Files
openclaw/extensions/memory-core/src/dreaming-phases.ts
2026-04-08 19:59:36 +01:00

1701 lines
52 KiB
TypeScript

import { createHash } from "node:crypto";
import type { Dirent } from "node:fs";
import fs from "node:fs/promises";
import path from "node:path";
import type { OpenClawConfig, OpenClawPluginApi } from "openclaw/plugin-sdk/memory-core";
import {
buildSessionEntry,
listSessionFilesForAgent,
parseUsageCountedSessionIdFromFileName,
sessionPathForFile,
} from "openclaw/plugin-sdk/memory-core-host-engine-qmd";
import type { MemorySearchResult } from "openclaw/plugin-sdk/memory-core-host-runtime-files";
import {
formatMemoryDreamingDay,
resolveMemoryDreamingWorkspaces,
resolveMemoryLightDreamingConfig,
resolveMemoryRemDreamingConfig,
type MemoryLightDreamingConfig,
type MemoryRemDreamingConfig,
} from "openclaw/plugin-sdk/memory-core-host-status";
import { writeDailyDreamingPhaseBlock } from "./dreaming-markdown.js";
import { generateAndAppendDreamNarrative, type NarrativePhaseData } from "./dreaming-narrative.js";
import { asRecord, formatErrorMessage, normalizeTrimmedString } from "./dreaming-shared.js";
import {
readShortTermRecallEntries,
recordDreamingPhaseSignals,
recordShortTermRecalls,
type ShortTermRecallEntry,
} from "./short-term-promotion.js";
type Logger = Pick<OpenClawPluginApi["logger"], "info" | "warn" | "error">;
type DreamingPhaseStorageConfig = {
timezone?: string;
storage: { mode: "inline" | "separate" | "both"; separateReports: boolean };
};
type RunPhaseIfTriggeredParams = {
cleanedBody: string;
trigger?: string;
workspaceDir?: string;
cfg?: OpenClawConfig;
logger: Logger;
subagent?: Parameters<typeof generateAndAppendDreamNarrative>[0]["subagent"];
eventText: string;
} & (
| {
phase: "light";
config: MemoryLightDreamingConfig & DreamingPhaseStorageConfig;
}
| {
phase: "rem";
config: MemoryRemDreamingConfig & DreamingPhaseStorageConfig;
}
);
const LIGHT_SLEEP_EVENT_TEXT = "__openclaw_memory_core_light_sleep__";
const REM_SLEEP_EVENT_TEXT = "__openclaw_memory_core_rem_sleep__";
const DAILY_MEMORY_FILENAME_RE = /^(\d{4}-\d{2}-\d{2})\.md$/;
const DAILY_INGESTION_STATE_RELATIVE_PATH = path.join("memory", ".dreams", "daily-ingestion.json");
const DAILY_INGESTION_SCORE = 0.62;
const DAILY_INGESTION_MAX_SNIPPET_CHARS = 280;
const DAILY_INGESTION_MIN_SNIPPET_CHARS = 8;
const DAILY_INGESTION_MAX_CHUNK_LINES = 4;
const SESSION_INGESTION_STATE_RELATIVE_PATH = path.join(
"memory",
".dreams",
"session-ingestion.json",
);
const SESSION_CORPUS_RELATIVE_DIR = path.join("memory", ".dreams", "session-corpus");
const SESSION_INGESTION_SCORE = 0.58;
const SESSION_INGESTION_MAX_SNIPPET_CHARS = 280;
const SESSION_INGESTION_MIN_SNIPPET_CHARS = 12;
const SESSION_INGESTION_MAX_MESSAGES_PER_SWEEP = 240;
const SESSION_INGESTION_MAX_MESSAGES_PER_FILE = 80;
const SESSION_INGESTION_MIN_MESSAGES_PER_FILE = 12;
const SESSION_INGESTION_MAX_TRACKED_MESSAGES_PER_SESSION = 4096;
const SESSION_INGESTION_MAX_TRACKED_SCOPES = 2048;
const GENERIC_DAY_HEADING_RE =
/^(?:(?:mon|monday|tue|tues|tuesday|wed|wednesday|thu|thur|thurs|thursday|fri|friday|sat|saturday|sun|sunday)(?:,\s+)?)?(?:(?:jan|january|feb|february|mar|march|apr|april|may|jun|june|jul|july|aug|august|sep|sept|september|oct|october|nov|november|dec|december)\s+\d{1,2}(?:st|nd|rd|th)?(?:,\s*\d{4})?|\d{1,2}[/-]\d{1,2}(?:[/-]\d{2,4})?|\d{4}[/-]\d{2}[/-]\d{2})$/i;
const MANAGED_DAILY_DREAMING_BLOCKS = [
{
heading: "## Light Sleep",
startMarker: "<!-- openclaw:dreaming:light:start -->",
endMarker: "<!-- openclaw:dreaming:light:end -->",
},
{
heading: "## REM Sleep",
startMarker: "<!-- openclaw:dreaming:rem:start -->",
endMarker: "<!-- openclaw:dreaming:rem:end -->",
},
] as const;
function resolveWorkspaces(params: {
cfg?: OpenClawConfig;
fallbackWorkspaceDir?: string;
}): string[] {
const workspaceCandidates = params.cfg
? resolveMemoryDreamingWorkspaces(params.cfg).map((entry) => entry.workspaceDir)
: [];
const seen = new Set<string>();
const workspaces = workspaceCandidates.filter((workspaceDir) => {
if (seen.has(workspaceDir)) {
return false;
}
seen.add(workspaceDir);
return true;
});
const fallbackWorkspaceDir = normalizeTrimmedString(params.fallbackWorkspaceDir);
if (workspaces.length === 0 && fallbackWorkspaceDir) {
workspaces.push(fallbackWorkspaceDir);
}
return workspaces;
}
function calculateLookbackCutoffMs(nowMs: number, lookbackDays: number): number {
return nowMs - Math.max(0, lookbackDays) * 24 * 60 * 60 * 1000;
}
function isDayWithinLookback(day: string, cutoffMs: number): boolean {
const dayMs = Date.parse(`${day}T23:59:59.999Z`);
return Number.isFinite(dayMs) && dayMs >= cutoffMs;
}
function normalizeDailyListMarker(line: string): string {
return line
.replace(/^\d+\.\s+/, "")
.replace(/^[-*+]\s+/, "")
.trim();
}
function normalizeDailyHeading(line: string): string | null {
const trimmed = line.trim();
const match = trimmed.match(/^#{1,6}\s+(.+)$/);
if (!match) {
return null;
}
const heading = match[1] ? normalizeDailyListMarker(match[1]) : "";
if (!heading || DAILY_MEMORY_FILENAME_RE.test(heading) || isGenericDailyHeading(heading)) {
return null;
}
return heading.slice(0, DAILY_INGESTION_MAX_SNIPPET_CHARS).replace(/\s+/g, " ");
}
function isGenericDailyHeading(heading: string): boolean {
const normalized = heading.trim().replace(/\s+/g, " ");
if (!normalized) {
return true;
}
const lower = normalized.toLowerCase();
if (lower === "today" || lower === "yesterday" || lower === "tomorrow") {
return true;
}
if (lower === "morning" || lower === "afternoon" || lower === "evening" || lower === "night") {
return true;
}
return GENERIC_DAY_HEADING_RE.test(normalized);
}
function normalizeDailySnippet(line: string): string | null {
const trimmed = line.trim();
if (!trimmed || trimmed.startsWith("#") || trimmed.startsWith("<!--")) {
return null;
}
const withoutListMarker = normalizeDailyListMarker(trimmed);
if (withoutListMarker.length < DAILY_INGESTION_MIN_SNIPPET_CHARS) {
return null;
}
return withoutListMarker.slice(0, DAILY_INGESTION_MAX_SNIPPET_CHARS).replace(/\s+/g, " ");
}
type DailySnippetChunk = {
startLine: number;
endLine: number;
snippet: string;
};
function buildDailyChunkSnippet(
heading: string | null,
chunkLines: string[],
chunkKind: "list" | "paragraph" | null,
): string {
const joiner = chunkKind === "list" ? "; " : " ";
const body = chunkLines.join(joiner).trim();
const prefixed = heading ? `${heading}: ${body}` : body;
return prefixed.slice(0, DAILY_INGESTION_MAX_SNIPPET_CHARS).replace(/\s+/g, " ").trim();
}
function buildDailySnippetChunks(lines: string[], limit: number): DailySnippetChunk[] {
const chunks: DailySnippetChunk[] = [];
let activeHeading: string | null = null;
let chunkLines: string[] = [];
let chunkKind: "list" | "paragraph" | null = null;
let chunkStartLine = 0;
let chunkEndLine = 0;
const flushChunk = () => {
if (chunkLines.length === 0) {
chunkKind = null;
chunkStartLine = 0;
chunkEndLine = 0;
return;
}
const snippet = buildDailyChunkSnippet(activeHeading, chunkLines, chunkKind);
if (snippet.length >= DAILY_INGESTION_MIN_SNIPPET_CHARS) {
chunks.push({
startLine: chunkStartLine,
endLine: chunkEndLine,
snippet,
});
}
chunkLines = [];
chunkKind = null;
chunkStartLine = 0;
chunkEndLine = 0;
};
for (let index = 0; index < lines.length; index += 1) {
const line = lines[index];
if (typeof line !== "string") {
continue;
}
const heading = normalizeDailyHeading(line);
if (heading) {
flushChunk();
activeHeading = heading;
continue;
}
const trimmed = line.trim();
if (!trimmed || trimmed.startsWith("<!--")) {
flushChunk();
continue;
}
const snippet = normalizeDailySnippet(line);
if (!snippet) {
flushChunk();
continue;
}
const nextKind = /^([-*+]\s+|\d+\.\s+)/.test(trimmed) ? "list" : "paragraph";
const nextChunkLines = chunkLines.length === 0 ? [snippet] : [...chunkLines, snippet];
const candidateSnippet = buildDailyChunkSnippet(activeHeading, nextChunkLines, nextKind);
const shouldSplit =
chunkLines.length > 0 &&
(chunkKind !== nextKind ||
chunkLines.length >= DAILY_INGESTION_MAX_CHUNK_LINES ||
candidateSnippet.length > DAILY_INGESTION_MAX_SNIPPET_CHARS);
if (shouldSplit) {
flushChunk();
}
if (chunkLines.length === 0) {
chunkStartLine = index + 1;
chunkKind = nextKind;
}
chunkLines.push(snippet);
chunkEndLine = index + 1;
if (chunks.length >= limit) {
break;
}
}
flushChunk();
return chunks.slice(0, limit);
}
function findManagedDailyDreamingHeadingIndex(
lines: string[],
startIndex: number,
heading: string,
): number | null {
for (let index = startIndex - 1; index >= 0; index -= 1) {
const trimmed = lines[index]?.trim() ?? "";
if (!trimmed) {
continue;
}
return trimmed === heading ? index : null;
}
return null;
}
function isManagedDailyDreamingBoundary(
line: string,
blockByStartMarker: ReadonlyMap<string, (typeof MANAGED_DAILY_DREAMING_BLOCKS)[number]>,
): boolean {
const trimmed = line.trim();
return /^#{1,6}\s+/.test(trimmed) || blockByStartMarker.has(trimmed);
}
function stripManagedDailyDreamingLines(lines: string[]): string[] {
const blockByStartMarker: ReadonlyMap<string, (typeof MANAGED_DAILY_DREAMING_BLOCKS)[number]> =
new Map(MANAGED_DAILY_DREAMING_BLOCKS.map((block) => [block.startMarker, block]));
const sanitized = [...lines];
for (let index = 0; index < sanitized.length; index += 1) {
const block = blockByStartMarker.get(sanitized[index]?.trim() ?? "");
if (!block) {
continue;
}
let stripUntilIndex = -1;
for (let cursor = index + 1; cursor < sanitized.length; cursor += 1) {
const line = sanitized[cursor];
const trimmed = line?.trim() ?? "";
if (trimmed === block.endMarker) {
stripUntilIndex = cursor;
break;
}
if (line && isManagedDailyDreamingBoundary(line, blockByStartMarker)) {
stripUntilIndex = cursor - 1;
break;
}
}
if (stripUntilIndex < index) {
continue;
}
const headingIndex = findManagedDailyDreamingHeadingIndex(lines, index, block.heading);
const startIndex = headingIndex ?? index;
for (let cursor = startIndex; cursor <= stripUntilIndex; cursor += 1) {
sanitized[cursor] = "";
}
index = stripUntilIndex;
}
return sanitized;
}
function entryWithinLookback(entry: ShortTermRecallEntry, cutoffMs: number): boolean {
const byDay = (entry.recallDays ?? []).some((day) => isDayWithinLookback(day, cutoffMs));
if (byDay) {
return true;
}
const lastRecalledAtMs = Date.parse(entry.lastRecalledAt);
return Number.isFinite(lastRecalledAtMs) && lastRecalledAtMs >= cutoffMs;
}
type DailyIngestionBatch = {
day: string;
results: MemorySearchResult[];
};
type DailyIngestionFileState = {
mtimeMs: number;
size: number;
};
type DailyIngestionState = {
version: 1;
files: Record<string, DailyIngestionFileState>;
};
function resolveDailyIngestionStatePath(workspaceDir: string): string {
return path.join(workspaceDir, DAILY_INGESTION_STATE_RELATIVE_PATH);
}
function normalizeDailyIngestionState(raw: unknown): DailyIngestionState {
const record = asRecord(raw);
const filesRaw = asRecord(record?.files);
if (!filesRaw) {
return {
version: 1,
files: {},
};
}
const files: Record<string, DailyIngestionFileState> = {};
for (const [key, value] of Object.entries(filesRaw)) {
const file = asRecord(value);
if (!file || typeof key !== "string" || key.trim().length === 0) {
continue;
}
const mtimeMs = Number(file.mtimeMs);
const size = Number(file.size);
if (!Number.isFinite(mtimeMs) || mtimeMs < 0 || !Number.isFinite(size) || size < 0) {
continue;
}
files[key] = {
mtimeMs: Math.floor(mtimeMs),
size: Math.floor(size),
};
}
return {
version: 1,
files,
};
}
async function readDailyIngestionState(workspaceDir: string): Promise<DailyIngestionState> {
const statePath = resolveDailyIngestionStatePath(workspaceDir);
try {
const raw = await fs.readFile(statePath, "utf-8");
return normalizeDailyIngestionState(JSON.parse(raw) as unknown);
} catch (err) {
const code = (err as NodeJS.ErrnoException)?.code;
if (code === "ENOENT" || err instanceof SyntaxError) {
return { version: 1, files: {} };
}
throw err;
}
}
async function writeDailyIngestionState(
workspaceDir: string,
state: DailyIngestionState,
): Promise<void> {
const statePath = resolveDailyIngestionStatePath(workspaceDir);
await fs.mkdir(path.dirname(statePath), { recursive: true });
const tmpPath = `${statePath}.${process.pid}.${Date.now()}.tmp`;
await fs.writeFile(tmpPath, `${JSON.stringify(state, null, 2)}\n`, "utf-8");
await fs.rename(tmpPath, statePath);
}
type SessionIngestionFileState = {
mtimeMs: number;
size: number;
contentHash: string;
lineCount: number;
lastContentLine: number;
};
type SessionIngestionState = {
version: 3;
files: Record<string, SessionIngestionFileState>;
seenMessages: Record<string, string[]>;
};
type SessionIngestionMessage = {
day: string;
snippet: string;
rendered: string;
};
type SessionIngestionCollectionResult = {
batches: DailyIngestionBatch[];
nextState: SessionIngestionState;
changed: boolean;
};
function normalizeWorkspaceKey(workspaceDir: string): string {
const resolved = path.resolve(workspaceDir).replace(/\\/g, "/");
return process.platform === "win32" ? resolved.toLowerCase() : resolved;
}
function resolveSessionIngestionStatePath(workspaceDir: string): string {
return path.join(workspaceDir, SESSION_INGESTION_STATE_RELATIVE_PATH);
}
function normalizeSessionIngestionState(raw: unknown): SessionIngestionState {
const record = asRecord(raw);
const filesRaw = asRecord(record?.files);
const files: Record<string, SessionIngestionFileState> = {};
if (filesRaw) {
for (const [key, value] of Object.entries(filesRaw)) {
const file = asRecord(value);
if (!file || key.trim().length === 0) {
continue;
}
const mtimeMs = Number(file.mtimeMs);
const size = Number(file.size);
if (!Number.isFinite(mtimeMs) || mtimeMs < 0 || !Number.isFinite(size) || size < 0) {
continue;
}
const lineCountRaw = Number(file.lineCount);
const lastContentLineRaw = Number(file.lastContentLine);
const lineCount =
Number.isFinite(lineCountRaw) && lineCountRaw >= 0 ? Math.floor(lineCountRaw) : 0;
const lastContentLine =
Number.isFinite(lastContentLineRaw) && lastContentLineRaw >= 0
? Math.floor(lastContentLineRaw)
: 0;
files[key] = {
mtimeMs: Math.floor(mtimeMs),
size: Math.floor(size),
contentHash: typeof file.contentHash === "string" ? file.contentHash.trim() : "",
lineCount,
lastContentLine: Math.min(lineCount, lastContentLine),
};
}
}
const seenMessagesRaw = asRecord(record?.seenMessages);
const seenMessages: Record<string, string[]> = {};
if (seenMessagesRaw) {
for (const [scope, value] of Object.entries(seenMessagesRaw)) {
if (scope.trim().length === 0 || !Array.isArray(value)) {
continue;
}
const unique = [
...new Set(value.filter((entry): entry is string => typeof entry === "string")),
]
.map((entry) => entry.trim())
.filter(Boolean)
.slice(-SESSION_INGESTION_MAX_TRACKED_MESSAGES_PER_SESSION);
if (unique.length > 0) {
seenMessages[scope] = unique;
}
}
}
return { version: 3, files, seenMessages };
}
async function readSessionIngestionState(workspaceDir: string): Promise<SessionIngestionState> {
const statePath = resolveSessionIngestionStatePath(workspaceDir);
try {
const raw = await fs.readFile(statePath, "utf-8");
return normalizeSessionIngestionState(JSON.parse(raw) as unknown);
} catch (err) {
const code = (err as NodeJS.ErrnoException)?.code;
if (code === "ENOENT" || err instanceof SyntaxError) {
return { version: 3, files: {}, seenMessages: {} };
}
throw err;
}
}
async function writeSessionIngestionState(
workspaceDir: string,
state: SessionIngestionState,
): Promise<void> {
const statePath = resolveSessionIngestionStatePath(workspaceDir);
await fs.mkdir(path.dirname(statePath), { recursive: true });
const tmpPath = `${statePath}.${process.pid}.${Date.now()}.tmp`;
await fs.writeFile(tmpPath, `${JSON.stringify(state, null, 2)}\n`, "utf-8");
await fs.rename(tmpPath, statePath);
}
function trimTrackedSessionScopes(
seenMessages: Record<string, string[]>,
): Record<string, string[]> {
const keys = Object.keys(seenMessages);
if (keys.length <= SESSION_INGESTION_MAX_TRACKED_SCOPES) {
return seenMessages;
}
const keep = new Set(keys.toSorted().slice(-SESSION_INGESTION_MAX_TRACKED_SCOPES));
const next: Record<string, string[]> = {};
for (const [scope, hashes] of Object.entries(seenMessages)) {
if (keep.has(scope)) {
next[scope] = hashes;
}
}
return next;
}
function normalizeSessionCorpusSnippet(value: string): string {
return value.replace(/\s+/g, " ").trim().slice(0, SESSION_INGESTION_MAX_SNIPPET_CHARS);
}
function hashSessionMessageId(value: string): string {
return createHash("sha1").update(value).digest("hex");
}
function buildSessionScopeKey(agentId: string, absolutePath: string): string {
const fileName = path.basename(absolutePath);
const logicalSessionId = parseUsageCountedSessionIdFromFileName(fileName) ?? fileName;
return `${agentId}:${logicalSessionId}`;
}
function mergeTrackedMessageHashes(existing: string[], additions: string[]): string[] {
if (additions.length === 0) {
return existing;
}
const seen = new Set(existing);
const next = existing.slice();
for (const hash of additions) {
if (!seen.has(hash)) {
seen.add(hash);
next.push(hash);
}
}
if (next.length <= SESSION_INGESTION_MAX_TRACKED_MESSAGES_PER_SESSION) {
return next;
}
return next.slice(-SESSION_INGESTION_MAX_TRACKED_MESSAGES_PER_SESSION);
}
function areStringArraysEqual(a: string[], b: string[]): boolean {
if (a.length !== b.length) {
return false;
}
for (let index = 0; index < a.length; index += 1) {
if (a[index] !== b[index]) {
return false;
}
}
return true;
}
function buildSessionStateKey(agentId: string, absolutePath: string): string {
return `${agentId}:${sessionPathForFile(absolutePath)}`;
}
function buildSessionRenderedLine(params: {
agentId: string;
sessionPath: string;
lineNumber: number;
snippet: string;
}): string {
const source = `${params.agentId}/${params.sessionPath}#L${params.lineNumber}`;
return `[${source}] ${params.snippet}`.slice(0, SESSION_INGESTION_MAX_SNIPPET_CHARS + 64);
}
function resolveSessionAgentsForWorkspace(
cfg: OpenClawConfig | undefined,
workspaceDir: string,
): string[] {
if (!cfg) {
return [];
}
const target = normalizeWorkspaceKey(workspaceDir);
const workspaces = resolveMemoryDreamingWorkspaces(cfg);
const match = workspaces.find((entry) => normalizeWorkspaceKey(entry.workspaceDir) === target);
if (!match) {
return [];
}
return match.agentIds
.filter((agentId, index, all) => agentId.trim().length > 0 && all.indexOf(agentId) === index)
.toSorted();
}
async function appendSessionCorpusLines(params: {
workspaceDir: string;
day: string;
lines: SessionIngestionMessage[];
}): Promise<MemorySearchResult[]> {
if (params.lines.length === 0) {
return [];
}
const relativePath = path.posix.join("memory", ".dreams", "session-corpus", `${params.day}.txt`);
const absolutePath = path.join(
params.workspaceDir,
SESSION_CORPUS_RELATIVE_DIR,
`${params.day}.txt`,
);
await fs.mkdir(path.dirname(absolutePath), { recursive: true });
let existing = "";
try {
existing = await fs.readFile(absolutePath, "utf-8");
} catch (err) {
if ((err as NodeJS.ErrnoException)?.code !== "ENOENT") {
throw err;
}
}
const normalizedExisting = existing.replace(/\r\n/g, "\n");
const existingLineCount =
normalizedExisting.length === 0
? 0
: normalizedExisting.endsWith("\n")
? normalizedExisting.slice(0, -1).split("\n").length
: normalizedExisting.split("\n").length;
const payload = `${params.lines.map((entry) => entry.rendered).join("\n")}\n`;
await fs.appendFile(absolutePath, payload, "utf-8");
return params.lines.map((entry, index) => {
const lineNumber = existingLineCount + index + 1;
return {
path: relativePath,
startLine: lineNumber,
endLine: lineNumber,
score: SESSION_INGESTION_SCORE,
snippet: entry.snippet,
source: "memory",
};
});
}
async function collectSessionIngestionBatches(params: {
workspaceDir: string;
cfg?: OpenClawConfig;
lookbackDays: number;
nowMs: number;
timezone?: string;
state: SessionIngestionState;
}): Promise<SessionIngestionCollectionResult> {
if (!params.cfg) {
return {
batches: [],
nextState: { version: 3, files: {}, seenMessages: {} },
changed:
Object.keys(params.state.files).length > 0 ||
Object.keys(params.state.seenMessages).length > 0,
};
}
const agentIds = resolveSessionAgentsForWorkspace(params.cfg, params.workspaceDir);
const cutoffMs = calculateLookbackCutoffMs(params.nowMs, params.lookbackDays);
const batchByDay = new Map<string, SessionIngestionMessage[]>();
const nextFiles: Record<string, SessionIngestionFileState> = {};
const nextSeenMessages: Record<string, string[]> = { ...params.state.seenMessages };
let changed = false;
const sessionFiles: Array<{ agentId: string; absolutePath: string; sessionPath: string }> = [];
for (const agentId of agentIds) {
const files = await listSessionFilesForAgent(agentId);
for (const absolutePath of files) {
sessionFiles.push({
agentId,
absolutePath,
sessionPath: sessionPathForFile(absolutePath),
});
}
}
const sortedFiles = sessionFiles.toSorted((a, b) => {
if (a.agentId !== b.agentId) {
return a.agentId.localeCompare(b.agentId);
}
return a.sessionPath.localeCompare(b.sessionPath);
});
const totalCap = SESSION_INGESTION_MAX_MESSAGES_PER_SWEEP;
let remaining = totalCap;
const perFileCap = Math.min(
SESSION_INGESTION_MAX_MESSAGES_PER_FILE,
Math.max(
SESSION_INGESTION_MIN_MESSAGES_PER_FILE,
Math.ceil(totalCap / Math.max(1, sortedFiles.length)),
),
);
for (const file of sortedFiles) {
if (remaining <= 0) {
break;
}
const stateKey = buildSessionStateKey(file.agentId, file.absolutePath);
const previous = params.state.files[stateKey];
const stat = await fs.stat(file.absolutePath).catch((err: unknown) => {
if ((err as NodeJS.ErrnoException)?.code === "ENOENT") {
return null;
}
throw err;
});
if (!stat) {
if (previous) {
changed = true;
}
continue;
}
const fingerprint = {
mtimeMs: Math.floor(Math.max(0, stat.mtimeMs)),
size: Math.floor(Math.max(0, stat.size)),
};
const cursorAtEnd =
previous !== undefined &&
previous.lineCount > 0 &&
previous.lastContentLine >= previous.lineCount;
const unchanged =
Boolean(previous) &&
previous.mtimeMs === fingerprint.mtimeMs &&
previous.size === fingerprint.size &&
previous.contentHash.length > 0 &&
cursorAtEnd;
if (unchanged) {
nextFiles[stateKey] = previous!;
continue;
}
const entry = await buildSessionEntry(file.absolutePath);
if (!entry) {
continue;
}
const contentHash = entry.hash.trim();
if (
previous &&
previous.mtimeMs === fingerprint.mtimeMs &&
previous.size === fingerprint.size &&
previous.contentHash === contentHash &&
previous.lineCount === entry.lineMap.length &&
previous.lastContentLine >= previous.lineCount
) {
nextFiles[stateKey] = previous;
continue;
}
const sessionScope = buildSessionScopeKey(file.agentId, file.absolutePath);
const previousSeen = nextSeenMessages[sessionScope] ?? [];
let seenSet = new Set(previousSeen);
const newSeenHashes: string[] = [];
const lines = entry.content.length > 0 ? entry.content.split("\n") : [];
const lineCount = lines.length;
let cursor =
previous &&
previous.mtimeMs === fingerprint.mtimeMs &&
previous.size === fingerprint.size &&
previous.contentHash === contentHash &&
previous.lineCount === lineCount
? Math.max(0, Math.min(previous.lastContentLine, lineCount))
: 0;
const fileCap = Math.max(1, Math.min(perFileCap, remaining));
let fileCount = 0;
let lastScannedContentLine = cursor;
for (let index = cursor; index < lines.length; index += 1) {
if (fileCount >= fileCap || remaining <= 0) {
break;
}
lastScannedContentLine = index + 1;
const rawSnippet = lines[index] ?? "";
const snippet = normalizeSessionCorpusSnippet(rawSnippet);
if (snippet.length < SESSION_INGESTION_MIN_SNIPPET_CHARS) {
continue;
}
const lineNumber = entry.lineMap[index] ?? index + 1;
const messageTimestampMs = entry.messageTimestampsMs[index] ?? 0;
const day = formatMemoryDreamingDay(
messageTimestampMs > 0 ? messageTimestampMs : fingerprint.mtimeMs,
params.timezone,
);
if (!isDayWithinLookback(day, cutoffMs)) {
continue;
}
const dedupeBasis =
messageTimestampMs > 0 ? `ts:${Math.floor(messageTimestampMs)}` : `line:${lineNumber}`;
const messageHash = hashSessionMessageId(`${sessionScope}\n${dedupeBasis}\n${snippet}`);
if (seenSet.has(messageHash)) {
continue;
}
const rendered = buildSessionRenderedLine({
agentId: file.agentId,
sessionPath: file.sessionPath,
lineNumber,
snippet,
});
const bucket = batchByDay.get(day) ?? [];
bucket.push({ day, snippet, rendered });
batchByDay.set(day, bucket);
seenSet.add(messageHash);
newSeenHashes.push(messageHash);
fileCount += 1;
remaining -= 1;
}
if (lastScannedContentLine < cursor) {
lastScannedContentLine = cursor;
}
cursor = Math.max(0, Math.min(lastScannedContentLine, lineCount));
nextFiles[stateKey] = {
mtimeMs: fingerprint.mtimeMs,
size: fingerprint.size,
contentHash,
lineCount,
lastContentLine: cursor,
};
const mergedSeen = mergeTrackedMessageHashes(previousSeen, newSeenHashes);
nextSeenMessages[sessionScope] = mergedSeen;
if (!areStringArraysEqual(mergedSeen, previousSeen)) {
changed = true;
}
if (
!previous ||
previous.mtimeMs !== fingerprint.mtimeMs ||
previous.size !== fingerprint.size ||
previous.contentHash !== contentHash ||
previous.lineCount !== lineCount ||
previous.lastContentLine !== cursor
) {
changed = true;
}
}
for (const [key, state] of Object.entries(params.state.files)) {
if (!Object.hasOwn(nextFiles, key)) {
changed = true;
continue;
}
const next = nextFiles[key];
if (!next || next.mtimeMs !== state.mtimeMs || next.size !== state.size) {
changed = true;
}
if (
next &&
typeof state.contentHash === "string" &&
state.contentHash.trim().length > 0 &&
next.contentHash !== state.contentHash
) {
changed = true;
}
if (
!next ||
next.lineCount !== state.lineCount ||
next.lastContentLine !== state.lastContentLine
) {
changed = true;
}
}
const trimmedSeenMessages = trimTrackedSessionScopes(nextSeenMessages);
for (const [scope, hashes] of Object.entries(trimmedSeenMessages)) {
const previous = params.state.seenMessages[scope] ?? [];
if (!areStringArraysEqual(previous, hashes)) {
changed = true;
}
}
for (const scope of Object.keys(params.state.seenMessages)) {
if (!Object.hasOwn(trimmedSeenMessages, scope)) {
changed = true;
}
}
const batches: DailyIngestionBatch[] = [];
for (const day of [...batchByDay.keys()].toSorted()) {
const lines = batchByDay.get(day) ?? [];
if (lines.length === 0) {
continue;
}
const results = await appendSessionCorpusLines({
workspaceDir: params.workspaceDir,
day,
lines,
});
if (results.length > 0) {
batches.push({ day, results });
}
}
return {
batches,
nextState: { version: 3, files: nextFiles, seenMessages: trimmedSeenMessages },
changed,
};
}
async function ingestSessionTranscriptSignals(params: {
workspaceDir: string;
cfg?: OpenClawConfig;
lookbackDays: number;
nowMs: number;
timezone?: string;
}): Promise<void> {
const state = await readSessionIngestionState(params.workspaceDir);
const collected = await collectSessionIngestionBatches({
workspaceDir: params.workspaceDir,
cfg: params.cfg,
lookbackDays: params.lookbackDays,
nowMs: params.nowMs,
timezone: params.timezone,
state,
});
for (const batch of collected.batches) {
await recordShortTermRecalls({
workspaceDir: params.workspaceDir,
query: `__dreaming_sessions__:${batch.day}`,
results: batch.results,
signalType: "daily",
dedupeByQueryPerDay: true,
dayBucket: batch.day,
nowMs: params.nowMs,
timezone: params.timezone,
});
}
if (collected.changed) {
await writeSessionIngestionState(params.workspaceDir, collected.nextState);
}
}
type DailyIngestionCollectionResult = {
batches: DailyIngestionBatch[];
nextState: DailyIngestionState;
changed: boolean;
};
async function collectDailyIngestionBatches(params: {
workspaceDir: string;
lookbackDays: number;
limit: number;
nowMs: number;
state: DailyIngestionState;
}): Promise<DailyIngestionCollectionResult> {
const memoryDir = path.join(params.workspaceDir, "memory");
const cutoffMs = calculateLookbackCutoffMs(params.nowMs, params.lookbackDays);
const entries = await fs.readdir(memoryDir, { withFileTypes: true }).catch((err: unknown) => {
if ((err as NodeJS.ErrnoException)?.code === "ENOENT") {
return [] as Dirent[];
}
throw err;
});
const files = entries
.filter((entry) => entry.isFile())
.map((entry) => {
const match = entry.name.match(DAILY_MEMORY_FILENAME_RE);
if (!match) {
return null;
}
const day = match[1];
if (!isDayWithinLookback(day, cutoffMs)) {
return null;
}
return { fileName: entry.name, day };
})
.filter((entry): entry is { fileName: string; day: string } => entry !== null)
.toSorted((a, b) => b.day.localeCompare(a.day));
const batches: DailyIngestionBatch[] = [];
const nextFiles: Record<string, DailyIngestionFileState> = {};
let changed = false;
const totalCap = Math.max(20, params.limit * 4);
const perFileCap = Math.max(6, Math.ceil(totalCap / Math.max(1, Math.max(files.length, 1))));
let total = 0;
for (const file of files) {
const relativePath = `memory/${file.fileName}`;
const filePath = path.join(memoryDir, file.fileName);
const stat = await fs.stat(filePath).catch((err: unknown) => {
if ((err as NodeJS.ErrnoException)?.code === "ENOENT") {
return null;
}
throw err;
});
if (!stat) {
continue;
}
const fingerprint: DailyIngestionFileState = {
mtimeMs: Math.floor(Math.max(0, stat.mtimeMs)),
size: Math.floor(Math.max(0, stat.size)),
};
nextFiles[relativePath] = fingerprint;
const previous = params.state.files[relativePath];
const unchanged =
previous !== undefined &&
previous.mtimeMs === fingerprint.mtimeMs &&
previous.size === fingerprint.size;
if (!unchanged) {
changed = true;
} else {
continue;
}
const raw = await fs.readFile(filePath, "utf-8").catch((err: unknown) => {
if ((err as NodeJS.ErrnoException)?.code === "ENOENT") {
return "";
}
throw err;
});
if (!raw) {
continue;
}
const lines = stripManagedDailyDreamingLines(raw.split(/\r?\n/));
const chunks = buildDailySnippetChunks(lines, perFileCap);
const results: MemorySearchResult[] = [];
for (const chunk of chunks) {
results.push({
path: relativePath,
startLine: chunk.startLine,
endLine: chunk.endLine,
score: DAILY_INGESTION_SCORE,
snippet: chunk.snippet,
source: "memory",
});
if (results.length >= perFileCap || total + results.length >= totalCap) {
break;
}
}
if (results.length === 0) {
continue;
}
batches.push({ day: file.day, results });
total += results.length;
if (total >= totalCap) {
break;
}
}
if (!changed) {
const previousKeys = Object.keys(params.state.files);
const nextKeys = Object.keys(nextFiles);
if (
previousKeys.length !== nextKeys.length ||
previousKeys.some((key) => !Object.hasOwn(nextFiles, key))
) {
changed = true;
}
}
return {
batches,
nextState: {
version: 1,
files: nextFiles,
},
changed,
};
}
async function ingestDailyMemorySignals(params: {
workspaceDir: string;
lookbackDays: number;
limit: number;
nowMs: number;
timezone?: string;
}): Promise<void> {
const state = await readDailyIngestionState(params.workspaceDir);
const collected = await collectDailyIngestionBatches({
workspaceDir: params.workspaceDir,
lookbackDays: params.lookbackDays,
limit: params.limit,
nowMs: params.nowMs,
state,
});
for (const batch of collected.batches) {
await recordShortTermRecalls({
workspaceDir: params.workspaceDir,
query: `__dreaming_daily__:${batch.day}`,
results: batch.results,
signalType: "daily",
dedupeByQueryPerDay: true,
dayBucket: batch.day,
nowMs: params.nowMs,
timezone: params.timezone,
});
}
if (collected.changed) {
await writeDailyIngestionState(params.workspaceDir, collected.nextState);
}
}
export async function seedHistoricalDailyMemorySignals(params: {
workspaceDir: string;
filePaths: string[];
limit: number;
nowMs: number;
timezone?: string;
}): Promise<{
importedFileCount: number;
importedSignalCount: number;
skippedPaths: string[];
}> {
const normalizedPaths = [
...new Set(params.filePaths.map((entry) => entry.trim()).filter(Boolean)),
];
if (normalizedPaths.length === 0) {
return {
importedFileCount: 0,
importedSignalCount: 0,
skippedPaths: [],
};
}
const resolved = normalizedPaths
.map((filePath) => {
const fileName = path.basename(filePath);
const match = fileName.match(DAILY_MEMORY_FILENAME_RE);
if (!match) {
return { filePath, day: null as string | null };
}
return { filePath, day: match[1] ?? null };
})
.toSorted((a, b) => {
if (a.day && b.day) {
return b.day.localeCompare(a.day);
}
if (a.day) {
return -1;
}
if (b.day) {
return 1;
}
return a.filePath.localeCompare(b.filePath);
});
const valid = resolved.filter((entry): entry is { filePath: string; day: string } =>
Boolean(entry.day),
);
const skippedPaths = resolved.filter((entry) => !entry.day).map((entry) => entry.filePath);
const totalCap = Math.max(20, params.limit * 4);
const perFileCap = Math.max(6, Math.ceil(totalCap / Math.max(1, valid.length)));
let importedSignalCount = 0;
let importedFileCount = 0;
for (const entry of valid) {
if (importedSignalCount >= totalCap) {
break;
}
const raw = await fs.readFile(entry.filePath, "utf-8").catch((err: unknown) => {
if ((err as NodeJS.ErrnoException)?.code === "ENOENT") {
skippedPaths.push(entry.filePath);
return "";
}
throw err;
});
if (!raw) {
continue;
}
const lines = stripManagedDailyDreamingLines(raw.split(/\r?\n/));
const chunks = buildDailySnippetChunks(lines, perFileCap);
const results: MemorySearchResult[] = [];
for (const chunk of chunks) {
results.push({
path: `memory/${entry.day}.md`,
startLine: chunk.startLine,
endLine: chunk.endLine,
score: DAILY_INGESTION_SCORE,
snippet: chunk.snippet,
source: "memory",
});
if (results.length >= perFileCap || importedSignalCount + results.length >= totalCap) {
break;
}
}
if (results.length === 0) {
continue;
}
await recordShortTermRecalls({
workspaceDir: params.workspaceDir,
query: `__dreaming_daily__:${entry.day}`,
results,
signalType: "daily",
dedupeByQueryPerDay: true,
dayBucket: entry.day,
nowMs: params.nowMs,
timezone: params.timezone,
});
importedSignalCount += results.length;
importedFileCount += 1;
}
return {
importedFileCount,
importedSignalCount,
skippedPaths,
};
}
function entryAverageScore(entry: ShortTermRecallEntry): number {
return entry.recallCount > 0 ? Math.max(0, Math.min(1, entry.totalScore / entry.recallCount)) : 0;
}
function tokenizeSnippet(snippet: string): Set<string> {
return new Set(
snippet
.toLowerCase()
.split(/[^a-z0-9]+/i)
.map((token) => token.trim())
.filter(Boolean),
);
}
function jaccardSimilarity(left: string, right: string): number {
const leftTokens = tokenizeSnippet(left);
const rightTokens = tokenizeSnippet(right);
if (leftTokens.size === 0 || rightTokens.size === 0) {
return left.trim().toLowerCase() === right.trim().toLowerCase() ? 1 : 0;
}
let intersection = 0;
for (const token of leftTokens) {
if (rightTokens.has(token)) {
intersection += 1;
}
}
const union = new Set([...leftTokens, ...rightTokens]).size;
return union > 0 ? intersection / union : 0;
}
function dedupeEntries(entries: ShortTermRecallEntry[], threshold: number): ShortTermRecallEntry[] {
const deduped: ShortTermRecallEntry[] = [];
for (const entry of entries) {
const duplicate = deduped.find(
(candidate) =>
candidate.path === entry.path &&
jaccardSimilarity(candidate.snippet, entry.snippet) >= threshold,
);
if (duplicate) {
if (entry.recallCount > duplicate.recallCount) {
duplicate.recallCount = entry.recallCount;
}
duplicate.totalScore = Math.max(duplicate.totalScore, entry.totalScore);
duplicate.maxScore = Math.max(duplicate.maxScore, entry.maxScore);
duplicate.queryHashes = [...new Set([...duplicate.queryHashes, ...entry.queryHashes])];
duplicate.recallDays = [
...new Set([...duplicate.recallDays, ...entry.recallDays]),
].toSorted();
duplicate.conceptTags = [...new Set([...duplicate.conceptTags, ...entry.conceptTags])];
duplicate.lastRecalledAt =
Date.parse(entry.lastRecalledAt) > Date.parse(duplicate.lastRecalledAt)
? entry.lastRecalledAt
: duplicate.lastRecalledAt;
continue;
}
deduped.push({ ...entry });
}
return deduped;
}
function buildLightDreamingBody(entries: ShortTermRecallEntry[]): string[] {
if (entries.length === 0) {
return ["- No notable updates."];
}
const lines: string[] = [];
for (const entry of entries) {
const snippet = entry.snippet || "(no snippet captured)";
lines.push(`- Candidate: ${snippet}`);
lines.push(` - confidence: ${entryAverageScore(entry).toFixed(2)}`);
lines.push(` - evidence: ${entry.path}:${entry.startLine}-${entry.endLine}`);
lines.push(` - recalls: ${entry.recallCount}`);
lines.push(` - status: staged`);
}
return lines;
}
type RemTruthSelection = {
key: string;
snippet: string;
confidence: number;
evidence: string;
};
type RemTruthCandidate = Omit<RemTruthSelection, "key">;
export type RemDreamingPreview = {
sourceEntryCount: number;
reflections: string[];
candidateTruths: RemTruthCandidate[];
candidateKeys: string[];
bodyLines: string[];
};
function calculateCandidateTruthConfidence(entry: ShortTermRecallEntry): number {
const recallStrength = Math.min(1, Math.log1p(entry.recallCount) / Math.log1p(6));
const averageScore = entryAverageScore(entry);
const consolidation = Math.min(1, (entry.recallDays?.length ?? 0) / 3);
const conceptual = Math.min(1, (entry.conceptTags?.length ?? 0) / 6);
return Math.max(
0,
Math.min(
1,
averageScore * 0.45 + recallStrength * 0.25 + consolidation * 0.2 + conceptual * 0.1,
),
);
}
function selectRemCandidateTruths(
entries: ShortTermRecallEntry[],
limit: number,
): RemTruthSelection[] {
if (limit <= 0) {
return [];
}
return dedupeEntries(
entries.filter((entry) => !entry.promotedAt),
0.88,
)
.map((entry) => ({
key: entry.key,
snippet: entry.snippet || "(no snippet captured)",
confidence: calculateCandidateTruthConfidence(entry),
evidence: `${entry.path}:${entry.startLine}-${entry.endLine}`,
}))
.filter((entry) => entry.confidence >= 0.45)
.toSorted((a, b) => b.confidence - a.confidence || a.snippet.localeCompare(b.snippet))
.slice(0, limit);
}
function buildRemReflections(
entries: ShortTermRecallEntry[],
limit: number,
minPatternStrength: number,
): string[] {
const tagStats = new Map<string, { count: number; evidence: Set<string> }>();
for (const entry of entries) {
for (const tag of entry.conceptTags) {
if (!tag) {
continue;
}
const stat = tagStats.get(tag) ?? { count: 0, evidence: new Set<string>() };
stat.count += 1;
stat.evidence.add(`${entry.path}:${entry.startLine}-${entry.endLine}`);
tagStats.set(tag, stat);
}
}
const ranked = [...tagStats.entries()]
.map(([tag, stat]) => {
const strength = Math.min(1, (stat.count / Math.max(1, entries.length)) * 2);
return { tag, strength, stat };
})
.filter((entry) => entry.strength >= minPatternStrength)
.toSorted(
(a, b) =>
b.strength - a.strength || b.stat.count - a.stat.count || a.tag.localeCompare(b.tag),
)
.slice(0, limit);
if (ranked.length === 0) {
return ["- No strong patterns surfaced."];
}
const lines: string[] = [];
for (const entry of ranked) {
lines.push(`- Theme: \`${entry.tag}\` kept surfacing across ${entry.stat.count} memories.`);
lines.push(` - confidence: ${entry.strength.toFixed(2)}`);
lines.push(` - evidence: ${[...entry.stat.evidence].slice(0, 3).join(", ")}`);
lines.push(` - note: reflection`);
}
return lines;
}
export function previewRemDreaming(params: {
entries: ShortTermRecallEntry[];
limit: number;
minPatternStrength: number;
}): RemDreamingPreview {
const reflections = buildRemReflections(params.entries, params.limit, params.minPatternStrength);
const candidateSelections = selectRemCandidateTruths(
params.entries,
Math.max(1, Math.min(3, params.limit)),
);
const candidateTruths = candidateSelections.map((entry) => ({
snippet: entry.snippet,
confidence: entry.confidence,
evidence: entry.evidence,
}));
const candidateKeys = [...new Set(candidateSelections.map((entry) => entry.key))];
const bodyLines = [
"### Reflections",
...reflections,
"",
"### Possible Lasting Truths",
...(candidateTruths.length > 0
? candidateTruths.map(
(entry) =>
`- ${entry.snippet} [confidence=${entry.confidence.toFixed(2)} evidence=${entry.evidence}]`,
)
: ["- No strong candidate truths surfaced."]),
];
return {
sourceEntryCount: params.entries.length,
reflections,
candidateTruths,
candidateKeys,
bodyLines,
};
}
async function runLightDreaming(params: {
workspaceDir: string;
cfg?: OpenClawConfig;
config: MemoryLightDreamingConfig & {
timezone?: string;
storage: { mode: "inline" | "separate" | "both"; separateReports: boolean };
};
logger: Logger;
subagent?: Parameters<typeof generateAndAppendDreamNarrative>[0]["subagent"];
nowMs?: number;
}): Promise<void> {
const nowMs = Number.isFinite(params.nowMs) ? (params.nowMs as number) : Date.now();
const cutoffMs = calculateLookbackCutoffMs(nowMs, params.config.lookbackDays);
await ingestDailyMemorySignals({
workspaceDir: params.workspaceDir,
lookbackDays: params.config.lookbackDays,
limit: params.config.limit,
nowMs,
timezone: params.config.timezone,
});
await ingestSessionTranscriptSignals({
workspaceDir: params.workspaceDir,
cfg: params.cfg,
lookbackDays: params.config.lookbackDays,
nowMs,
timezone: params.config.timezone,
});
const entries = dedupeEntries(
(await readShortTermRecallEntries({ workspaceDir: params.workspaceDir, nowMs }))
.filter((entry) => entryWithinLookback(entry, cutoffMs))
.toSorted((a, b) => {
const byTime = Date.parse(b.lastRecalledAt) - Date.parse(a.lastRecalledAt);
if (byTime !== 0) {
return byTime;
}
return b.recallCount - a.recallCount;
})
.slice(0, params.config.limit),
params.config.dedupeSimilarity,
);
const capped = entries.slice(0, params.config.limit);
const bodyLines = buildLightDreamingBody(capped);
await writeDailyDreamingPhaseBlock({
workspaceDir: params.workspaceDir,
phase: "light",
bodyLines,
nowMs,
timezone: params.config.timezone,
storage: params.config.storage,
});
await recordDreamingPhaseSignals({
workspaceDir: params.workspaceDir,
phase: "light",
keys: capped.map((entry) => entry.key),
nowMs,
});
if (params.config.enabled && entries.length > 0 && params.config.storage.mode !== "separate") {
params.logger.info(
`memory-core: light dreaming staged ${Math.min(entries.length, params.config.limit)} candidate(s) [workspace=${params.workspaceDir}].`,
);
}
// Generate dream diary narrative from the staged entries.
if (params.subagent && capped.length > 0) {
const themes = [...new Set(capped.flatMap((e) => e.conceptTags).filter(Boolean))];
const data: NarrativePhaseData = {
phase: "light",
snippets: capped.map((e) => e.snippet).filter(Boolean),
...(themes.length > 0 ? { themes } : {}),
};
await generateAndAppendDreamNarrative({
subagent: params.subagent,
workspaceDir: params.workspaceDir,
data,
nowMs,
timezone: params.config.timezone,
logger: params.logger,
});
}
}
async function runRemDreaming(params: {
workspaceDir: string;
cfg?: OpenClawConfig;
config: MemoryRemDreamingConfig & {
timezone?: string;
storage: { mode: "inline" | "separate" | "both"; separateReports: boolean };
};
logger: Logger;
subagent?: Parameters<typeof generateAndAppendDreamNarrative>[0]["subagent"];
nowMs?: number;
}): Promise<void> {
const nowMs = Number.isFinite(params.nowMs) ? (params.nowMs as number) : Date.now();
const cutoffMs = calculateLookbackCutoffMs(nowMs, params.config.lookbackDays);
await ingestDailyMemorySignals({
workspaceDir: params.workspaceDir,
lookbackDays: params.config.lookbackDays,
limit: params.config.limit,
nowMs,
timezone: params.config.timezone,
});
await ingestSessionTranscriptSignals({
workspaceDir: params.workspaceDir,
cfg: params.cfg,
lookbackDays: params.config.lookbackDays,
nowMs,
timezone: params.config.timezone,
});
const entries = (
await readShortTermRecallEntries({ workspaceDir: params.workspaceDir, nowMs })
).filter((entry) => entryWithinLookback(entry, cutoffMs));
const preview = previewRemDreaming({
entries,
limit: params.config.limit,
minPatternStrength: params.config.minPatternStrength,
});
await writeDailyDreamingPhaseBlock({
workspaceDir: params.workspaceDir,
phase: "rem",
bodyLines: preview.bodyLines,
nowMs,
timezone: params.config.timezone,
storage: params.config.storage,
});
await recordDreamingPhaseSignals({
workspaceDir: params.workspaceDir,
phase: "rem",
keys: preview.candidateKeys,
nowMs,
});
if (params.config.enabled && entries.length > 0 && params.config.storage.mode !== "separate") {
params.logger.info(
`memory-core: REM dreaming wrote reflections from ${entries.length} recent memory trace(s) [workspace=${params.workspaceDir}].`,
);
}
// Generate dream diary narrative from REM reflections.
if (params.subagent && entries.length > 0) {
const snippets = preview.candidateTruths.map((t) => t.snippet).filter(Boolean);
const themes = preview.reflections.filter(
(r) => !r.startsWith("- No strong") && !r.startsWith(" -"),
);
const data: NarrativePhaseData = {
phase: "rem",
snippets:
snippets.length > 0
? snippets
: entries
.slice(0, 8)
.map((e) => e.snippet)
.filter(Boolean),
...(themes.length > 0 ? { themes } : {}),
};
await generateAndAppendDreamNarrative({
subagent: params.subagent,
workspaceDir: params.workspaceDir,
data,
nowMs,
timezone: params.config.timezone,
logger: params.logger,
});
}
}
export async function runDreamingSweepPhases(params: {
workspaceDir: string;
pluginConfig?: Record<string, unknown>;
cfg?: OpenClawConfig;
logger: Logger;
subagent?: Parameters<typeof generateAndAppendDreamNarrative>[0]["subagent"];
nowMs?: number;
}): Promise<void> {
const light = resolveMemoryLightDreamingConfig({
pluginConfig: params.pluginConfig,
cfg: params.cfg,
});
if (light.enabled && light.limit > 0) {
await runLightDreaming({
workspaceDir: params.workspaceDir,
cfg: params.cfg,
config: light,
logger: params.logger,
subagent: params.subagent,
nowMs: params.nowMs,
});
}
const rem = resolveMemoryRemDreamingConfig({
pluginConfig: params.pluginConfig,
cfg: params.cfg,
});
if (rem.enabled && rem.limit > 0) {
await runRemDreaming({
workspaceDir: params.workspaceDir,
cfg: params.cfg,
config: rem,
logger: params.logger,
subagent: params.subagent,
nowMs: params.nowMs,
});
}
}
async function runPhaseIfTriggered(
params: RunPhaseIfTriggeredParams,
): Promise<{ handled: true; reason: string } | undefined> {
const hasEventToken = params.cleanedBody.trim().split(/\s+/).includes(params.eventText);
if (params.trigger !== "heartbeat" || !hasEventToken) {
return undefined;
}
if (!params.config.enabled) {
return { handled: true, reason: `memory-core: ${params.phase} dreaming disabled` };
}
const workspaces = resolveWorkspaces({
cfg: params.cfg,
fallbackWorkspaceDir: params.workspaceDir,
});
if (workspaces.length === 0) {
params.logger.warn(
`memory-core: ${params.phase} dreaming skipped because no memory workspace is available.`,
);
return { handled: true, reason: `memory-core: ${params.phase} dreaming missing workspace` };
}
if (params.config.limit === 0) {
params.logger.info(`memory-core: ${params.phase} dreaming skipped because limit=0.`);
return { handled: true, reason: `memory-core: ${params.phase} dreaming disabled by limit` };
}
for (const workspaceDir of workspaces) {
try {
if (params.phase === "light") {
await runLightDreaming({
workspaceDir,
cfg: params.cfg,
config: params.config,
logger: params.logger,
subagent: params.subagent,
});
} else {
await runRemDreaming({
workspaceDir,
cfg: params.cfg,
config: params.config,
logger: params.logger,
subagent: params.subagent,
});
}
} catch (err) {
params.logger.error(
`memory-core: ${params.phase} dreaming failed for workspace ${workspaceDir}: ${formatErrorMessage(err)}`,
);
}
}
return { handled: true, reason: `memory-core: ${params.phase} dreaming processed` };
}
/**
* @deprecated Unified dreaming registration lives in registerShortTermPromotionDreaming().
*/
export function registerMemoryDreamingPhases(_api: OpenClawPluginApi): void {
// LEGACY(memory-v1): kept as a no-op compatibility shim while the unified
// dreaming controller owns startup reconciliation and heartbeat triggers.
}
export const __testing = {
runPhaseIfTriggered,
constants: {
LIGHT_SLEEP_EVENT_TEXT,
REM_SLEEP_EVENT_TEXT,
},
};