Compare commits

...

1 Commits
1.6.2 ... 1.6.3

Author SHA1 Message Date
08a351e028 Better memory management
All checks were successful
Publish Library / Build NPM Project (push) Successful in 59s
Publish Library / Tag Version (push) Successful in 11s
2026-08-24 14:42:10 -04:00
2 changed files with 109 additions and 34 deletions

View File

@@ -1,6 +1,6 @@
{
"name": "@ztimson/ai-utils",
"version": "1.6.2",
"version": "1.6.3",
"description": "AI Utility library",
"author": "Zak Timson",
"license": "MIT",

View File

@@ -2,9 +2,10 @@ import {MemoryNode, rebuildGraph} from './helpers.ts';
import {LLMRequest, LLMMessage} from './llm.ts';
import {AiTool} from './tools.ts';
import {KDPoint, KDTree} from './kd-tree.ts';
import {escapeRegex} from '@ztimson/utils';
const FACTS_HEADING = '## Facts';
const MERGE_THRESHOLD = 0.88;
const PENDING_HEADING = '## Pending';
const GENERIC_TEMPLATE = `# {{Title}}
## Summary
@@ -32,6 +33,11 @@ type FactBucket = {
facts: string[];
}
type FactAgentResult = {
buckets: FactBucket[];
journal: string;
}
function dedupeFacts(facts: string[]): string[] {
const seen = new Map<string, string>();
for (const f of facts) {
@@ -251,14 +257,13 @@ ${m.content}
return new MemoryAccessor(memories);
}
private appendFacts(node: Memory, facts: string[]): void {
private stage(node: Memory, block: string): void {
this.ensureDoc(node);
const body = stripHeader(node.content);
const bullets = facts.map(f => `- ${f}`).join('\n');
const idx = body.indexOf(FACTS_HEADING);
const idx = body.indexOf(PENDING_HEADING);
const newBody = idx === -1
? `${body.trimEnd()}\n\n${FACTS_HEADING}\n${bullets}\n`
: `${body.slice(0, idx + FACTS_HEADING.length)}\n${bullets}${body.slice(idx + FACTS_HEADING.length)}`;
? `${body.trimEnd()}\n\n${PENDING_HEADING}\n${block}\n`
: `${body.slice(0, idx + PENDING_HEADING.length)}\n${block}${body.slice(idx + PENDING_HEADING.length)}`;
node.content = this.touchHeader(node, newBody);
}
@@ -268,16 +273,30 @@ ${m.content}
node.content = this.touchHeader(node, `# ${title}\n`);
}
private async factAgent(conversation: string, store: MemoryAccessor, options: LLMRequest, weekKey: string): Promise<FactBucket[]> {
private sanitizeDescription(text: string): string {
return (text ?? '').replace(/\s+/g, ' ').trim().slice(0, 240);
}
private relink(memories: Memory[], from: string, to: string): void {
const pattern = new RegExp(`\\[\\[${escapeRegex(from)}\\]\\]`, 'g');
for (const m of memories) if (pattern.test(m.content)) m.content = m.content.replace(pattern, `[[${to}]]`);
}
private async factAgent(conversation: string, store: MemoryAccessor, options: LLMRequest): Promise<FactAgentResult> {
const ghosts = store.ghosts();
const response = await this.llm.ask(conversation, {
model: options.model,
temperature: 0.2,
system: `You are a fact extractor to build obsidian knowledge vaults.
Analyze this conversation and extract facts worth remembering long-term.
Analyze this conversation and produce two things: a journal recap and any long-term facts worth filing.
Rules:
Journal recap rules:
- 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
- Write something whenever there was any meaningful activity, even if nothing below qualifies as a hard fact
- Leave it empty only for trivial/empty exchanges (greetings, pleasantries, nothing happened)
Fact bucket rules:
- Always extract facts that the user explicitly told you to remember
- ONLY extract current facts the USER explicitly stated about themselves, their work, projects or decisions that were MADE during this conversation
- DO NOT extract greetings, pleasantries, or generic exchanges
@@ -286,19 +305,20 @@ Rules:
- If nothing worth remembering was said, return an empty buckets array
When extracting facts, you MUST also decide the exact destination path:
- Reuse node names (including ghost) as much as possible IF the facts belongs there
- Reuse node names (including ghost) as much as possible IF the fact belongs there
- All information primarily about the user should go under "People/User"
- When required, create a new path following collection/subject format (e.g., People/Sarah, Projects/Oxide) — you are not limited to any fixed list of collections, use whatever fits
- For journal entries, use "Journal"
- 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.
- 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
- 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
Available nodes:
- Journal
${this.listNodes(store.list).filter(n => !n.name.includes('Journal')).map(n => `- ${n.name}: ${n.description}`).join('\n') || 'None yet.'}
${this.listNodes(store.list).map(n => `- ${n.name}: ${n.description}`).join('\n') || 'None yet.'}
${ghosts.length ? `${ghosts.map(g => `- ${g}: (Ghost)`).join('\n')}` : ''}`,
schema: {
journal: {type: 'string', description: 'Short day-to-day recap of this conversation, see rules above. Empty string if nothing happened.', required: false},
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: {
type: 'object', items: {
subject: {type: 'string', description: 'Exact existing node name OR new path (e.g. "People/Sarah", "Projects/Oxide"), or "Journal"', required: true},
subject: {type: 'string', description: 'Exact existing node name OR new path (e.g. "People/Sarah", "Projects/Oxide")', required: true},
facts: {
type: 'array',
description: 'Facts to store at this destination',
@@ -311,15 +331,17 @@ ${ghosts.length ? `${ghosts.map(g => `- ${g}: (Ghost)`).join('\n')}` : ''}`,
});
const buckets = new Map<string, string[]>();
for(const bucket of response.buckets ?? []) {
const subject = bucket.subject.trim().toLowerCase() === 'journal'
? `Journal/${weekKey}` : bucket.subject.trim();
for (const bucket of response.buckets ?? []) {
const subject = bucket.subject.trim();
const facts = buckets.get(subject) ?? [];
facts.push(...dedupeFacts(bucket.facts));
buckets.set(subject, facts);
}
return buckets.entries().toArray().map(([subject, facts]) => ({subject, facts}));
return {
buckets: buckets.entries().toArray().map(([subject, facts]) => ({subject, facts})),
journal: (response.journal ?? '').trim(),
};
}
private getWeekMonday(date: Date = new Date()): string {
@@ -334,6 +356,34 @@ ${ghosts.length ? `${ghosts.map(g => `- ${g}: (Ghost)`).join('\n')}` : ''}`,
return memories.map(m => ({name: m.name, description: m.description}));
}
/** Find the nearest node above the similarity threshold and fold the smaller/less-connected one into
* the other. Journals are exempt — they're partitioned by date, not topic, and merging across weeks
* would wreck the timeline. Returns 'merged' if `node` absorbed another (caller should re-run the doc
* agent), 'absorbed' if `node` itself got folded away (caller should stop touching it), or null. */
private async checkMerge(node: Memory, memories: Memory[] | MemoryCache, options: LLMRequest, threshold = MERGE_THRESHOLD): Promise<'merged' | 'absorbed' | null> {
if (!node.embedding?.length || node.name.startsWith('Journal/')) return null;
const store = this.access(memories);
let closest: Memory | null = null, closestDist = Infinity;
for (const other of store.list) {
if (other.name === node.name || other.name.startsWith('Journal/') || !other.embedding?.length) continue;
const d = cosineDistance(node.embedding, other.embedding);
if (d < closestDist) { closestDist = d; closest = other; }
}
if (!closest || closestDist > threshold) return null;
const weight = (m: Memory) => m.content.length + (m.links.length + m.backlinks.length) * 200;
const [primary, secondary] = weight(node) >= weight(closest) ? [node, closest] : [closest, node];
this.stage(primary, `### Merged from [[${secondary.name}]]\n\n${stripHeader(secondary.content)}`);
this.relink(store.list, secondary.name, primary.name);
store.forget(secondary.name);
if (primary === node) return 'merged';
this.reconcile(primary, memories, options).catch(() => {});
return 'absorbed';
}
private reconcile(node: Memory, memories: Memory[] | MemoryCache, options: LLMRequest): Promise<void> {
const key = node.name;
const existing = this.queues.get(key);
@@ -350,6 +400,9 @@ ${ghosts.length ? `${ghosts.map(g => `- ${g}: (Ghost)`).join('\n')}` : ''}`,
do {
entry.dirty = false;
await this.docAgent(node, store.list, options, entry);
const merge = await this.checkMerge(node, memories, options);
if (merge === 'absorbed') break;
if (merge === 'merged') entry.dirty = true;
} while (entry.dirty);
})().finally(() => {
this.queues.delete(key);
@@ -360,6 +413,7 @@ ${ghosts.length ? `${ghosts.map(g => `- ${g}: (Ghost)`).join('\n')}` : ''}`,
private async docAgent(node: Memory, memories: Memory[], options: LLMRequest, entry: {request: {abort?: () => void} | null}): Promise<void> {
const currentBody = stripHeader(node.content);
const isJournal = node.name.startsWith('Journal/');
let update;
try {
for (let i = 0; i < 2 && !update?.content; i++) {
@@ -367,24 +421,27 @@ ${ghosts.length ? `${ghosts.map(g => `- ${g}: (Ghost)`).join('\n')}` : ''}`,
model: options.model,
temperature: 0.3,
schema: {
description: {type: 'string', description: 'One-line description of what this document covers, no formatting or emojis', required: true},
description: {type: 'string', description: 'One factual sentence describing what this document contains. Never a thought process, reasoning, or meta-commentary about the task.', required: true},
content: {type: 'string', description: 'Rewritten document body in markdown, without the frontmatter block', required: true},
},
system: `You are a knowledge base editor maintaining one document in an Obsidian-style vault.
If the document has a "${FACTS_HEADING}" section, integrate every bullet under it into the appropriate part of the document, then remove the "${FACTS_HEADING}" section entirely. If there is no such section, just tidy the document per the rules below.
If the document has a "${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.
Structure: follow this generic shape loosely, adapting section names/order to what the content actually needs (e.g. journal-style docs may want a timeline instead of "Details"):
Structure: follow this generic shape loosely, adapting section names/order to what the content actually needs:
\`\`\`markdown
${GENERIC_TEMPLATE}
\`\`\`
${isJournal
? `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.`
: `Resolve contradictions: newer facts always win — delete the outdated statement entirely, never keep both.`}
Formatting rules:
- Use Obsidian-style markdown: # headings, **bold** for emphasis, bullet & numbered lists for grouped 1D data, tables for 2D data
- Link related concepts with [[WikiLink]] notation using full paths like [[People/Sarah]] or [[Projects/Website]]
- Create links for specific entities (person, place, project, program) and abstract concepts, but skip generics (car, red, dog)
- Keep the document concise, factual, and human-readable
- Resolve contradictions: newer facts always win — delete the outdated statement entirely, never keep both
- Do not add frontmatter blocks, filler, preamble, or AI commentary
Other nodes in the vault (link to these instead of duplicating their content):
@@ -406,7 +463,7 @@ ${currentBody}
}
if (!update?.content) return;
node.description = node.name !== 'People/User' ? update.description : 'All information about the current user';
node.description = node.name !== 'People/User' ? this.sanitizeDescription(update.description) : 'All information about the current user';
node.content = this.touchHeader(node, update.content);
const [e] = await this.llm.embedding(node.content);
if (e) node.embedding = e.embedding;
@@ -419,7 +476,11 @@ ${currentBody}
for (const line of match[1].split('\n')) {
const i = line.indexOf(':');
if (i === -1) continue;
fm.set(line.slice(0, i).trim(), line.slice(i + 1).trim());
const key = line.slice(0, i).trim();
const raw = line.slice(i + 1).trim();
let value = raw;
try { value = JSON.parse(raw); } catch { /* legacy unquoted value, keep raw */ }
fm.set(key, value);
}
return {fm, body: match[2]};
}
@@ -433,7 +494,7 @@ ${currentBody}
}
private writeFrontmatter(fm: Map<string, string>, body: string): string {
const lines = [...fm.entries()].map(([k, v]) => `${k}: ${v}`);
const lines = [...fm.entries()].map(([k, v]) => `${k}: ${JSON.stringify(String(v).replace(/\s+/g, ' ').trim())}`);
return `---\n${lines.join('\n')}\n---\n\n${body.trimStart()}`;
}
@@ -498,20 +559,34 @@ ${currentBody}
history.push(pending);
const store = this.access(memories);
const buckets = await this.factAgent(conversation, store, options, this.getWeekMonday());
const {buckets, journal} = await this.factAgent(conversation, store, options);
const touched: Memory[] = [];
if (journal) {
const journalName = `Journal/${this.getWeekMonday()}`;
let jnode = store.find(journalName);
if (!jnode) {
jnode = {name: journalName, description: '', content: '', embedding: [], links: [], backlinks: []};
store.list.push(jnode);
}
this.stage(jnode, `### ${new Date().toISOString().slice(0, 10)}\n${journal}`);
touched.push(jnode);
}
for (const {subject, facts} of buckets) {
let node = store.find(subject);
if (!node) {
node = {name: subject, description: '', content: '', embedding: [], links: [], backlinks: []};
store.list.push(node);
}
this.appendFacts(node, facts);
this.stage(node, facts.map(f => `- ${f}`).join('\n'));
touched.push(node);
}
for (const node of touched) {
const [e] = await this.llm.embedding(node.content);
if (e) node.embedding = e.embedding;
this.touch(node.name);
touched.push(node);
}
if (touched.length) {
@@ -526,9 +601,9 @@ ${currentBody}
return touched;
}
async reconcileVault(memories: Memory[] | MemoryCache, options: LLMRequest, scope: 'touched' | 'all' = 'touched'): Promise<void> {
async reconcileAll(memories: Memory[] | MemoryCache, options: LLMRequest, scope: 'touched' | 'all' = 'touched'): Promise<void> {
const store = this.access(memories);
const targets = scope === 'all' ? store.list : store.list.filter(m => m.content.includes(FACTS_HEADING));
const targets = scope === 'all' ? store.list : store.list.filter(m => m.content.includes(PENDING_HEADING));
await Promise.all(targets.map(node => this.reconcile(node, memories, options)));
store.commit();
}