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@@ -4,7 +4,7 @@ import {AiTool} from './tools.ts';
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import {KDPoint, KDTree} from './kd-tree.ts';
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import {KDPoint, KDTree} from './kd-tree.ts';
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import {escapeRegex} from '@ztimson/utils';
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import {escapeRegex} from '@ztimson/utils';
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const MERGE_THRESHOLD = 0.88;
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const MERGE_THRESHOLD = 0.12;
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const PENDING_HEADING = '## Pending';
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const PENDING_HEADING = '## Pending';
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const GENERIC_TEMPLATE = `# {{Title}}
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const GENERIC_TEMPLATE = `# {{Title}}
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@@ -107,8 +107,8 @@ export class MemoryCache {
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}
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}
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update(memory: Memory): void {
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update(memory: Memory): void {
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const idx = this.memories.findIndex(m => m.name === memory.name);
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const existing = this.memories.find(m => m.name === memory.name);
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if (idx !== -1) this.memories[idx] = memory;
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if (existing) Object.assign(existing, memory);
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else this.memories.push(memory);
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else this.memories.push(memory);
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this.rebuild();
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this.rebuild();
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}
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}
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@@ -169,7 +169,7 @@ class MemoryAccessor {
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const missing = this.list.filter(m => !m.embedding?.length);
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const missing = this.list.filter(m => !m.embedding?.length);
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if (!missing.length) return 0;
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if (!missing.length) return 0;
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await Promise.all(missing.map(async node => {
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await Promise.all(missing.map(async node => {
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const [e] = await llm.embedding(node.content);
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const [e] = await llm.embedding(`${node.description}\n\n${stripHeader(node.content)}`.trim());
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if (e) node.embedding = e.embedding;
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if (e) node.embedding = e.embedding;
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}));
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}));
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this.commit();
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this.commit();
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@@ -191,13 +191,13 @@ export type MemoryOptions = {
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}
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}
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export class MemoryManager {
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export class MemoryManager {
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private recentlyTouched = new Map<string, number>();
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private mergeLock: Promise<any> = Promise.resolve();
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private queues = new Map<string, {
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private queues = new Map<string, {
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dirty: boolean,
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dirty: boolean,
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request: {abort?: () => void} | null,
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request: {abort?: () => void} | null,
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task: Promise<void>,
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task: Promise<void>,
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}>();
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}>();
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private recentlyTouched = new Map<string, number>();
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tools = {
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tools = {
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forget: (memories: Memory[] | MemoryCache): AiTool => ({
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forget: (memories: Memory[] | MemoryCache): AiTool => ({
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@@ -288,42 +288,37 @@ ${m.content}
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const response = await this.llm.ask(conversation, {
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const response = await this.llm.ask(conversation, {
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model: options.model,
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model: options.model,
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temperature: 0.2,
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temperature: 0.2,
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system: `You are a fact extractor to build obsidian knowledge vaults.
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system: `You are a fact extractor for Obsidian-style knowledge vaults. Analyze the conversation and produce:
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Analyze this conversation and produce two things: a journal recap and any long-term facts worth filing.
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Journal recap rules:
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1. Journal recap (single paragraph)
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- Write a short day-to-day recap of this conversation: what was discussed/worked on, decisions still in flux, the user's state/mood if mentioned, general context
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- "Captains Log" style record keeping
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- Write something whenever there was any meaningful activity, even if nothing below qualifies as a hard fact
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- What was discussed/worked on, decisions, user's events/state/mood, general context
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- Leave it empty only for trivial/empty exchanges (greetings, pleasantries, nothing happened)
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- Leave empty only for trivial/empty exchanges/small talk
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Fact bucket rules:
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2. Fact buckets
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- Always extract facts that the user explicitly told you to remember
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- ONLY facts the USER explicitly stated about themselves, their work, projects, or decisions made during this conversation
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- ONLY extract current facts the USER explicitly stated about themselves, their work, projects or decisions that were MADE during this conversation
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- NEVER extract greetings, pleasantries, or anything the assistant itself said
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- DO NOT extract greetings, pleasantries, or generic exchanges
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- Extract the final/end state, not deltas
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- DO NOT extract deltas or changes in facts; ONLY the end fact
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- DO NOT extract anything the AI/assistant itself said
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- If nothing worth remembering was said, return an empty buckets array
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When extracting facts, you MUST also decide the exact destination path:
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Path assignment rules:
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- Reuse node names (including ghost) as much as possible IF the fact belongs there
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- Reuse existing node names whenever possible
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- All information primarily about the user should go under "People/User"
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- Documents should be grouped and named by the root subject
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- NEVER use a generic label like "Technical Issue", "Technical Decision", "Technical Requirement", "Bug", "Feature Request" as a subject — these fragment the vault. Every fact belongs to a concrete subject: a person, project, or system.
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- Person → People/Name
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- A bug report, its investigation, and its eventual fix are the SAME topic — reuse the one node for the subject, don't fork a new one per event
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- Project → Projects/Name
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- When required, create a new path following collection/subject format (e.g., People/Sarah, Projects/Oxide), named after the subject, not the event — you are not limited to any fixed list of collections
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- Concept → Concepts/Name
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- A bug report, its investigation, should be nested and attached to the same root subject node
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- Tickets/one-off tasks → file under the project/name/component they belong to
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- Only create a new top-level node when the fact belongs to a genuinely new subject (person/project/concept)\`
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Available nodes:
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Available nodes:
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${this.listNodes(store.list).map(n => `- ${n.name}: ${n.description}`).join('\n') || 'None yet.'}
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${this.listNodes(store.list).map(n => `- ${n.name}: ${n.description}`).join('\n') || 'None yet.'}
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${ghosts.length ? `${ghosts.map(g => `- ${g}: (Ghost)`).join('\n')}` : ''}`,
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${ghosts.length ? `${ghosts.map(g => `- ${g}: (Ghost)`).join('\n')}` : ''}`,
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schema: {
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schema: {
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journal: {type: 'string', description: 'Short day-to-day recap of this conversation, see rules above. Empty string if nothing happened.', required: false},
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journal: {type: 'string', description: 'Short day-to-day recap; empty if nothing happened.', required: false},
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buckets: {type: 'array', description: 'Groups of facts to remember, each assigned to a different node. Return an empty array if there is nothing worth storing in an obsidian vault', items: {
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buckets: {type: 'array', description: 'Groups of facts to remember; empty array if nothing worth storing.', items: {
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type: 'object', items: {
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type: 'object', items: {
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subject: {type: 'string', description: 'Exact existing node name OR new path (e.g. "People/Sarah", "Projects/Oxide")', required: true},
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subject: {type: 'string', description: 'Exact node name or new path (e.g. "People/Sarah", "Projects/Oxide")', required: true},
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facts: {
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facts: {type: 'array', description: 'Facts to store here', items: {type: 'string'}},
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type: 'array',
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description: 'Facts to store at this destination',
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items: {type: 'string', description: 'A single fact'},
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},
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},
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},
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},
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},
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},
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},
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@@ -356,11 +351,7 @@ ${ghosts.length ? `${ghosts.map(g => `- ${g}: (Ghost)`).join('\n')}` : ''}`,
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return memories.map(m => ({name: m.name, description: m.description}));
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return memories.map(m => ({name: m.name, description: m.description}));
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}
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}
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/** Find the nearest node above the similarity threshold and fold the smaller/less-connected one into
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private async checkMerge(node: Memory, memories: Memory[] | MemoryCache, options: LLMRequest, threshold = MERGE_THRESHOLD): Promise<Memory | null> {
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* the other. Journals are exempt — they're partitioned by date, not topic, and merging across weeks
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* would wreck the timeline. Returns 'merged' if `node` absorbed another (caller should re-run the doc
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* agent), 'absorbed' if `node` itself got folded away (caller should stop touching it), or null. */
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private async checkMerge(node: Memory, memories: Memory[] | MemoryCache, options: LLMRequest, threshold = MERGE_THRESHOLD): Promise<'merged' | 'absorbed' | null> {
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if (!node.embedding?.length || node.name.startsWith('Journal/')) return null;
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if (!node.embedding?.length || node.name.startsWith('Journal/')) return null;
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const store = this.access(memories);
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const store = this.access(memories);
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@@ -372,16 +363,24 @@ ${ghosts.length ? `${ghosts.map(g => `- ${g}: (Ghost)`).join('\n')}` : ''}`,
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}
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}
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if (!closest || closestDist > threshold) return null;
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if (!closest || closestDist > threshold) return null;
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const weight = (m: Memory) => m.content.length + (m.links.length + m.backlinks.length) * 200;
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const result = await this.mergeAgent(node, closest, options);
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const [primary, secondary] = weight(node) >= weight(closest) ? [node, closest] : [closest, node];
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const merged: Memory = {name: result.name, description: this.sanitizeDescription(result.description), content: '', embedding: [], links: [], backlinks: []};
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merged.content = this.touchHeader(merged, result.content);
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const [e] = await this.llm.embedding(`${merged.description}\n\n${result.content}`.trim());
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if (e) merged.embedding = e.embedding;
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this.stage(primary, `### Merged from [[${secondary.name}]]\n\n${stripHeader(secondary.content)}`);
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this.relink(store.list, node.name, merged.name);
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this.relink(store.list, secondary.name, primary.name);
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this.relink(store.list, closest.name, merged.name);
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store.forget(secondary.name);
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if (primary === node) return 'merged';
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this.queues.get(closest.name)?.request?.abort?.();
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this.reconcile(primary, memories, options).catch(() => {});
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this.queues.delete(closest.name);
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return 'absorbed';
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store.forget(node.name);
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store.forget(closest.name);
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store.list.push(merged);
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store.commit();
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return merged;
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}
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}
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private reconcile(node: Memory, memories: Memory[] | MemoryCache, options: LLMRequest): Promise<void> {
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private reconcile(node: Memory, memories: Memory[] | MemoryCache, options: LLMRequest): Promise<void> {
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@@ -397,12 +396,13 @@ ${ghosts.length ? `${ghosts.map(g => `- ${g}: (Ghost)`).join('\n')}` : ''}`,
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this.queues.set(key, entry);
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this.queues.set(key, entry);
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const store = this.access(memories);
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const store = this.access(memories);
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entry.task = (async () => {
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entry.task = (async () => {
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let current = node;
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do {
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do {
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entry.dirty = false;
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entry.dirty = false;
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await this.docAgent(node, store.list, options, entry);
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await this.docAgent(current, store.list, options, entry);
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const merge = await this.checkMerge(node, memories, options);
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this.mergeLock = this.mergeLock.then(() => this.checkMerge(current, memories, options));
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if (merge === 'absorbed') break;
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const merged = await this.mergeLock;
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if (merge === 'merged') entry.dirty = true;
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if(merged) current = merged;
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} while (entry.dirty);
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} while (entry.dirty);
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})().finally(() => {
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})().finally(() => {
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this.queues.delete(key);
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this.queues.delete(key);
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@@ -412,8 +412,8 @@ ${ghosts.length ? `${ghosts.map(g => `- ${g}: (Ghost)`).join('\n')}` : ''}`,
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}
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}
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private async docAgent(node: Memory, memories: Memory[], options: LLMRequest, entry: {request: {abort?: () => void} | null}): Promise<void> {
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private async docAgent(node: Memory, memories: Memory[], options: LLMRequest, entry: {request: {abort?: () => void} | null}): Promise<void> {
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if(!memories.includes(node)) return;
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const currentBody = stripHeader(node.content);
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const currentBody = stripHeader(node.content);
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const isJournal = node.name.startsWith('Journal/');
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let update;
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let update;
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try {
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try {
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for (let i = 0; i < 2 && !update?.content; i++) {
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for (let i = 0; i < 2 && !update?.content; i++) {
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@@ -421,30 +421,27 @@ ${ghosts.length ? `${ghosts.map(g => `- ${g}: (Ghost)`).join('\n')}` : ''}`,
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model: options.model,
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model: options.model,
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temperature: 0.3,
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temperature: 0.3,
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schema: {
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schema: {
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description: {type: 'string', description: 'One factual sentence describing what this document contains. Never a thought process, reasoning, or meta-commentary about the task.', required: true},
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description: {type: 'string', description: 'One factual sentence describing the document\'s ENTIRE SUBJECT MATTER — for use as a search/merge fingerprint', required: true},
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content: {type: 'string', description: 'Rewritten document body in markdown, without the frontmatter block', required: true},
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content: {type: 'string', description: 'Rewritten document body in markdown, without the frontmatter block', required: true},
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},
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},
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system: `You are a knowledge base editor maintaining one document in an Obsidian-style vault.
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system: `You are a knowledge base editor maintaining one Obsidian-style document.
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If the document has a "${PENDING_HEADING}" section, it holds new material to integrate — bullet facts, a journal entry, or an entire document merged in from elsewhere (marked "### Merged from [[X]]" or "### {date}"). Fold all of it into the appropriate part of the document, resolving overlap and duplication, then remove the "${PENDING_HEADING}" section entirely. If there is no such section, just tidy the document per the rules below.
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If it has a "## Pending" section, fold all new material into the appropriate part, resolve overlap, then remove the section entirely. If no section, just tidy per the rules below.
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Structure: follow this generic shape loosely, adapting section names/order to what the content actually needs:
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Use this loose structure, adapting headings to what the content needs:
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\`\`\`markdown
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\`\`\`markdown
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${GENERIC_TEMPLATE}
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${GENERIC_TEMPLATE}
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\`\`\`
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\`\`\`
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${isJournal
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Rules:
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? `This document is a journal — a chronological day-to-day log. Keep entries ordered as a timeline under "### {date}" headings. NEVER delete or "resolve away" older entries in favor of newer ones — history stays, only clean up grammar/clarity within an entry.`
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- Contradictions: newer facts always win — delete outdated statements entirely
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: `Resolve contradictions: newer facts always win — delete the outdated statement entirely, never keep both.`}
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- Journals (Journal/...): keep entries as a chronological timeline; clean up grammar within entries but never delete history
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- Use Obsidian markdown: # headings, **bold**, bullet/numbered lists, tables for 2D data
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- Link specific entities and concepts with [[WikiLink]] (e.g., [[Projects/KiwixServer]]); skip generics
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- Keep concise, factual, human-readable
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- NO frontmatter, filler, preamble, or AI commentary
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Formatting rules:
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Available nodes to link to (don't duplicate their content):
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- Use Obsidian-style markdown: # headings, **bold** for emphasis, bullet & numbered lists for grouped 1D data, tables for 2D data
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- Link related concepts with [[WikiLink]] notation using full paths like [[People/Sarah]] or [[Projects/Website]]
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- Create links for specific entities (person, place, project, program) and abstract concepts, but skip generics (car, red, dog)
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- Keep the document concise, factual, and human-readable
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- Do not add frontmatter blocks, filler, preamble, or AI commentary
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Other nodes in the vault (link to these instead of duplicating their content):
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${this.listNodes(memories).filter(n => n.name !== node.name).map(n => n.name).join(', ') || 'none'}
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${this.listNodes(memories).filter(n => n.name !== node.name).map(n => n.name).join(', ') || 'none'}
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Current document:
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Current document:
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@@ -465,10 +462,40 @@ ${currentBody}
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if (!update?.content) return;
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if (!update?.content) return;
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node.description = node.name !== 'People/User' ? this.sanitizeDescription(update.description) : 'All information about the current user';
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node.description = node.name !== 'People/User' ? this.sanitizeDescription(update.description) : 'All information about the current user';
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node.content = this.touchHeader(node, update.content);
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node.content = this.touchHeader(node, update.content);
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const [e] = await this.llm.embedding(node.content);
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const [e] = await this.llm.embedding(`${node.description}\n\n${update.content}`.trim());
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if (e) node.embedding = e.embedding;
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if (e) node.embedding = e.embedding;
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}
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}
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private async mergeAgent(a: Memory, b: Memory, options: LLMRequest): Promise<{name: string, description: string, content: string}> {
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return this.llm.ask('', {
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model: options.model,
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temperature: 0.3,
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schema: {
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name: {type: 'string', description: 'New path for the merged doc, collection/subject format (e.g. Projects/Oxide) — only reuse an old title if it\'s genuinely the best fit', required: true},
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description: {type: 'string', description: 'One factual sentence describing the merged document\'s subject matter', required: true},
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content: {type: 'string', description: 'Fully reconciled body in markdown, without frontmatter', required: true},
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},
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system: `You are a knowledge base editor merging two overlapping Obsidian documents into one. Newer facts win on contradiction.
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Structure loosely:
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\`\`\`markdown
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${GENERIC_TEMPLATE}
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\`\`\`
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Combine both documents, resolve duplication and contradictions.
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Document A ("${a.name}"):
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\`\`\`markdown
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${stripHeader(a.content)}
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\`\`\`
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Document B ("${b.name}"):
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\`\`\`markdown
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${stripHeader(b.content)}
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\`\`\``,
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});
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}
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private parseFrontmatter(content: string): {fm: Map<string, string>, body: string} {
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private parseFrontmatter(content: string): {fm: Map<string, string>, body: string} {
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const match = content.match(/^---\n([\s\S]*?)\n---\n?([\s\S]*)$/);
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const match = content.match(/^---\n([\s\S]*?)\n---\n?([\s\S]*)$/);
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if (!match) return {fm: new Map(), body: content};
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if (!match) return {fm: new Map(), body: content};
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@@ -583,16 +610,16 @@ ${currentBody}
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touched.push(node);
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touched.push(node);
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}
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}
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for (const node of touched) {
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await Promise.all(touched.map(async node => {
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const [e] = await this.llm.embedding(node.content);
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const [e] = await this.llm.embedding(`${node.description}\n\n${stripHeader(node.content)}`.trim());
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if (e) node.embedding = e.embedding;
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if (e) node.embedding = e.embedding;
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this.touch(node.name);
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this.touch(node.name);
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}
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}));
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if (touched.length) {
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if (touched.length) {
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store.commit();
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store.commit();
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(pending as any).content = `Saved to ${touched.map(n => `[[${n.name}]]`).join(', ')}`;
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(pending as any).content = `Saved to ${touched.map(n => `[[${n.name}]]`).join(', ')}`;
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await Promise.all(touched.map(node => this.reconcile(node, memories, options).catch(() => {})));
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Promise.all(touched.map(node => this.reconcile(node, memories, options).catch(() => {})));
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} else {
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} else {
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(pending as any).content = 'Nothing worth remembering.';
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(pending as any).content = 'Nothing worth remembering.';
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}
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}
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