More memory fixes

Personal file memory organization instructions
2026-07-29 22:11:09 -04:00 · 2026-07-27 22:47:48 -04:00 · 2026-07-27 22:39:06 -04:00 · 2026-07-27 22:34:36 -04:00 · 2026-07-27 20:10:09 -04:00
9 changed files with 646 additions and 479 deletions
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,12 +1,12 @@
 {
 	"name": "@ztimson/ai-utils",
-	"version": "1.0.6",
+	"version": "1.2.6",
 	"lockfileVersion": 3,
 	"requires": true,
 	"packages": {
 		"": {
 			"name": "@ztimson/ai-utils",
-			"version": "1.0.6",
+			"version": "1.2.6",
 			"license": "MIT",
 			"dependencies": {
 				"@anthropic-ai/sdk": "^0.102.0",
@@ -57,34 +57,38 @@
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+			"resolved": "https://registry.npmjs.org/@emnapi/core/-/core-2.0.0-alpha.3.tgz",
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 			"dev": true,
 			"license": "MIT",
 			"optional": true,
+			"peer": true,
 			"dependencies": {
-				"@emnapi/wasi-threads": "1.2.2",
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 				"tslib": "^2.4.0"
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+			"resolved": "https://registry.npmjs.org/@emnapi/runtime/-/runtime-2.0.0-alpha.3.tgz",
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+			"dev": true,
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 			"optional": true,
+			"peer": true,
 			"dependencies": {
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 		"node_modules/@emnapi/wasi-threads": {
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+			"resolved": "https://registry.npmjs.org/@emnapi/wasi-threads/-/wasi-threads-2.0.1.tgz",
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 			"dev": true,
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@@ -573,6 +577,16 @@
 				"url": "https://opencollective.com/libvips"
 			}
 		},
+		"node_modules/@img/sharp-wasm32/node_modules/@emnapi/runtime": {
+			"version": "1.11.3",
+			"resolved": "https://registry.npmjs.org/@emnapi/runtime/-/runtime-1.11.3.tgz",
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+			"license": "MIT",
+			"optional": true,
+			"dependencies": {
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@@ -681,22 +695,25 @@
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+			"resolved": "https://registry.npmjs.org/@napi-rs/wasm-runtime/-/wasm-runtime-1.2.0.tgz",
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 			"license": "MIT",
 			"optional": true,
 			"dependencies": {
 				"@tybys/wasm-util": "^0.10.3"
 			},
+			"engines": {
+				"node": "^20.19.0 || ^22.13.0 || >=23.5.0"
+			},
 			"funding": {
 				"type": "github",
 				"url": "https://github.com/sponsors/Brooooooklyn"
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 			"peerDependencies": {
-				"@emnapi/core": "^1.7.1",
-				"@emnapi/runtime": "^1.7.1"
+				"@emnapi/core": "^2.0.0-alpha.3",
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 		"node_modules/@oxc-project/types": {
@@ -1007,6 +1024,18 @@
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 			}
 		},
+		"node_modules/@rolldown/binding-wasm32-wasi/node_modules/@emnapi/core": {
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+			"resolved": "https://registry.npmjs.org/@emnapi/core/-/core-1.11.1.tgz",
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+			"dependencies": {
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@@ -1018,6 +1047,17 @@
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 			}
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+		"node_modules/@rolldown/binding-wasm32-wasi/node_modules/@emnapi/wasi-threads": {
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+			"resolved": "https://registry.npmjs.org/@emnapi/wasi-threads/-/wasi-threads-1.2.2.tgz",
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+			"license": "MIT",
+			"optional": true,
+			"dependencies": {
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@@ -1408,18 +1448,18 @@
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+			"resolved": "https://registry.npmjs.org/@ztimson/utils/-/utils-0.29.7.tgz",
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@@ -1504,9 +1544,9 @@
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@@ -2009,9 +2049,9 @@
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@@ -2382,9 +2422,9 @@
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@@ -2398,23 +2438,23 @@
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@@ -2433,9 +2473,9 @@
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@@ -2454,9 +2494,9 @@
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@@ -2475,9 +2515,9 @@
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@@ -2496,9 +2536,9 @@
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@@ -2589,9 +2629,9 @@
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 		"node_modules/lightningcss-linux-x64-musl": {
-			"version": "1.32.0",
-			"resolved": "https://registry.npmjs.org/lightningcss-linux-x64-musl/-/lightningcss-linux-x64-musl-1.32.0.tgz",
-			"integrity": "sha512-bYcLp+Vb0awsiXg/80uCRezCYHNg1/l3mt0gzHnWV9XP1W5sKa5/TCdGWaR/zBM2PeF/HbsQv/j2URNOiVuxWg==",
+			"version": "1.33.0",
+			"resolved": "https://registry.npmjs.org/lightningcss-linux-x64-musl/-/lightningcss-linux-x64-musl-1.33.0.tgz",
+			"integrity": "sha512-RYiYbkokw0trfKqqzfF55lginwEPrD3OJDfTuJzFs1MK6iFnDenaz1fqLLtX4ITG3OktJQXOeTaw1awrBAlZPw==",
 			"cpu": [
 				"x64"
 			],
@@ -2613,9 +2653,9 @@
 			}
 		},
 		"node_modules/lightningcss-win32-arm64-msvc": {
-			"version": "1.32.0",
-			"resolved": "https://registry.npmjs.org/lightningcss-win32-arm64-msvc/-/lightningcss-win32-arm64-msvc-1.32.0.tgz",
-			"integrity": "sha512-8SbC8BR40pS6baCM8sbtYDSwEVQd4JlFTOlaD3gWGHfThTcABnNDBda6eTZeqbofalIJhFx0qKzgHJmcPTnGdw==",
+			"version": "1.33.0",
+			"resolved": "https://registry.npmjs.org/lightningcss-win32-arm64-msvc/-/lightningcss-win32-arm64-msvc-1.33.0.tgz",
+			"integrity": "sha512-1K+MPfLSFVpphzpdbfkhlWk6wBrTObBzS2T6db10PNOZgR9GoVsAWzwNyuhUYYbTp23j+4RrncfujZ4uAzXvwA==",
 			"cpu": [
 				"arm64"
 			],
@@ -2634,9 +2674,9 @@
 			}
 		},
 		"node_modules/lightningcss-win32-x64-msvc": {
-			"version": "1.32.0",
-			"resolved": "https://registry.npmjs.org/lightningcss-win32-x64-msvc/-/lightningcss-win32-x64-msvc-1.32.0.tgz",
-			"integrity": "sha512-Amq9B/SoZYdDi1kFrojnoqPLxYhQ4Wo5XiL8EVJrVsB8ARoC1PWW6VGtT0WKCemjy8aC+louJnjS7U18x3b06Q==",
+			"version": "1.33.0",
+			"resolved": "https://registry.npmjs.org/lightningcss-win32-x64-msvc/-/lightningcss-win32-x64-msvc-1.33.0.tgz",
+			"integrity": "sha512-OlEICDx/Xl0FqSp4bry8zFnCvGpig3Gl4gCquvYwHuqJKEC1+n9NgDniFvqHGmMv1ZkqDJrDqKKSykTDX+ehuA==",
 			"cpu": [
 				"x64"
 			],
@@ -2794,9 +2834,9 @@
 			}
 		},
 		"node_modules/mdurl": {
-			"version": "2.0.0",
-			"resolved": "https://registry.npmjs.org/mdurl/-/mdurl-2.0.0.tgz",
-			"integrity": "sha512-Lf+9+2r+Tdp5wXDXC4PcIBjTDtq4UKjCPMQhKIuzpJNW0b96kVqSwW0bT7FhRSfmAiFYgP+SCRvdrDozfh0U5w==",
+			"version": "2.1.0",
+			"resolved": "https://registry.npmjs.org/mdurl/-/mdurl-2.1.0.tgz",
+			"integrity": "sha512-1+HBaOx0zi/dQWht8rNv9MYf9qqpqL/kxI0hXImU6Y547zM6Sni8BQibt7ifgMcYtQg41ao3Ivd6cnSM86inpg==",
 			"dev": true,
 			"license": "MIT"
 		},
@@ -2971,9 +3011,9 @@
 			"license": "MIT"
 		},
 		"node_modules/nanoid": {
-			"version": "3.3.15",
-			"resolved": "https://registry.npmjs.org/nanoid/-/nanoid-3.3.15.tgz",
-			"integrity": "sha512-y7Wygv/7mEOvxTuEQDB8StXdMRBWf1kR/tlhAzBRUFkB2jfcLOAxO/SHmOO2zgz1pVgK29/kyupn059/bCHdjA==",
+			"version": "3.3.16",
+			"resolved": "https://registry.npmjs.org/nanoid/-/nanoid-3.3.16.tgz",
+			"integrity": "sha512-bzlKTyNJ7+LdGIIwy8ijFpIqEQIvafahV7eYykJ8Cvh42EdJeODoJ6gUJXpQJvej1BddH8OqTXZNE/KfbWAu8Q==",
 			"dev": true,
 			"funding": [
 				{
@@ -3092,9 +3132,9 @@
 			"license": "MIT"
 		},
 		"node_modules/openai": {
-			"version": "6.46.0",
-			"resolved": "https://registry.npmjs.org/openai/-/openai-6.46.0.tgz",
-			"integrity": "sha512-DFg6jEPT2RO+oAyXtddeUJU8zkGy1OQ1AjGzNIJUMQG03TTqvCpy9tBpQ+2VVVnvrl3E56F8GEin2JYtWpITtA==",
+			"version": "6.49.0",
+			"resolved": "https://registry.npmjs.org/openai/-/openai-6.49.0.tgz",
+			"integrity": "sha512-aYCc0C6L864eR6WSYIwQGyXriw/nIyZx0ObvhzOEVuk0zoBDpynjSbrionWI7q65B5H8jJX0DXR9snEzM6bfPg==",
 			"license": "Apache-2.0",
 			"peerDependencies": {
 				"@aws-sdk/credential-provider-node": ">=3.972.0 <4",
@@ -3232,9 +3272,9 @@
 			"license": "MIT"
 		},
 		"node_modules/postcss": {
-			"version": "8.5.17",
-			"resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.17.tgz",
-			"integrity": "sha512-J7EF+8X+CzRPaJPOv9Ck2wNWJvGnnl3PcNPAdGg6GTLjyVpyQ0yATMSXRFRV01BviT/9Gwuc3rjEyJbDJG9a4w==",
+			"version": "8.5.25",
+			"resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.25.tgz",
+			"integrity": "sha512-DTPx3RWSSnWyzLxQnlH0rJP+EW5ekl16ZU4/psbIhA0e53kJfdgaN5vKM+xP7yJtXVu+nfdVFmlgFDEKAe4Pyw==",
 			"dev": true,
 			"funding": [
 				{
@@ -3252,7 +3292,7 @@
 			],
 			"license": "MIT",
 			"dependencies": {
-				"nanoid": "^3.3.12",
+				"nanoid": "^3.3.16",
 				"picocolors": "^1.1.1",
 				"source-map-js": "^1.2.1"
 			},
@@ -3787,9 +3827,9 @@
 			"license": "MIT"
 		},
 		"node_modules/undici": {
-			"version": "7.28.0",
-			"resolved": "https://registry.npmjs.org/undici/-/undici-7.28.0.tgz",
-			"integrity": "sha512-cRZYrTDwWznlnRiPjggAGxZXanty6M8RV1ff8Wm4LWXBp7/IG8v5DnOm74DtUBp9OONpK75YlPnIjQqX0dBDtA==",
+			"version": "7.29.0",
+			"resolved": "https://registry.npmjs.org/undici/-/undici-7.29.0.tgz",
+			"integrity": "sha512-IDxfleLmmbSskfWSUATiN1nfn2rDuvnMOqb5CWR92iIfojA0Ud+ulOAAEQ57LPr9rWmsreUyf5lwyao+7GNNVw==",
 			"license": "MIT",
 			"engines": {
 				"node": ">=20.18.1"
@@ -3981,16 +4021,16 @@
 			}
 		},
 		"node_modules/vite": {
-			"version": "8.1.4",
-			"resolved": "https://registry.npmjs.org/vite/-/vite-8.1.4.tgz",
-			"integrity": "sha512-bTT9PsdWO+MQMNG9ZXIP/qM9wGh37DFxTV/sPq9cFpHr3w4jkgef032PkAL9jAqhk3Nz8NQw3O8n6/xFkqO4QQ==",
+			"version": "8.1.5",
+			"resolved": "https://registry.npmjs.org/vite/-/vite-8.1.5.tgz",
+			"integrity": "sha512-7ULLwsCdYx/nRyrpiEwvqb5TFHrMVZyBt+rg/OAXT7rgj/z+DtTDyKFeLAdDkubDVDKD8jOsndmy7m55XcfUsw==",
 			"dev": true,
 			"license": "MIT",
 			"dependencies": {
 				"lightningcss": "^1.32.0",
 				"picomatch": "^4.0.5",
-				"postcss": "^8.5.16",
-				"rolldown": "~1.1.4",
+				"postcss": "^8.5.17",
+				"rolldown": "~1.1.5",
 				"tinyglobby": "^0.2.17"
 			},
 			"bin": {
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
 	"name": "@ztimson/ai-utils",
-	"version": "1.2.3",
+	"version": "1.2.7",
 	"description": "AI Utility library",
 	"author": "Zak Timson",
 	"license": "MIT",
--- a/src/index.ts
+++ b/src/index.ts
@@ -3,6 +3,8 @@ export * from './antrhopic';
 export * from './audio';
 export * from './llm';
 export * from './memory';
+export * from './memory-cache';
+export * from './memory-graph';
 export * from './open-ai';
 export * from './provider';
 export * from './tools';
--- a/src/llm.ts
+++ b/src/llm.ts
@@ -1,12 +1,13 @@
 import {AbortablePromise, Ai} from './ai.ts';
 import {Anthropic} from './antrhopic.ts';
+import {MemoryCache} from './memory-cache.ts';
 import {OpenAi} from './open-ai.ts';
 import {LLMProvider} from './provider.ts';
 import {AiTool, AiToolArg} from './tools.ts';
 import {fileURLToPath} from 'url';
 import {dirname, join} from 'path';
 import {spawn} from 'node:child_process';
-import {Memory, MemoryCache, MemoryManager} from './memory.ts';
+import {Memory, MemoryManager} from './memory.ts';

 export type AnthropicConfig = {proto: 'anthropic', token: string};
 export type OpenAiConfig = {proto: 'openai', host?: string, token: string};
@@ -143,7 +144,7 @@ class LLM {
 		return {
 			prompt: `You have access to the following skill documents, use \`read_skill\` to access them:\n${list}`,
 			tools: [{
-				name: 'read_skill',
+				name: 'skill_read',
 				description: 'Read the full content of a skill/knowledge document',
 				args: {
 					name: {type: 'string', description: 'Exact skill name', required: true}
@@ -167,8 +168,14 @@ class LLM {
 		}
 		const m = options.model || this.defaultModel;
 		if(!this.models[m]) throw new Error(`Model does not exist: ${m}`);
-		let abort = () => {};
-		return Object.assign(new Promise<string>(async res => {
+		let request: AbortablePromise<string> | null = null;
+		let aborted = false;
+		const abort = () => {
+			aborted = true;
+			request?.abort?.();
+		};
+
+		const promise = (async () => {
 			let tools: AiTool[] = options.tools || this.ai.options.llm?.tools || [];
 			const prompts: string[] = [];
 			let history = options.history || [];
@@ -192,22 +199,27 @@ class LLM {
 			// Memory
 			if (options.memory) {
 				const mems = options.memory instanceof MemoryCache ? options.memory.memories : options.memory;
+				if(mems.length) {
 					const relevant = await this.memoryManager.recollect(message, options.memory, 5);
 					prompts.unshift(`You have access to the following memory files:
-${mems.map(m => `- ${m.name}: ${m.description}`).join('\n')}
-${relevant.length ? `
-Relevant memories have been preloaded:
-${relevant.map(r => `
-**${r.name}**
-${r.description}
-${r.content}
-`).join('\n---\n')}
-` : ''}`.trim());
+	${mems.map(m => `- ${m.name}: ${m.description}`).join('\n')}
+	${relevant.length ? `
+	Relevant memories have been preloaded:
+	${relevant.map(r => `
+	**${r.name}**
+	${r.description}
+	${r.content}
+	`).join('\n---\n')}
+	` : ''}`.trim());
 					tools.push(this.memoryManager.tools.read(options.memory));
 				}
+			}
+
+			if(aborted) throw Object.assign(new Error('Aborted'), {name: 'AbortError'});

 			prompts.unshift(options.system || this.ai.options.llm?.system || '');
-			const resp = await this.models[m].ask(message, {...options, tools, system: prompts.filter(Boolean).join('\n\n')});
+			request = this.models[m].ask(message, {...options, tools, system: prompts.filter(Boolean).join('\n\n')});
+			const resp = await request;

 			// Trim memory injections from history
 			if(options.memory) {
@@ -221,16 +233,18 @@ ${r.content}
 				if(options.history) options.history.splice(0, options.history.length, ...compressed);
 			}

-			return res(resp);
-		}), {abort});
+			return resp;
+		})();
+
+		return Object.assign(promise, {abort});
 	}

 	/**
 	 * Digest full conversation history into memory documents.
 	 * Call on session end to persist the conversation.
 	 */
-	async updateMemory(history: LLMMessage[], memories: Memory[] | MemoryCache, options: LLMRequest = {}): Promise<void> {
-		await this.memoryManager.memorize(history, memories, {model: this.defaultModel, ...options});
+	async updateMemory(history: LLMMessage[], memories: Memory[] | MemoryCache, options: LLMRequest = {}): Promise<Memory[]> {
+		return this.memoryManager.memorize(history, memories, {model: this.defaultModel, ...options});
 	}

 	/**
--- a/src/memory-cache.ts
+++ b/src/memory-cache.ts
@@ -0,0 +1,59 @@
+import {KDPoint, KDTree} from './kd-tree.ts';
+import {Memory, MemoryRef} from './memory.ts';
+
+export class MemoryCache {
+	private tree: KDTree<MemoryRef>;
+	public memories: Memory[];
+
+	get length() { return this.memories.length; }
+
+	constructor(memories: Memory[]) {
+		this.memories = memories;
+		this.tree = this.buildTree();
+	}
+
+	private buildTree(): KDTree<MemoryRef> {
+		const embedded = this.memories.filter(m => m.embedding?.length);
+		if (!embedded.length) return new KDTree<MemoryRef>(0);
+
+		const dims = embedded[0].embedding.length;
+		const points: KDPoint<MemoryRef>[] = embedded.map(m => ({
+			vector: m.embedding,
+			payload: {name: m.name, description: m.description},
+		}));
+
+		return new KDTree<MemoryRef>(dims, 'cosine', points);
+	}
+
+	search(query: number[], limit: number): MemoryRef[] {
+		const results = this.tree.knn(query, limit);
+		return results.map(r => r.point.payload);
+	}
+
+	add(memory: Memory): void {
+		this.memories.push(memory);
+		this.rebuild();
+	}
+
+	update(memory: Memory): void {
+		const idx = this.memories.findIndex(m => m.name === memory.name);
+		if (idx !== -1) {
+			this.memories[idx] = memory;
+		} else {
+			this.memories.push(memory);
+		}
+		this.rebuild();
+	}
+
+	remove(name: string): void {
+		const idx = this.memories.findIndex(m => m.name === name);
+		if (idx !== -1) {
+			this.memories.splice(idx, 1);
+			this.rebuild();
+		}
+	}
+
+	rebuild(): void {
+		this.tree = this.buildTree();
+	}
+}
--- a/src/memory-graph.ts
+++ b/src/memory-graph.ts
@@ -0,0 +1,69 @@
+import {MemoryCache} from './memory-cache.ts';
+import {extractMetadata, Memory, MemoryNode} from './memory.ts';
+
+export function buildMemoryGraph(memories: Memory[] | MemoryCache): MemoryNode[] {
+	const mems = memories instanceof MemoryCache ? memories.memories : memories;
+	const nameSet = new Set(mems.map(m => m.name));
+	const ghosts = new Set<string>();
+
+	const nodes: MemoryNode[] = mems.map(m => {
+		const {links, backlinks} = extractMetadata(m.content);
+		return {
+			name: m.name,
+			missing: false,
+			links,
+			backlinks,
+		};
+	});
+
+	for (const node of nodes) {
+		for (const link of node.links) {
+			if (!nameSet.has(link)) ghosts.add(link);
+		}
+	}
+
+	return [
+		...nodes,
+		...[...ghosts].map(name => ({
+			name,
+			missing: true,
+			links: [],
+			backlinks: nodes
+				.filter(n => n.links.includes(name))
+				.map(n => n.name),
+		}))
+	];
+}
+
+export function renderMemoryGraph(nodes) {
+	if (!nodes.length) return 'No memories yet.';
+
+	const groups = new Map();
+	for (const node of nodes) {
+		const [prefix, ...rest] = node.name.split('/');
+		const group = rest.length ? prefix : 'Root';
+		const label = rest.length ? rest.join('/') : node.name;
+		if (!groups.has(group)) groups.set(group, []);
+		groups.get(group).push({...node, label});
+	}
+
+	const ghostCount = nodes.filter(n => n.missing).length;
+	const lines = [`Memory Graph (${nodes.length} nodes, ${ghostCount} ghost${ghostCount === 1 ? '' : 's'})`, ''];
+
+	for (const group of [...groups.keys()].sort()) {
+		const items = groups.get(group).sort((a, b) => a.label.localeCompare(b.label));
+		lines.push(`${group}/`);
+		items.forEach((n, i) => {
+			const last = i === items.length - 1;
+			const branch = last ? '└─' : '├─';
+			const pad = last ? '  ' : '│ ';
+			const tag = n.missing ? ' (ghost)' : '';
+			lines.push(`  ${branch} ${n.label}${tag}`);
+			if (n.links.length) lines.push(`  ${pad}   → ${n.links.join(', ')}`);
+			if (n.backlinks.length) lines.push(`  ${pad}   ← ${n.backlinks.join(', ')}`);
+		});
+		lines.push('');
+	}
+
+	return lines.join('\n').trimEnd();
+}
--- a/src/memory.ts
+++ b/src/memory.ts
@@ -1,22 +1,20 @@
 import {LLMRequest, LLMMessage} from './llm.ts';
+import {MemoryCache} from './memory-cache.ts';
 import {AiTool} from './tools.ts';
-import {KDTree, KDPoint} from './kd-tree.ts';

 export type Memory = {
 	name: string;
 	description: string;
 	content: string;
 	embedding: number[];
-	links: string[];
-	backlinks: string[];
 }

-type MemoryRef = {
+export type MemoryRef = {
 	name: string;
 	description: string;
 }

-type FactBucket = {
+export type FactBucket = {
 	subject: string;
 	facts: string[];
 }
@@ -28,48 +26,36 @@ export type MemoryNode = {
 	backlinks: string[];
 }

-export function buildMemoryGraph(memories: Memory[] | MemoryCache): MemoryNode[] {
-	const mems = memories instanceof MemoryCache ? memories.memories : memories;
-	const nameSet = new Set(mems.map(m => m.name));
-	const ghosts = new Set<string>();
-
-	for (const m of mems) {
-		for (const link of m.links) {
-			if (!nameSet.has(link)) ghosts.add(link);
-		}
-	}
-
-	return [
-		...mems.map(m => ({
-			name: m.name,
-			missing: false,
-			links: m.links,
-			backlinks: m.backlinks,
-		})),
-		...[...ghosts].map(name => ({
-			name,
-			missing: true,
-			links: [],
-			backlinks: mems
-				.filter(m => m.links.includes(name))
-				.map(m => m.name),
-		}))
-	];
-}
-
 function extractLinks(content: string): string[] {
+	if(!content) return [];
 	const matches = content.matchAll(/\[\[([^\]]+)\]\]/g);
 	return [...new Set([...matches].map(m => m[1].trim()))];
 }

-function rebuildBacklinks(memories: Memory[]): void {
-	for (const m of memories) m.backlinks = [];
-	for (const m of memories) {
-		for (const link of m.links) {
-			const target = memories.find(t => t.name === link);
-			if (target) target.backlinks.push(m.name);
-		}
+export function extractMetadata(content: string): {links: string[], backlinks: string[]} {
+	const match = content.match(/^---\n([\s\S]*?)\n---/);
+	if (!match) return {links: [], backlinks: []};
+
+	const fm = match[1];
+	const getList = (key: string): string[] => {
+		const m = fm.match(new RegExp(`^${key}:\\s*\\[(.*)\\]$`, 'm'));
+		if (!m || !m[1].trim()) return [];
+		return m[1].split(',').map(s => s.trim().replace(/^"|"$/g, '')).filter(Boolean);
+	};
+
+	return {
+		links: getList('links'),
+		backlinks: getList('backlinks'),
+	};
+}
+
+function dedupeFacts(facts: string[]): string[] {
+	const seen = new Map<string, string>();
+	for (const f of facts) {
+		const clean = f.trim();
+		if (clean) seen.set(clean.toLowerCase(), clean);
 	}
+	return [...seen.values()];
 }

 function cosineDistance(a: number[], b: number[]): number {
@@ -83,144 +69,157 @@ function cosineDistance(a: number[], b: number[]): number {
 	return denom === 0 ? 1 : 1 - dot / denom;
 }

-export class MemoryCache {
-	private tree: KDTree<MemoryRef>;
-	public memories: Memory[];
-
-	constructor(memories: Memory[]) {
-		this.memories = memories;
-		this.tree = this.buildTree();
-	}
-
-	private buildTree(): KDTree<MemoryRef> {
-		const embedded = this.memories.filter(m => m.embedding?.length);
-		if(!embedded.length) return new KDTree<MemoryRef>(0);
-
-		const dims = embedded[0].embedding.length;
-		const points: KDPoint<MemoryRef>[] = embedded.map(m => ({
-			vector: m.embedding,
-			payload: {name: m.name, description: m.description},
-		}));
-
-		return new KDTree<MemoryRef>(dims, 'cosine', points);
-	}
-
-	search(query: number[], limit: number): MemoryRef[] {
-		const results = this.tree.knn(query, limit);
-		return results.map(r => r.point.payload);
-	}
-
-	add(memory: Memory): void {
-		this.memories.push(memory);
-		this.rebuild();
-	}
-
-	update(memory: Memory): void {
-		const idx = this.memories.findIndex(m => m.name === memory.name);
-		if (idx !== -1) {
-			this.memories[idx] = memory;
-		} else {
-			this.memories.push(memory);
-		}
-		this.rebuild();
-	}
-
-	rebuild(): void {
-		this.tree = this.buildTree();
-	}
-
-	rebuildLinks(): void {
-		rebuildBacklinks(this.memories);
-	}
+function getWeekMonday(date: Date = new Date()): string {
+	const d = new Date(Date.UTC(date.getFullYear(), date.getMonth(), date.getDate()));
+	const day = d.getUTCDay();
+	const diff = day === 0 ? -6 : 1 - day;
+	d.setUTCDate(d.getUTCDate() + diff);
+	return d.toISOString().slice(0, 10);
 }

+function getWeekSunday(monday: string): string {
+	const d = new Date(`${monday}T00:00:00Z`);
+	d.setUTCDate(d.getUTCDate() + 6);
+	return d.toISOString().slice(0, 10);
+}
+
+
+
 export class MemoryManager {
+	private pendingMemorizations = new Map<string, {
+		memories: Memory[] | MemoryCache,
+		tempMemoryName: string,
+		timestamp: number,
+	}>();
+
+	private queues = new Map<string, {
+		pending: string[],
+		request: {abort?: () => void} | null,
+		task: Promise<void>,
+	}>();

 	tools = {
 		read: (memories: Memory[] | MemoryCache): AiTool => ({
-			name: 'read_memory',
+			name: 'memory_recall',
 			description: 'Read the full content of a memory document',
 			args: {
 				name: {type: 'string', description: 'Exact memory name', required: true},
 			},
-			fn:(args: any) => {
+			fn: (args: any) => {
 				const mems = memories instanceof MemoryCache ? memories.memories : memories;
 				const mem = mems.find(m => m.name === args.name);
-				if(!mem) return 'Document not found';
-				return this.formatMemory(mem);
-			}
+				if (!mem) return 'Document not found';
+				return mem.content;
+			},
+		}),
+
+		forget: (memories: Memory[] | MemoryCache): AiTool => ({
+			name: 'memory_forget',
+			description: 'Permanently delete a memory document and clean up all references to it',
+			args: {
+				name: {type: 'string', description: 'Exact memory name to forget', required: true}
+			},
+			fn: (args: any) => {
+				const result = this.forget(args.name, memories);
+				return result ? `Forgotten: ${args.name}` : `Not found: ${args.name}`;
+			},
 		}),
 	};

 	constructor(private llm: any) {}

+	private async createTempMemory(conversation: string): Promise<Memory> {
+		const timestamp = Date.now();
+		const content = `---
+name: _temp_${timestamp}
+description: Temporary memory - processing in background
+tags: [_temporary]
+links: []
+backlinks: []
+modified: ${new Date().toISOString()}
+---
+
+# Recent Conversation (Processing)
+
+${conversation}`;
+		const [e] = await this.llm.embedding(content);
+		return {
+			name: `_temp_${timestamp}`,
+			description: 'Temporary memory - processing in background',
+			content,
+			embedding: e?.embedding || [],
+		};
+	}
+
+	forget(name: string, memories: Memory[] | MemoryCache): boolean {
+		const mem = memories instanceof MemoryCache ? memories.memories : memories;
+		const idx = mem.findIndex(m => m.name === name);
+		if (idx === -1) return false;
+
+		for (const node of mem) {
+			const {links, backlinks} = extractMetadata(node.content);
+			const newBacklinks = backlinks.filter(b => b !== name);
+			const newLinks = links.filter(l => l !== name);
+
+			if (newBacklinks.length !== backlinks.length || newLinks.length !== links.length) {
+				node.content = this.updateFrontmatter(node.content, {
+					links: newLinks,
+					backlinks: newBacklinks,
+				});
+			}
+		}
+
+		mem.splice(idx, 1);
+
+		if (memories instanceof MemoryCache) memories.rebuild();
+		return true;
+	}
+
 	private cosineSearch(query: number[], memories: Memory[], limit: number): MemoryRef[] {
 		const scored = memories
 			.filter(m => m.embedding?.length)
 			.map(m => ({
 				ref: {name: m.name, description: m.description},
-				distance: cosineDistance(query, m.embedding)
+				distance: cosineDistance(query, m.embedding),
 			}))
 			.sort((a, b) => a.distance - b.distance)
 			.slice(0, limit);
 		return scored.map(s => s.ref);
 	}

-	private createNode(name: string, memories: Memory[]): Memory {
-		const existing = memories.find(m => m.name === name);
-		if(existing) return existing;
-		return {
-			name,
-			description: '',
-			content: '',
-			embedding: [],
-			links: [],
-			backlinks: [],
-		};
-	}
-
-	private formatMemory(mem: Memory): string {
-		return [
-			`# ${mem.name}`,
-			mem.description ? `> ${mem.description}` : '',
-			mem.links.length ? `**Links:** ${mem.links.map(l => `[[${l}]]`).join(', ')}` : '',
-			mem.backlinks.length ? `**Referenced by:** ${mem.backlinks.map(l => `[[${l}]]`).join(', ')}` : '',
-			'',
-			mem.content,
-		].filter(l => l !== undefined).join('\n');
-	}
-
 	private listNodes(memories: Memory[]): MemoryRef[] {
 		return memories.map(m => ({name: m.name, description: m.description}));
 	}

 	async recollect(query: string, memories: Memory[] | MemoryCache, limit = 5, graphDepth = 1): Promise<Memory[]> {
 		const mem: Memory[] = memories instanceof MemoryCache ? memories.memories : memories;
-		if(!mem.length) return [];
+		if (!mem.length) return [];
+
 		const [e] = await this.llm.embedding(query);
-		if(!e) return [];
+		if (!e) return [];

 		let vectorResults: MemoryRef[];
-		if(memories instanceof MemoryCache) vectorResults = memories.search(e.embedding, limit);
+		if (memories instanceof MemoryCache) vectorResults = memories.search(e.embedding, limit);
 		else vectorResults = this.cosineSearch(e.embedding, mem, limit);
 		const found = new Set<string>(vectorResults.map(r => r.name));

-		if(graphDepth > 0) {
+		if (graphDepth > 0) {
 			const frontier = [...found];
-			for(let depth = 0; depth < graphDepth; depth++) {
+			for (let depth = 0; depth < graphDepth; depth++) {
 				const next: string[] = [];
-				for(const name of frontier) {
+				for (const name of frontier) {
 					const node = mem.find(m => m.name === name);
-					if(!node) continue;
-					for(const link of node.links) {
-						if(!found.has(link) && mem.find(m => m.name === link)) {
+					if (!node) continue;
+					const {links} = extractMetadata(node.content);
+					for (const link of links) {
+						if (!found.has(link) && mem.find(m => m.name === link)) {
 							found.add(link);
 							next.push(link);
 						}
 					}
 				}
 				frontier.splice(0, frontier.length, ...next);
-				if(!frontier.length) break;
+				if (!frontier.length) break;
 			}
 		}

@@ -230,272 +229,256 @@ export class MemoryManager {
 		return ordered.map(n => mem.find(m => m.name === n)!).filter(Boolean);
 	}

-	async memorize(history: LLMMessage[], memories: Memory[] | MemoryCache, options: LLMRequest): Promise<void> {
-		const mem = memories instanceof MemoryCache ? memories.memories : memories;
+	async memorize(history: LLMMessage[], memories: Memory[] | MemoryCache, options: LLMRequest): Promise<Memory[]> {
 		const conversation = history
 			.filter(h => h.role === 'user' || h.role === 'assistant')
 			.map(h => `[${h.role}]: ${h.content}`).join('\n\n').trim();
+		if(!conversation) return [];

-		if(conversation) {
-			const buckets = await this.factAgent(conversation, mem, options);
-			if(buckets.length) {
-				await Promise.all(buckets.map(async bucket => {
-					const node = await this.organizingAgent(bucket, mem, options);
-					if(!mem.find(m => m.name === node.name)) mem.push(node);
-					await this.docAgent(node, bucket, mem, options);
-				}));
-			}
-		}
-
-		// Auto-compress old journals
-		const weekAgo = Date.now() - (7 * 24 * 60 * 60 * 1000);
-		const oldDailies = mem.filter(m => {
-			const journal = /^Journal\/(\d{4}-\d{2}-\d{2}$)/.exec(m.name);
-			return journal && new Date(journal[1]).getTime() < weekAgo;
+		const trackingId = `${Date.now()}_${Math.random()}`;
+		const tempMemory = await this.createTempMemory(conversation);
+		const mem = memories instanceof MemoryCache ? memories.memories : memories;
+		mem.push(tempMemory);
+		if (memories instanceof MemoryCache) memories.rebuild();
+		this.pendingMemorizations.set(trackingId, {
+			memories,
+			tempMemoryName: tempMemory.name,
+			timestamp: Date.now(),
 		});

-		if(oldDailies.length) {
-			const byMonth = new Map<string, Memory[]>();
-			for(const daily of oldDailies) {
-				const match = daily.name.match(/^Journal\/(\d{4}-\d{2})-\d{2}$/);
-				if(!match) continue;
-				const monthKey = match[1];
-				if(!byMonth.has(monthKey)) byMonth.set(monthKey, []);
-				byMonth.get(monthKey)!.push(daily);
+		try {
+			await this._memorizeBackground(conversation, memories, options, tempMemory.name);
+			const finalMem = memories instanceof MemoryCache ? memories.memories : memories;
+			return finalMem.filter(m => !m.name.startsWith('_temp_'));
+		} finally {
+			const pending = this.pendingMemorizations.get(trackingId);
+			if (pending) {
+				const cleanMem = pending.memories instanceof MemoryCache
+					? pending.memories.memories
+					: pending.memories;
+				const idx = cleanMem.findIndex(m => m.name === pending.tempMemoryName);
+				if (idx !== -1) cleanMem.splice(idx, 1);
+				if (pending.memories instanceof MemoryCache) pending.memories.rebuild();
 			}
-
-			for(const [monthKey, entries] of byMonth) {
-				const monthlyPath = `Journal/${monthKey}`;
-				let monthly = mem.find(m => m.name === monthlyPath);
-				if(!monthly) {
-					monthly = this.createNode(monthlyPath, mem);
-					mem.push(monthly);
-				}
-
-				const bucket: FactBucket = {
-					subject: monthlyPath,
-					facts: entries.flatMap(e => e.content.split('\n').filter(line => line.trim())),
-				};
-
-				await this.docAgent(monthly, bucket, mem, options);
-				for(const daily of entries) {
-					const idx = mem.indexOf(daily);
-					if(idx !== -1) mem.splice(idx, 1);
-				}
-			}
-		}
-
-		if (memories instanceof MemoryCache) {
-			memories.rebuildLinks();
-			memories.rebuild();
-		} else {
-			rebuildBacklinks(mem);
+			this.pendingMemorizations.delete(trackingId);
 		}
 	}

-	private async docAgent(node: Memory, bucket: FactBucket, memories: Memory[], options: LLMRequest): Promise<void> {
-		let finalContent = node.content;
-		const isJournalCompression = node.name.match(/^Journal\/\d{4}-\d{2}$/);
-		const systemPrompt = isJournalCompression
-			? `You are a journal compressor. Condense the daily entries below into a monthly summary.
+	private async _memorizeBackground(conversation: string, memories: Memory[] | MemoryCache, options: LLMRequest, tempName: string): Promise<void> {
+		const mem = memories instanceof MemoryCache ? memories.memories : memories;
+		const monday = getWeekMonday();
+		const sunday = getWeekSunday(monday);
+		const buckets = await this.factAgent(conversation, mem, options, monday);
+		if(!buckets.length) return;
+		const jobs = [...buckets].map(({subject, facts}) => {
+			let node = mem.find(m => m.name === subject);
+			if(!node) {
+				node = {name: subject, description: '', content: '', embedding: [],};
+				mem.push(node);
+			}
+			const week = subject.startsWith('Journal/') ? {monday, sunday} : undefined;
+			return this.enqueue(node, facts, mem, options, tempName, week);
+		});
+		await Promise.all(jobs);
+	}

-Format:
-# ${node.name}
+	/**
+	 * Coalescing queue: if a doc is already compiling, abort the in-flight run, merge its
+	 * facts with the new ones and restart. Never blocks a pending update, never drops facts.
+	 */
+	private enqueue(node: Memory, facts: string[], memories: Memory[] | MemoryCache, options: LLMRequest, tempName: string, week?: {monday: string, sunday: string}): Promise<void> {
+		const key = node.name;
+		const existing = this.queues.get(key);
+		if (existing) {
+			existing.pending.push(...facts);
+			existing.request?.abort?.();
+			return existing.task;
+		}

-## Themes
-(Recurring topics, moods, patterns)
+		const entry: {pending: string[], request: {abort?: () => void} | null, task: Promise<void>} = {pending: [...facts], request: null, task: Promise.resolve()};
+		this.queues.set(key, entry);
+		const m = memories instanceof MemoryCache ? memories.memories : memories;
+		entry.task = (async () => {
+			while (entry.pending.length) {
+				const batch = dedupeFacts(entry.pending.splice(0, entry.pending.length));
+				const written = await this.docAgent(node, batch, m, options, tempName, week, entry);
+				if (!written) entry.pending.unshift(...batch);
+			}
+		})().finally(() => {
+			this.queues.delete(key);
+			if(!this.queues.size && memories instanceof MemoryCache) memories.rebuild();
+		});
+		return entry.task;
+	}

-## Key Events
-(Important moments, decisions, milestones)
+	private buildHeader(node: Memory, week?: {monday: string, sunday: string}, links: string[] = [], backlinks: string[] = []): string {
+		const tags = node.name.split('/')[0]?.toLowerCase();
+		const lines = [
+			'---',
+			`name: ${node.name}`,
+			`description: ${node.description || ''}`,
+			tags ? `tags: [${tags}]` : '',
+			links.length ? `links: [${links.map(l => `"${l}"`).join(', ')}]` : 'links: []',
+			backlinks.length ? `backlinks: [${backlinks.map(l => `"${l}"`).join(', ')}]` : 'backlinks: []',
+			week ? `week: ${week.monday} – ${week.sunday}` : '',
+			`modified: ${new Date().toISOString()}`,
+			'---',
+		].filter(Boolean);
+		return lines.join('\n');
+	}

-## Notable Conversations
-(Significant discussions or revelations)
+	private applyHeader(content: string, header: string): string {
+		return `${header}\n\n${this.stripHeader(content)}`;
+	}

-Rules:
- Use [[WikiLinks]] to reference permanent notes using full paths like [[People/Sarah]] or [[Projects/Website]]
- Keep it concise but preserve emotional/temporal context
- Discard filler but keep things the user vented about or cared about
- If a fact belongs in a permanent note, link to it instead of duplicating
+	private updateFrontmatter(content: string, updates: {links?: string[], backlinks?: string[]}): string {
+		const match = content.match(/^---\n([\s\S]*?)\n---\n\n?([\s\S]*)$/);
+		if (!match) return content;

-Current monthly summary:
-\`\`\`markdown
-${node.content || '(empty — first compression for this month)'}
-\`\`\``
-			: `You are a knowledge base editor. Integrate the provided facts into the document below.
+		const [, fm, body] = match;
+		let newFm = fm;
+
+		if (updates.links !== undefined) {
+			const linksList = updates.links.length ? `[${updates.links.map(l => `"${l}"`).join(', ')}]` : '[]';
+			newFm = newFm.replace(/^links:.*$/m, `links: ${linksList}`);
+		}
+
+		if (updates.backlinks !== undefined) {
+			const backlinksList = updates.backlinks.length ? `[${updates.backlinks.map(l => `"${l}"`).join(', ')}]` : '[]';
+			newFm = newFm.replace(/^backlinks:.*$/m, `backlinks: ${backlinksList}`);
+		}
+
+		newFm = newFm.replace(/^modified:.*$/m, `modified: ${new Date().toISOString()}`);
+
+		return `---\n${newFm}\n---\n\n${body}`;
+	}
+
+	private stripHeader(content: string): string {
+		return content.replace(/^---[\s\S]*?\n---\n?/, '').trimStart();
+	}
+
+	private async docAgent(node: Memory, facts: string[], memories: Memory[], options: LLMRequest, tempName: string, week: {monday: string, sunday: string} | undefined, entry: {request: {abort?: () => void} | null}): Promise<boolean> {
+		const {links: oldLinks} = extractMetadata(node.content);
+		const currentBody = this.stripHeader(node.content);
+		let update;
+		try {
+			for(let i = 0; i < 3 && !update?.content; i++) {
+				const request = this.llm.ask(`New Facts:\n${facts.map(f => `- ${f}`).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},
+						content: {type: 'string', description: 'Rewritten document in markdown, without the frontmatter block', required: true},
+					},
+					system: `You are a knowledge base editor. Rewrite the current document below so it incorporates the new facts.

 Formatting rules:
- Use Obsidian-style markdown: # headings, **bold** for key terms, bullet lists for facts
+- Use Obsidian-style markdown: # headings, **bold** to add emphasis, __italics__ for titles, terms, etc, bullet & numbered lists for grouped 1D data and tables for 2D data
 - Link related concepts with [[WikiLink]] notation using full paths like [[People/Sarah]] or [[Projects/Website]]
- You may create links to nodes that don't exist yet if the concept is important
+- Create links for specific entities (person, place, project, program) and abstract concepts (quantum mechanics, entropy) but skip generics (car, red, dog)
 - Keep the document concise, factual, and human-readable
- Resolve any contradictions between old content and new facts (new facts win)
- Do not add filler, preamble, or AI commentary — just clean knowledge documents
-
+- Resolve contradictions: the new facts always win — delete the outdated statement entirely, never keep both
+- Later facts in the list override earlier ones
+- Do not add frontmatter blocks, filler, preamble, or AI commentary
+${week ? '- This is a weekly journal entry.\n' : ''}
 All nodes:
 ${this.listNodes(memories).map(n => n.name).join(', ') || 'none'}

 Current document:
 \`\`\`markdown
-${node.content || '(empty — this is a new document)'}
-\`\`\``;
-
-		await this.llm.ask(
-			`New facts to integrate:\n${bucket.facts.map(f => `- ${f}`).join('\n')}`,
-			{
-				model: options.model,
-				temperature: 0.3,
-				system: systemPrompt,
-				tools: [{
-					name: 'update_document',
-					description: 'Write the complete updated document content',
-					args: {
-						description: {type: 'string', description: 'One-line description of what this document covers, no formatting or emojis', required: true},
-						content: {type: 'string', description: 'Fully updated document in markdown', required: true},
-					},
-					fn:(args: any) => {
-						node.description = args.description;
-						finalContent = args.content;
-						return 'Saved';
-					}
-				}]
-			}
+${currentBody}
+\`\`\``}
 				);
+				entry.request = request;
+				update = await request;
+			}
+		} catch (err: any) {
+			if (err?.name === 'AbortError') return false;
+			throw err;
+		} finally {
+			entry.request = null;
+		}

-		node.content = finalContent;
-		node.links = extractLinks(finalContent);
-		const needsEmbed = !node.embedding?.length || node.description !== memories.find(m => m.name === node.name)?.description;
-		if (needsEmbed) {
-			const [e] = await this.llm.embedding(node.description);
-			if (e) node.embedding = e.embedding;
+		if(!update?.content) return false;
+		const newLinks = extractLinks(update.content).filter(l => l !== node.name && l !== tempName);
+		const newLinkSet = new Set(newLinks);
+		const oldLinkSet = new Set(oldLinks);
+
+		for (const added of newLinkSet) {
+			if (!oldLinkSet.has(added)) {
+				const target = memories.find(m => m.name === added);
+				if (target) {
+					const {backlinks} = extractMetadata(target.content);
+					if (!backlinks.includes(node.name)) {
+						target.content = this.updateFrontmatter(target.content, {
+							backlinks: [...backlinks, node.name],
+						});
+					}
+				}
+			}
+		}
+		for (const removed of oldLinkSet) {
+			if (!newLinkSet.has(removed)) {
+				const target = memories.find(m => m.name === removed);
+				if (target) {
+					const {backlinks} = extractMetadata(target.content);
+					target.content = this.updateFrontmatter(target.content, {
+						backlinks: backlinks.filter(b => b !== node.name),
+					});
+				}
 			}
 		}

-	private async factAgent(conversation: string, memories: Memory[], options: LLMRequest): Promise<FactBucket[]> {
-		const buckets: FactBucket[] = [];
-		const today = new Date().toISOString().split('T')[0];
+		const {backlinks} = extractMetadata(node.content);
+		node.description = update.description;
+		node.content = this.applyHeader(update.content, this.buildHeader(node, week, newLinks, backlinks));
+		const [e] = await this.llm.embedding(node.content);
+		if(e) node.embedding = e.embedding;
+		return true;
+	}

+	private async factAgent(conversation: string, memories: Memory[], options: LLMRequest, weekKey: string): Promise<FactBucket[]> {
+		const buckets = new Map<string, string[]>();
 		await this.llm.ask(conversation, {
 			model: options.model,
 			temperature: 0.2,
 			system: `You are a fact extractor. Analyze this conversation and extract facts worth remembering long-term.

 Rules:
- ONLY extract facts the USER explicitly stated about themselves, their work, or their projects
+- ONLY extract current facts the USER explicitly stated about themselves, their work, or their projects
 - ONLY extract decisions that were MADE during this conversation
 - DO NOT extract anything the AI said, its capabilities, or meta-conversation about the AI
 - DO NOT extract greetings, pleasantries, or generic exchanges
+- DO NOT extract deltas or changes in facts; ONLY the end fact
 - If nothing worth remembering was said, do not call any tools

-**Organizational patterns:**
- Journal entries use paths like: Journal/${today}
- People use paths like: People/Name
- Projects use paths like: Projects/Name
- Personal info uses paths like: Personal/Goals, Personal/Tasks, etc.
- General knowledge uses paths like: Biology/Topic, History/Topic, etc.
-
-Learn from existing nodes and follow the same pattern when extracting.
-
-Group facts by subject. For each group call \`extract_facts\` once with the FULL PATH.
-
-Known nodes (name: description):
-${this.listNodes(memories).map(n => `- ${n.name}: ${n.description}`).join('\n') || 'None yet.'}`,
-			tools: [{
-				name: 'extract_facts',
-				description: 'Submit a group of related facts for a specific subject',
-				args: {
-					subject: {type: 'string', description: 'Full path for the subject (e.g., "Journal/2025-01-27", "People/Sarah", "Projects/Website")', required: true},
-					facts: {type: 'string', description: 'Comma-separated list of extracted facts', required: true},
-				},
-				fn: (args: any) => {
-					buckets.push({
-						subject: args.subject,
-						facts: args.facts.split(',').map((f: string) => f.trim()).filter(Boolean),
-					});
-					return 'Recorded';
-				}
-			}]
-		});
-
-		return buckets;
-	}
-
-	private async organizingAgent(bucket: FactBucket, memories: Memory[], options: LLMRequest): Promise<Memory> {
-		let candidates = this.listNodes(memories);
-		let attempts = 0;
-		const maxAttempts = 3;
-
-		while (attempts++ < maxAttempts) {
-			let home = '', mode: string | null = null;
-
-			const resp = await this.llm.ask(`Subject: ${bucket.subject}\n\nFacts:\n${bucket.facts.map(f => `- ${f}`).join('\n')}`, {
-				model: options.model,
-				temperature: 0.1,
-				system: `You are a knowledge organizer. Your job is to find the correct home for the supplied facts.
-
-1. Review the facts and the node list below. Pick the most likely match or decide if a new node is needed.
-2. If you picked an existing node, use \`read\` to verify it's the right place.
- After reading, call either \`confirm\` (correct node) or \`mismatched\` (wrong node).
-3. If none of the nodes match, call \`create\` to make a new node.
-
-**Organizational patterns:**
- Journal entries: Journal/YYYY-MM-DD
- People: People/Name
- Projects: Projects/Name
- Personal: Personal/Goals, Personal/Tasks, etc.
- Knowledge: Biology/Topic, History/Topic, etc.
+When extracting facts, you MUST also decide the exact destination path:
+- Use an existing node name if the facts clearly belong there
+- All information primary about the user should go under "Personal/..." (e.g., Personal/Info, Personal/Todos)
+- When required, create a new path following collection/subject format (e.g., People/Sarah, Projects/Oxide)
+- For journal entries, use "Journal"

 Available nodes:
-${candidates.map(n => `- ${n.name}: ${n.description}`).join('\n') || 'None — create a new node.'}`,
+- Journal
+${this.listNodes(memories).filter(n => !n.name.includes('_temp_') && !n.name.includes('Journal')).map(n => `- ${n.name}: ${n.description}`).join('\n') || 'None yet.'}`,
 			tools: [{
-					name: 'read',
-					description: 'Read a node file to verify it is the right home for these facts',
-					args: {name: {type: 'string', description: 'Exact node name (full path)', required: true}},
-					fn: ({name}) => {
-						const mem = memories.find(m => m.name === name);
-						if (!mem) return 'Node not found';
-						home = name;
-						return this.formatMemory(mem);
-					}
-				}, {
-					name: 'confirm',
-					description: 'Confirm this is the correct node for the facts',
-					args: {},
-					fn: () => {
-						mode = 'success';
-						resp.abort();
-					}
-				}, {
-					name: 'mismatched',
-					description: 'This is not the node you are looking for',
-					args: {},
-					fn: () => {
-						mode = 'failed';
-						resp.abort();
-					}
-				}, {
-					name: 'create',
-					description: 'No existing node fits — create a new one',
+				name: 'facts_extract',
+				description: 'Submit facts with their destination',
 				args: {
-						name: {type: 'string', description: 'Full path for the new node (e.g., "People/Sarah", "Journal/2025-01-27")', required: true}
+					destination: {type: 'string', description: 'Exact existing node name OR new path (e.g. "People/Sarah", "Projects/Oxide")', required: true},
+					facts: {type: 'string', description: 'Comma-separated facts', required: true},
 				},
-					fn: ({name}) => {
-						home = name;
-						mode = 'create';
-						resp.abort();
-					}
-				}]
+				fn: (args: any) => {
+					const subject = args.destination.trim().toLowerCase() === 'journal'
+						? `Journal/${weekKey}`
+						: args.destination.trim();
+					const facts = buckets.get(subject) ?? [];
+					facts.push(...dedupeFacts(String(args.facts).split(',')));
+					buckets.set(subject, facts);
+					return 'Recorded';
+				},
+			}],
 		});
-
-			if(mode === 'create') {
-				return this.createNode(home, memories);
-			} else if (mode === 'failed') {
-				candidates = candidates.filter(c => c.name !== home);
-				if(!candidates.length) return this.createNode(bucket.subject, memories);
-			} else if (mode === 'success') {
-				const existing = memories.find(m => m.name === home);
-				return existing || this.createNode(home, memories);
-			}
-		}
-		return this.createNode(bucket.subject, memories);
+		return buckets.entries().toArray().map(([subject, facts]) => ({subject, facts}));
 	}
 }
--- a/src/provider.ts
+++ b/src/provider.ts
@@ -1,5 +1,5 @@
 import {AbortablePromise} from './ai.ts';
-import {LLMMessage, LLMRequest} from './llm.ts';
+import {LLMRequest} from './llm.ts';

 export abstract class LLMProvider {
 	abstract ask(message: string, options: LLMRequest): AbortablePromise<string>;
--- a/src/tools.ts
+++ b/src/tools.ts
@@ -133,7 +133,7 @@ export const ExecTool: AiTool = {
 }

 export const FetchTool: AiTool = {
-	name: 'fetch',
+	name: 'net_fetch',
 	description: 'Make HTTP request to URL',
 	args: {
 		url: {type: 'string', description: 'URL to fetch', required: true},
@@ -172,7 +172,7 @@ export const PythonTool: AiTool = {
 }

 export const ReadWebpageTool: AiTool = {
-	name: 'read_webpage',
+	name: 'net_read',
 	description: 'Extract clean content from webpages, or convert media/documents to accessible formats',
 	args: {
 		url: {type: 'string', description: 'URL to read', required: true},
@@ -276,7 +276,7 @@ export const ReadWebpageTool: AiTool = {
 };

 export const WebSearchTool: AiTool = {
-	name: 'web_search',
+	name: 'net_search',
 	description: 'Use duckduckgo (anonymous) to find find relevant online resources. Returns a list of URLs that works great with the `read_webpage` tool',
 	args: {
 		query: {type: 'string', description: 'Search string', required: true},
@@ -302,7 +302,7 @@ export const WebSearchTool: AiTool = {
 }

 export const WikipediaTool: AiTool = {
-	name: 'wikipedia_search',
+	name: 'get_wikipedia',
 	description: 'Search Wikipedia for matching articles',
 	args: {
 		query: {type: 'string', description: 'Search term or article title', required: true},
Author	SHA1	Message	Date
ztimson	8dfcd06752	More memory fixes All checks were successful Publish Library / Build NPM Project (push) Successful in 43s Details Publish Library / Tag Version (push) Successful in 14s Details	2026-07-29 22:11:09 -04:00
ztimson	14f6cdd313	Personal file memory organization instructions All checks were successful Publish Library / Build NPM Project (push) Successful in 33s Details Publish Library / Tag Version (push) Successful in 12s Details	2026-07-27 22:47:48 -04:00
ztimson	73d6ee0f2a	Personal file memory organization instructions All checks were successful Publish Library / Build NPM Project (push) Successful in 45s Details Publish Library / Tag Version (push) Successful in 12s Details	2026-07-27 22:39:06 -04:00
ztimson	bee4085666	updatememory awaits full result Some checks failed Publish Library / Tag Version (push) Has been cancelled Details Publish Library / Build NPM Project (push) Has been cancelled Details	2026-07-27 22:34:36 -04:00
ztimson	3b5c71de7c	Improved memory management All checks were successful Publish Library / Build NPM Project (push) Successful in 40s Details Publish Library / Tag Version (push) Successful in 14s Details	2026-07-27 20:10:09 -04:00