Small agent tweaks
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@@ -1,6 +1,6 @@
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{
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"name": "@ztimson/ai-utils",
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"version": "1.4.2",
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"version": "1.4.3",
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"description": "AI Utility library",
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"author": "Zak Timson",
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"license": "MIT",
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@@ -132,8 +132,8 @@ class LLM {
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return {
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name: toolName,
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description: `${a.delegate ? 'Delegate to ' : ''}Subagent: ${a.description || a.name}`,
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args: <any>(a.delegate ? {} : {
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context: {type: 'string', description: 'Summary of related messages, samples, files, etc...', required: true},
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args: <any>({
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context: !a.delegate ? {type: 'string', description: 'Summary of related messages, samples, files, etc...', required: true} : undefined,
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instructions: {type: 'string', description: 'Detailed instructions for subagent to complete', required: true},
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}),
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fn: async (args: any, stream: any, ai: any, id?: string) => {
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@@ -148,8 +148,9 @@ class LLM {
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const q = a.delegate ? '' : `${args.instructions}${args.context ? `\n\n<context>${args.context}</context>` : ''}`;
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const request = this.ask(q, {
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system: `You are a specialized subagent. ${a.delegate ? 'Your output streams directly to the user for the remainder of this turn. You are mid conversation - dispense with greetings.' : 'You are wrapped in a tool call that will be analysis by an LLM - dispense with conversation'}
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As a subagent, focus on executing your task completely using available tools and returning only the final result - no commentary, questions, or dialogue.
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system: `You are a specialized subagent being called from an orchestrator
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${a.delegate ? 'Your output streams directly to the user for the remainder of this turn. You are mid conversation' : 'You are wrapped in a tool call that will be analysis by an LLM'}
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Dispense with greetings and focus on your instructions using available tools and returning only the final result unless specifically instructed to converse
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${a.system}`,
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model: a.model || undefined,
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@@ -186,6 +186,17 @@ export class MemoryManager {
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constructor(private llm: any) {}
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private ghostNodes(memories: Memory[]): string[] {
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const names = new Set(memories.map(m => m.name));
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const ghosts = new Set<string>();
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for (const m of memories) {
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for (const link of m.links) {
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if (!names.has(link)) ghosts.add(link);
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}
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}
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return [...ghosts];
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}
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static normalize(m?: Memory[] | MemoryCache | MemoryOptions) {
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if(!m) return null;
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const raw = m instanceof MemoryCache || Array.isArray(m);
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@@ -458,6 +469,8 @@ ${currentBody}
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private async factAgent(conversation: string, memories: Memory[], options: LLMRequest, weekKey: string): Promise<FactBucket[]> {
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const buckets = new Map<string, string[]>();
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const ghosts = this.ghostNodes(memories);
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await this.llm.ask(conversation, {
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model: options.model,
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temperature: 0.2,
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@@ -472,14 +485,15 @@ Rules:
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- If nothing worth remembering was said, do not call any tools
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When extracting facts, you MUST also decide the exact destination path:
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- Use an existing node name if the facts clearly belong there
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- Reuse node names (including ghost) as much as possible IF the facts belongs there
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- All information primarily about the user should go under "People/User"
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- When required, create a new path following collection/subject format (e.g., People/Sarah, Projects/Oxide) — you are not limited to any fixed list of collections, use whatever fits
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- For journal entries, use "Journal"
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Available nodes:
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- Journal
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${this.listNodes(memories).filter(n => !n.name.includes('Journal')).map(n => `- ${n.name}: ${n.description}`).join('\n') || 'None yet.'}`,
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${this.listNodes(memories).filter(n => !n.name.includes('Journal')).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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tools: [{
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name: 'facts_extract',
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description: 'Submit facts with their destination',
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