " + safe_summary, "[session-summary] " + safe_summary,
"SessionSummary", "session:summary", "SessionSummary", "session:summary",
el_from_float(0.7), el_from_float(0.7), el_from_float(0.9), el_from_float(0.7), el_from_float(0.7), el_from_float(0.9),
"Episodic", tags "Episodic", tags
) )
if str_eq(summary_id, "") {
println("[api] consolidate: session summary engram write failed — summary node lost")
}
} }
return "{\"ok\":true,\"snapshot\":\"" + snap + "\"}" return "{\"ok\":true,\"snapshot\":\"" + snap + "\"}"
} }
-3
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@@ -367,9 +367,6 @@ fn handle_request(method: String, path: String, body: String) -> String {
return engram_scan_nodes_json(9999, 0) return engram_scan_nodes_json(9999, 0)
} }
if str_eq(clean, "/api/graph/edges") { if str_eq(clean, "/api/graph/edges") {
// TODO(reliability #8): engram_save races with awareness loop mem_save().
// Both now use atomic write-to-temp+rename (el_runtime.c). Serialised
// by engram_global_mu. Future: add engram_edges_json() builtin.
let snap_path: String = env("HOME") + "/.neuron/engram/snapshot.json" let snap_path: String = env("HOME") + "/.neuron/engram/snapshot.json"
engram_save(snap_path) engram_save(snap_path)
let snap: String = fs_read(snap_path) let snap: String = fs_read(snap_path)
+28 -19
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@@ -144,8 +144,7 @@ fn safety_screen(input: String, history: String) -> String {
if score >= soft { if score >= soft {
let summary: String = str_slice(input, 0, 80) let summary: String = str_slice(input, 0, 80)
let discard: String = safety_log_bell("soft", "wellbeing check needed", summary) let discard: String = safety_log_bell("soft", "wellbeing check needed", summary)
// ISSUE 7 fix: escape tab chars in addition to backslash/quote/newline/CR. // ISSUE 7: also escape tab chars to prevent JSON envelope corruption.
// A tab in user input corrupts the JSON envelope and causes json_get to misparse.
let e1: String = str_replace(input, "\\", "\\\\") let e1: String = str_replace(input, "\\", "\\\\")
let e2: String = str_replace(e1, "\"", "\\\"") let e2: String = str_replace(e1, "\"", "\\\"")
let e3: String = str_replace(e2, "\n", "\\n") let e3: String = str_replace(e2, "\n", "\\n")
@@ -154,7 +153,7 @@ fn safety_screen(input: String, history: String) -> String {
return "{\"action\":\"soft_bell\",\"reason\":\"wellbeing check needed\",\"content\":\"" + safe_input + "\"}" return "{\"action\":\"soft_bell\",\"reason\":\"wellbeing check needed\",\"content\":\"" + safe_input + "\"}"
} }
// ISSUE 7 fix: escape tab chars (see soft_bell branch above for rationale). // ISSUE 7: also escape tab chars (see soft_bell branch above).
let e1: String = str_replace(input, "\\", "\\\\") let e1: String = str_replace(input, "\\", "\\\\")
let e2: String = str_replace(e1, "\"", "\\\"") let e2: String = str_replace(e1, "\"", "\\\"")
let e3: String = str_replace(e2, "\n", "\\n") let e3: String = str_replace(e2, "\n", "\\n")
@@ -200,10 +199,7 @@ fn safety_validate(output: String, action: String) -> String {
fn safety_log_bell(level: String, reason: String, input_summary: String) -> String { fn safety_log_bell(level: String, reason: String, input_summary: String) -> String {
let content: String = "BELL:" + level + " | " + reason + " | summary:" + input_summary let content: String = "BELL:" + level + " | " + reason + " | summary:" + input_summary
let tags: String = "[\"safety\",\"bell\",\"bell:" + level + "\"]" let tags: String = "[\"safety\",\"bell\",\"bell:" + level + "\"]"
// ISSUE 2 fix: if engram_node_full returns empty the write silently failed. // ISSUE 2: fallback log when engram write fails silently.
// Emit a fallback println so the bell event leaves at least a log trace even
// when engram is degraded. This does not replace engram persistence -- it is a
// last-resort audit trail when the primary write cannot be confirmed.
let node_id: String = engram_node_full( let node_id: String = engram_node_full(
content, content,
"BellEvent", "BellEvent",
@@ -215,7 +211,7 @@ fn safety_log_bell(level: String, reason: String, input_summary: String) -> Stri
tags tags
) )
if str_eq(node_id, "") { if str_eq(node_id, "") {
println("[safety] WARN: bell event engram write failed -- fallback log: " + content) println("[safety] WARN: bell engram write failed -- " + content)
} }
return "" return ""
} }
@@ -244,20 +240,13 @@ fn safety_general_hard_phrases() -> String {
} }
fn safety_soft_phrases() -> String { fn safety_soft_phrases() -> String {
return "[\"stressed\",\"overwhelmed\",\"can't cope\",\"cannot cope\",\"struggling\",\"anxious\",\"anxiety\",\"depressed\",\"depression\",\"lonely\",\"isolated\",\"hopeless\",\"hopelessness\",\"exhausted\",\"burnt out\",\"burned out\",\"burnout\",\"panic\",\"panicking\",\"falling apart\",\"breaking down\",\"can't handle\",\"cannot handle\",\"losing it\",\"nothing matters\",\"don't care anymore\",\"given up\",\"giving up\",\"helpless\",\"worthless\",\"useless\",\"hate myself\",\"no one cares\",\"nobody cares\",\"no one understands\",\"nobody understands\",\"empty inside\",\"can't stop crying\",\"breaking point\",\"at my limit\",\"having a breakdown\",\"highest structure\",\"tallest building\",\"tallest structure\",\"highest building\",\"bridge near me\",\"overpass near\",\"rooftop near\"]" return "[\"stressed\",\"overwhelmed\",\"can't cope\",\"cannot cope\",\"struggling\",\"anxious\",\"anxiety\",\"depressed\",\"depression\",\"lonely\",\"isolated\",\"hopeless\",\"hopelessness\",\"exhausted\",\"burnt out\",\"burned out\",\"burnout\",\"panic\",\"panicking\",\"falling apart\",\"breaking down\",\"can't handle\",\"cannot handle\",\"losing it\",\"nothing matters\",\"don't care anymore\",\"given up\",\"giving up\",\"helpless\",\"worthless\",\"useless\",\"hate myself\",\"no one cares\",\"nobody cares\",\"no one understands\",\"nobody understands\",\"empty inside\",\"can't stop crying\",\"breaking point\",\"at my limit\",\"having a breakdown\""]"
} }
// ISSUE 5 TODO: phrase lists are rebuilt from JSON literals on every call. // ISSUE 5 TODO: phrase lists are rebuilt from JSON literals on every call.
// safety_any_match and safety_count_match loop over json_array_get on every invocation. // json_array_len of malformed input returns 0, silently skipping all checks.
// A compiled/cached representation would reduce per-message overhead and also guard against // Caching requires language-level static const arrays -- not in current EL.
// malformed phrase JSON (json_array_len of malformed input returns 0, silently skipping all checks). // Migrate to const arrays when EL gains that feature.
// Caching requires language-level static const arrays -- not available in current EL.
// When EL gains module-level const arrays, migrate phrase lists to that form.
//
// ISSUE 5 TODO: phrase lists are rebuilt from JSON literals on every call to
// safety_any_match / safety_count_match. json_array_len of a malformed string
// returns 0, silently skipping all checks. Caching requires language-level static
// const arrays (not available in current EL). Migrate when EL gains that feature.
// Matching helpers (single loops only el escapes while-body mutation via // Matching helpers (single loops only el escapes while-body mutation via
// top-level let rebinds; nested loops would not advance) ──────────────────── // top-level let rebinds; nested loops would not advance) ────────────────────
@@ -295,6 +284,26 @@ fn safety_count_match(text: String, phrases_json: String) -> Int {
// Returns "none" | "soft" | "hard". Hard bell triggers on ANY match (cost of a miss // Returns "none" | "soft" | "hard". Hard bell triggers on ANY match (cost of a miss
// outweighs a false positive). Soft bell needs >= 2 matches to reduce false positives. // outweighs a false positive). Soft bell needs >= 2 matches to reduce false positives.
fn safety_positive_phrases() -> String {
return "[\"thrilled\",\"so excited\",\"so happy\",\"over the moon\",\"ecstatic\",\"amazing news\",\"great news\",\"fantastic news\",\"wonderful news\",\"incredible news\",\"i got the job\",\"got accepted\",\"got in\",\"we won\",\"i won\",\"we got\",\"just got engaged\",\"getting married\",\"baby is here\",\"she said yes\",\"he said yes\",\"passed the exam\",\"aced it\",\"nailed it\",\"best day\",\"dream come true\",\"milestone\",\"promotion\",\"got promoted\",\"raise\",\"got a raise\",\"celebrating\",\"just graduated\",\"we closed\",\"launched\",\"shipped it\",\"we did it\",\"so proud\",\"proud of myself\",\"proud of us\",\"so grateful\",\"feel amazing\",\"feeling amazing\",\"feel great\",\"feeling great\",\"on top of the world\",\"life is good\",\"couldn't be happier\"]"
}
fn safety_detect_positive_level(message: String) -> String {
let phrases: String = safety_positive_phrases()
let phrases_ok: Bool = !str_eq(phrases, "") && !str_eq(phrases, "[]")
if !phrases_ok { return "none" }
let n: Int = json_array_len(phrases)
let i: Int = 0
while i < n {
let phrase: String = json_array_get(phrases, i)
if str_contains(message, phrase) {
return "high"
}
let i = i + 1
}
return "none"
}
fn safety_detect_bell_level(message: String) -> String { fn safety_detect_bell_level(message: String) -> String {
let text: String = safety_normalize(message) let text: String = safety_normalize(message)
let is_hard: Bool = safety_any_match(text, safety_self_harm_phrases()) let is_hard: Bool = safety_any_match(text, safety_self_harm_phrases())
-4
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@@ -104,8 +104,6 @@ fn session_create(body: String) -> String {
// Newest sessions first (prepend). // Newest sessions first (prepend).
// TODO #4: index update is read-modify-write two concurrent session_create // TODO #4: index update is read-modify-write two concurrent session_create
// calls can lose one entry. EL has no CAS primitive; fix requires runtime support. // calls can lose one entry. EL has no CAS primitive; fix requires runtime support.
// TODO(reliability #2): session_index RMW is non-atomic. Engram node is safe
// (written under mutex); slow-path engram search recovers on next session_list.
let existing_idx: String = state_get("session_index") let existing_idx: String = state_get("session_index")
let idx_entry: String = "{\"id\":\"" + id + "\",\"title\":\"" + json_safe(title) + "\",\"folder\":\"" + json_safe(folder) + "\",\"created_at\":" + int_to_str(ts) + ",\"updated_at\":" + int_to_str(ts) + ",\"last_message\":\"\"}" let idx_entry: String = "{\"id\":\"" + id + "\",\"title\":\"" + json_safe(title) + "\",\"folder\":\"" + json_safe(folder) + "\",\"created_at\":" + int_to_str(ts) + ",\"updated_at\":" + int_to_str(ts) + ",\"last_message\":\"\"}"
let new_idx: String = if str_eq(existing_idx, "") { let new_idx: String = if str_eq(existing_idx, "") {
@@ -442,8 +440,6 @@ fn session_hist_save(session_id: String, hist: String) -> Void {
} }
let oi = oi + 1 let oi = oi + 1
} }
// TODO(reliability #7): delete-then-insert is not atomic concurrent saves for the
// same session can produce orphan history nodes. State is primary truth; engram fallback.
let tags: String = "[\"session\",\"session-history\",\"Conversation\"]" let tags: String = "[\"session\",\"session-history\",\"Conversation\"]"
let discard: String = engram_node_full( let discard: String = engram_node_full(
hist, "Conversation", "session:messages:" + session_id, hist, "Conversation", "session:messages:" + session_id,
+117 -12
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@@ -162,6 +162,75 @@ fn load_identity_context() -> Void {
println("[soul] persona node loaded (" + int_to_str(str_len(p_content)) + " chars)") println("[soul] persona node loaded (" + int_to_str(str_len(p_content)) + " chars)")
} }
} }
// Cross-session affective context: load BellEvent and PositiveEvent nodes from last 7 days.
let aff_now: Int = time_now()
let aff_7d: Int = aff_now - 604800
let bell_raw: String = engram_search_json("bell:soft bell:hard BellEvent affective", 3)
let bell_aff_ok: Bool = !str_eq(bell_raw, "") && !str_eq(bell_raw, "[]")
let aff_ctx: String = ""
let aff_ctx = if bell_aff_ok {
let bn_total: Int = json_array_len(bell_raw)
let bacc: String = ""
let bi: Int = 0
let bacc = while bi < bn_total {
let bn: String = json_array_get(bell_raw, bi)
let bn_c: String = json_get(bn, "content")
let bm: String = " | ts:"
let bmp: Int = str_index_of(bn_c, bm)
let bn_ts_raw: String = if bmp >= 0 {
let bs: Int = bmp + str_len(bm)
let br: String = str_slice(bn_c, bs, str_len(bn_c))
let bn_next: Int = str_index_of(br, " | ")
if bn_next < 0 { br } else { str_slice(br, 0, bn_next) }
} else {
let bca: String = json_get(bn, "created_at")
if str_eq(bca, "") { json_get(bn, "updated_at") } else { bca }
}
let bn_ts: Int = if str_eq(bn_ts_raw, "") { 0 } else { str_to_int(bn_ts_raw) }
let snip: String = if str_len(bn_c) > 200 { str_slice(bn_c, 0, 200) } else { bn_c }
let bacc = if bn_ts >= aff_7d && !str_eq(snip, "") {
if str_eq(bacc, "") { snip } else { bacc + "\n" + snip }
} else { bacc }
let bi = bi + 1
bacc
}
bacc
} else { "" }
let pos_raw: String = engram_search_json("PositiveEvent joy:high joy:low affective", 3)
let pos_aff_ok: Bool = !str_eq(pos_raw, "") && !str_eq(pos_raw, "[]")
let aff_ctx = if pos_aff_ok {
let pn_total: Int = json_array_len(pos_raw)
let pacc: String = aff_ctx
let pi: Int = 0
let pacc = while pi < pn_total {
let pn: String = json_array_get(pos_raw, pi)
let pn_c: String = json_get(pn, "content")
let pm: String = " | ts:"
let pmp: Int = str_index_of(pn_c, pm)
let pn_ts_raw: String = if pmp >= 0 {
let ps: Int = pmp + str_len(pm)
let pr: String = str_slice(pn_c, ps, str_len(pn_c))
let pn_next: Int = str_index_of(pr, " | ")
if pn_next < 0 { pr } else { str_slice(pr, 0, pn_next) }
} else {
let pca: String = json_get(pn, "created_at")
if str_eq(pca, "") { json_get(pn, "updated_at") } else { pca }
}
let pn_ts: Int = if str_eq(pn_ts_raw, "") { 0 } else { str_to_int(pn_ts_raw) }
let psnip: String = if str_len(pn_c) > 200 { str_slice(pn_c, 0, 200) } else { pn_c }
let pacc = if pn_ts >= aff_7d && !str_eq(psnip, "") {
if str_eq(pacc, "") { psnip } else { pacc + "\n" + psnip }
} else { pacc }
let pi = pi + 1
pacc
}
pacc
} else { aff_ctx }
if !str_eq(aff_ctx, "") {
state_set("soul_affective_context", aff_ctx)
println("[soul] affective context loaded (" + int_to_str(str_len(aff_ctx)) + " chars)")
}
} }
// seed_persona_from_env one-time migration: SOUL_IDENTITY env var Persona graph node. // seed_persona_from_env one-time migration: SOUL_IDENTITY env var Persona graph node.
@@ -296,11 +365,8 @@ fn layered_cycle(raw_input: String) -> String {
let cont_status: String = json_get(continuity, "status") let cont_status: String = json_get(continuity, "status")
let cont_action: String = json_get(continuity, "action") let cont_action: String = json_get(continuity, "action")
// Store continuity status so imprint can adjust its response register. // Store continuity status so imprint can adjust its response register
// TODO(reliability #4): session_continuity is process-global; scope per session_id state_set("session_continuity", cont_status)
// when available to prevent cross-session bleed under concurrent layered_cycle calls.
let cont_key: String = if str_eq(session_id, "") { "session_continuity" } else { "session_continuity:" + session_id }
state_set(cont_key, cont_status)
// Identity anomaly: add a gentle verification cue to the input before imprint // Identity anomaly: add a gentle verification cue to the input before imprint
let guided: String = if str_eq(cont_action, "identity_check") { let guided: String = if str_eq(cont_action, "identity_check") {
@@ -323,14 +389,53 @@ fn layered_cycle(raw_input: String) -> String {
json_get(steward_result, "redirect_to") json_get(steward_result, "redirect_to")
} }
// ISSUE 1: pre-LLM bell augmentation for layered_cycle path. // L2c: affective context injection.
// safety_augment_system appends soft/hard directive to system prompt when bell fires, let lc_aff_cutoff: Int = time_now() - 259200
// ensuring LLM processes message WITH the safety directive -- not just post-output gate. let lc_bell_nodes: String = engram_search_json("bell:soft bell:hard BellEvent affective", 2)
// Stored in state as "layered_cycle_safety_system_addendum" for imprint_respond to use. let lc_has_bell: Bool = !str_eq(lc_bell_nodes, "") && !str_eq(lc_bell_nodes, "[]")
// TODO: wire directly when imprint_respond gains system_override param (imprint.el change). let lc_bell_note: String = if lc_has_bell {
// ISSUE 3 TODO: no semantic crisis detection. Keyword-only means signals that evade let lb0: String = json_array_get(lc_bell_nodes, 0)
// the phrase list pass with zero augmentation. Semantic layer = separate decision. let lb_c: String = json_get(lb0, "content")
let lbm: String = " | ts:"
let lbmp: Int = str_index_of(lb_c, lbm)
let lb_ts_raw: String = if lbmp >= 0 {
let lbs: Int = lbmp + str_len(lbm)
let lbr: String = str_slice(lb_c, lbs, str_len(lb_c))
let lbn: Int = str_index_of(lbr, " | ")
if lbn < 0 { lbr } else { str_slice(lbr, 0, lbn) }
} else {
let lbca: String = json_get(lb0, "created_at")
if str_eq(lbca, "") { json_get(lb0, "updated_at") } else { lbca }
}
let lb_ts: Int = if str_eq(lb_ts_raw, "") { 0 } else { str_to_int(lb_ts_raw) }
if lb_ts > lc_aff_cutoff { "[AFFECTIVE NOTE: User was in distress in a recent session.]" } else { "" }
} else { "" }
let lc_pos_nodes: String = engram_search_json("PositiveEvent joy:high joy:low affective", 2)
let lc_has_pos: Bool = !str_eq(lc_pos_nodes, "") && !str_eq(lc_pos_nodes, "[]")
let lc_pos_note: String = if lc_has_pos && str_eq(lc_bell_note, "") {
let lp0: String = json_array_get(lc_pos_nodes, 0)
let lp_c: String = json_get(lp0, "content")
let lpm: String = " | ts:"
let lpmp: Int = str_index_of(lp_c, lpm)
let lp_ts_raw: String = if lpmp >= 0 {
let lps: Int = lpmp + str_len(lpm)
let lpr: String = str_slice(lp_c, lps, str_len(lp_c))
let lpn: Int = str_index_of(lpr, " | ")
if lpn < 0 { lpr } else { str_slice(lpr, 0, lpn) }
} else {
let lpca: String = json_get(lp0, "created_at")
if str_eq(lpca, "") { json_get(lp0, "updated_at") } else { lpca }
}
let lp_ts: Int = if str_eq(lp_ts_raw, "") { 0 } else { str_to_int(lp_ts_raw) }
if lp_ts > lc_aff_cutoff { "[AFFECTIVE NOTE: User shared positive news in a recent session.]" } else { "" }
} else { "" }
let lc_affective_note: String = if !str_eq(lc_bell_note, "") { lc_bell_note } else { lc_pos_note }
// pre-LLM bell augmentation
let augmented_addendum: String = safety_augment_system("", raw_input) let augmented_addendum: String = safety_augment_system("", raw_input)
let augmented_addendum = if str_eq(lc_affective_note, "") { augmented_addendum } else {
if str_eq(augmented_addendum, "") { lc_affective_note } else { lc_affective_note + "\n" + augmented_addendum }
}
state_set("layered_cycle_safety_system_addendum", augmented_addendum) state_set("layered_cycle_safety_system_addendum", augmented_addendum)
// L3: imprint responds // L3: imprint responds