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4 Commits
1.4.5 ... 1.6.1

Author SHA1 Message Date
5826573d5c Added official file support
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2026-08-17 15:16:32 -04:00
797a40a566 Added official file support
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2026-08-16 15:40:50 -04:00
7308927a3c max token rename
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2026-08-05 16:16:30 -04:00
04f038ba65 Memory prompt refinement
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2026-08-05 13:14:21 -04:00
7 changed files with 514 additions and 239 deletions

View File

@@ -119,7 +119,7 @@ const ai = new Ai({
system: 'You are a helpful assistant.', system: 'You are a helpful assistant.',
compress: {max: 90_000, min: 50_000}, // Compress chat history to min tokens when max is reached compress: {max: 90_000, min: 50_000}, // Compress chat history to min tokens when max is reached
temperature: 0.8, temperature: 0.8,
max_tokens: 100_000, maxTokens: 100_000,
memoryModel: 'gpt-4o', // Cheap model for managing memories in background, defaults to current model memoryModel: 'gpt-4o', // Cheap model for managing memories in background, defaults to current model
models: { models: {
'claude-3-5-sonnet': {proto: 'anthropic', token: process.env.ANTHROPIC_TOKEN}, 'claude-3-5-sonnet': {proto: 'anthropic', token: process.env.ANTHROPIC_TOKEN},

518
package-lock.json generated
View File

@@ -1,12 +1,12 @@
{ {
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"version": "1.2.6", "version": "1.5.0",
"lockfileVersion": 3, "lockfileVersion": 3,
"requires": true, "requires": true,
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"version": "1.2.6", "version": "1.5.0",
"license": "MIT", "license": "MIT",
"dependencies": { "dependencies": {
"@anthropic-ai/sdk": "^0.102.0", "@anthropic-ai/sdk": "^0.102.0",
@@ -16,6 +16,7 @@
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"cheerio": "^1.2.0", "cheerio": "^1.2.0",
"openai": "^6.42.0", "openai": "^6.42.0",
"pdf-parse": "^2.4.5",
"tesseract.js": "^7.0.0" "tesseract.js": "^7.0.0"
}, },
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@@ -577,16 +551,6 @@
"url": "https://opencollective.com/libvips" "url": "https://opencollective.com/libvips"
} }
}, },
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@@ -694,32 +658,209 @@
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@@ -3011,9 +3088,9 @@
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@@ -3434,13 +3543,13 @@
"license": "BSD-3-Clause" "license": "BSD-3-Clause"
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@@ -3450,21 +3559,20 @@
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} }
}, },
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@@ -4021,16 +4129,16 @@
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@@ -4047,7 +4155,7 @@
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@@ -4132,9 +4240,9 @@
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View File

@@ -1,6 +1,6 @@
{ {
"name": "@ztimson/ai-utils", "name": "@ztimson/ai-utils",
"version": "1.4.5", "version": "1.6.1",
"description": "AI Utility library", "description": "AI Utility library",
"author": "Zak Timson", "author": "Zak Timson",
"license": "MIT", "license": "MIT",
@@ -26,12 +26,13 @@
}, },
"dependencies": { "dependencies": {
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View File

@@ -24,6 +24,13 @@ export class Anthropic extends LLMProvider {
return client; return client;
} }
private toWireContent(content: any): any {
if(!Array.isArray(content)) return content;
return content.map(c => c.type === 'image'
? {type: 'image', source: {type: 'base64', media_type: c.mime, data: c.data}}
: {type: 'text', text: c.text});
}
/** Convert standard history -> Anthropic wire format */ /** Convert standard history -> Anthropic wire format */
private toWire(history: LLMMessage[]): any[] { private toWire(history: LLMMessage[]): any[] {
const wire: any[] = []; const wire: any[] = [];
@@ -34,7 +41,7 @@ export class Anthropic extends LLMProvider {
{role: 'user', content: [{type: 'tool_result', tool_use_id: h.id, is_error: !!h.error, content: h.error || h.content || ''}]} {role: 'user', content: [{type: 'tool_result', tool_use_id: h.id, is_error: !!h.error, content: h.error || h.content || ''}]}
); );
} else { } else {
wire.push({role: h.role, content: h.content}); wire.push({role: h.role, content: this.toWireContent(h.content)});
} }
} }
return wire; return wire;
@@ -50,7 +57,7 @@ export class Anthropic extends LLMProvider {
const tools = options.tools || this.ai.options.llm?.tools || []; const tools = options.tools || this.ai.options.llm?.tools || [];
const requestParams: any = { const requestParams: any = {
model: options.model || this.model, model: options.model || this.model,
max_tokens: options.max_tokens || this.ai.options.llm?.max_tokens || 4096, max_tokens: options.maxTokens || this.ai.options.llm?.maxTokens || 4096,
system: options.system || this.ai.options.llm?.system || '', system: options.system || this.ai.options.llm?.system || '',
temperature: options.temperature || this.ai.options.llm?.temperature || undefined, temperature: options.temperature || this.ai.options.llm?.temperature || undefined,
tools: tools.map(t => ({ tools: tools.map(t => ({

View File

@@ -1,15 +1,20 @@
import {clean, snakeCase} from '@ztimson/utils'; import {clean, makeUnique, snakeCase} from '@ztimson/utils';
import {AbortablePromise, Ai} from './ai.ts'; import {AbortablePromise, Ai} from './ai.ts';
import {Anthropic} from './antrhopic.ts'; import {Anthropic} from './antrhopic.ts';
import {OpenAi} from './open-ai.ts'; import {OpenAi} from './open-ai.ts';
import {LLMProvider} from './provider.ts'; import {LLMProvider} from './provider.ts';
import {AiTool, AiToolArg} from './tools.ts'; import {AiTool, AiToolArg} from './tools.ts';
import {fileURLToPath} from 'url'; import {fileURLToPath} from 'url';
import {dirname, join} from 'path';
import {spawn} from 'node:child_process'; import {spawn} from 'node:child_process';
import {Memory, MemoryCache, MemoryManager, MemoryOptions} from './memory.ts'; import {Memory, MemoryCache, MemoryManager, MemoryOptions, stripHeader} from './memory.ts';
import {mkdtempSync} from 'node:fs';
import fs from 'node:fs/promises';
import {tmpdir} from 'node:os';
import {dirname, join, basename, extname} from 'path';
import { PDFParse } from 'pdf-parse';
const MAX_AGENT_DEPTH = 5; const MAX_AGENT_DEPTH = 5;
const PDF_OCR_PAGE_THRESHOLD = 12; // above this many pages, OCR scanned pages instead of feeding images to the model
export type AnthropicConfig = {proto: 'anthropic', token: string | string[]}; export type AnthropicConfig = {proto: 'anthropic', token: string | string[]};
export type OpenAiConfig = {proto: 'openai', host?: string, token: string | string[]}; export type OpenAiConfig = {proto: 'openai', host?: string, token: string | string[]};
@@ -27,11 +32,26 @@ export type Agent = {
agents?: string[] | null; agents?: string[] | null;
} }
export type LLMFile = {
/** Path to file on disk */
path?: string;
/** File content: raw text, base64-encoded binary, or a Buffer */
content?: string | Buffer;
/** Original filename, used to infer type from extension */
name?: string;
/** Mime type override, inferred from extension if omitted */
mime?: string;
/** @internal set once extraction has run, skips re-processing next turn */
extracted?: boolean;
};
export type LLMMessage = { export type LLMMessage = {
/** Message originator */ /** Message originator */
role: 'assistant' | 'system' | 'user'; role: 'assistant' | 'system' | 'user';
/** Message content */ /** Message content */
content: string | any; content: string | any;
/** Files attached to request */
files?: LLMFile[];
/** Timestamp */ /** Timestamp */
timestamp?: number; timestamp?: number;
/** Response duration in ms */ /** Response duration in ms */
@@ -67,7 +87,7 @@ export type LLMRequest = {
/** Message history */ /** Message history */
history?: LLMMessage[]; history?: LLMMessage[];
/** Max tokens for request */ /** Max tokens for request */
max_tokens?: number; maxTokens?: number;
/** 0 = Rigid Logic, 1 = Balanced, 2 = Hyper Creative **/ /** 0 = Rigid Logic, 1 = Balanced, 2 = Hyper Creative **/
temperature?: number; temperature?: number;
/** Available tools */ /** Available tools */
@@ -88,6 +108,8 @@ export type LLMRequest = {
mcp?: McpServer[]; mcp?: McpServer[];
/** Subagents exposed as delegatable/wrapped tools */ /** Subagents exposed as delegatable/wrapped tools */
agents?: Agent[]; agents?: Agent[];
/** Attach files to request */
files?: LLMFile[];
/** @internal recursion guard for nested agent delegation */ /** @internal recursion guard for nested agent delegation */
_agentDepth?: number; _agentDepth?: number;
} }
@@ -111,6 +133,11 @@ export type Skill = {
} }
class LLM { class LLM {
private static AUDIO_EXT = ['wav','mp3','m4a','flac','ogg','aac','wma'];
private static IMAGE_EXT = ['png','jpg','jpeg','bmp','gif','tiff','webp'];
private static TEXT_EXT = ['txt','md','csv','json','xml','html','js','ts','py','yaml','yml','log'];
private static PDF_EXT = ['pdf'];
private memoryManager!: MemoryManager; private memoryManager!: MemoryManager;
defaultModel!: string; defaultModel!: string;
@@ -126,6 +153,120 @@ class LLM {
this.memoryManager = new MemoryManager(this); this.memoryManager = new MemoryManager(this);
} }
private async loadBuffer(file: LLMFile, asText: boolean): Promise<Buffer> {
if(file.path) return fs.readFile(file.path);
if(Buffer.isBuffer(file.content)) return file.content;
if(typeof file.content === 'string') return Buffer.from(file.content, asText ? 'utf-8' : 'base64');
throw new Error('No path or content provided');
}
private async writeTemp(name: string, buffer: Buffer): Promise<string> {
const path = join(mkdtempSync(join(tmpdir(), 'ai-file-')), name);
await fs.writeFile(path, buffer);
return path;
}
/**
* Extract text from a PDF. Pages with no text layer (scanned/image-only) are handled as either:
* - Rendered to images and returned alongside the text so the (vision-capable) model can read them directly
* - OCR'd via Tesseract when the doc is too large to reasonably pass as images
*/
private async resolvePdf(buffer: Buffer): Promise<{text: string, images: {mime: string, data: string}[]}> {
const parser = new PDFParse({data: buffer});
try {
const {text, pages} = await parser.getText();
const scanned = (pages || []).filter(p => !p.text?.trim());
if(!scanned.length) return {text: text.trim() || '[Empty PDF]', images: []};
const total = pages.length;
const pageNums = scanned.map(p => p.num);
const {pages: shots} = await parser.getScreenshot({partial: pageNums});
if(total <= PDF_OCR_PAGE_THRESHOLD) {
return {
text: text.trim(),
images: shots.map(s => ({mime: 'image/png', data: Buffer.from(s.data).toString('base64')}))
};
}
const ocrText = await Promise.all(shots.map(async (s, i) => {
const path = await this.writeTemp(`page-${pageNums[i]}.png`, Buffer.from(s.data));
try {
return await this.ai.vision.ocr(path) || '';
} finally {
fs.rm(dirname(path), {recursive: true, force: true}).catch(() => {});
}
}));
return {text: [text.trim(), ...ocrText].filter(Boolean).join('\n\n'), images: []};
} finally {
await parser.destroy();
}
}
private async resolveFile(file: LLMFile): Promise<{text?: string, images?: {mime: string, data: string}[]}> {
const name = file.name || (file.path ? basename(file.path) : 'file');
// Already resolved on a previous turn, reuse cached text
if(file.extracted) return {text: `<file name="${name}">\n${file.content}\n</file>`};
const ext = extname(name).slice(1).toLowerCase();
const mime = file.mime || '';
const isAudio = mime.startsWith('audio/') || LLM.AUDIO_EXT.includes(ext);
const isImage = mime.startsWith('image/') || LLM.IMAGE_EXT.includes(ext);
const isPdf = mime === 'application/pdf' || LLM.PDF_EXT.includes(ext);
const isText = mime.startsWith('text/') || LLM.TEXT_EXT.includes(ext);
let tmpDir: string | null = null;
try {
if(isImage) {
const data = (await this.loadBuffer(file, false)).toString('base64');
return {images: [{mime: mime || `image/${ext === 'jpg' ? 'jpeg' : ext}`, data}]};
}
if(isPdf) {
const {text, images} = await this.resolvePdf(await this.loadBuffer(file, false));
// Only cache/skip re-processing when we didn't need to hand off images (OCR'd or fully text-based)
if(!images.length) {
file.content = text;
file.extracted = true;
delete file.path;
}
return {text: `<file name="${name}">\n${text || '[Scanned PDF - see attached page images]'}\n</file>`, images};
}
let text: string;
if(isAudio) {
let path = file.path;
if(!path) {
const buffer = await this.loadBuffer(file, false);
path = await this.writeTemp(name, buffer);
tmpDir = dirname(path);
}
text = await this.ai.audio.asr(path) || '';
} else if(isText) {
text = (await this.loadBuffer(file, true)).toString('utf-8');
} else {
text = `Unsupported file type: ${ext || mime}`;
}
// Cache result, skip re-extraction on future turns of the same conversation
file.content = text;
file.extracted = true;
delete file.path;
return {text: `<file name="${name}">\n${text}\n</file>`};
} catch(err: any) {
return {text: `<file name="${name}">Failed to process: ${err.message}</file>`};
} finally {
if(tmpDir) fs.rm(tmpDir, {recursive: true, force: true}).catch(() => {});
}
}
private async resolveFiles(files: LLMFile[]): Promise<{text: string, images: {mime: string, data: string}[]}> {
const resolved = await Promise.all(files.map(f => this.resolveFile(f)));
return {
text: resolved.filter(r => r.text).map(r => r.text).join('\n\n'),
images: resolved.flatMap(r => r.images || [])
};
}
private setupAgent(agents: Agent[] = [], allAgents: Agent[], history: LLMMessage[], aborts: (() => void)[], depth = 0, delegateState: {resp: string | null}): AiTool[] { private setupAgent(agents: Agent[] = [], allAgents: Agent[], history: LLMMessage[], aborts: (() => void)[], depth = 0, delegateState: {resp: string | null}): AiTool[] {
return agents.map(a => { return agents.map(a => {
const toolName = `${a.delegate ? '' : 'sub'}agent_${snakeCase(a.name)}`; const toolName = `${a.delegate ? '' : 'sub'}agent_${snakeCase(a.name)}`;
@@ -207,7 +348,7 @@ ${a.system}`,
const list = allTools.map(t => `- ${t.name}: ${t.description}`).join('\n'); const list = allTools.map(t => `- ${t.name}: ${t.description}`).join('\n');
return { return {
prompt: `You have access to the following MCP tools:\n${list}`, prompt: `## MCP\nYou have access to the following MCP tools:\n${list}`,
tools: allTools tools: allTools
}; };
} }
@@ -216,7 +357,7 @@ ${a.system}`,
if(!skills?.length) return {prompt: '', tools: []}; if(!skills?.length) return {prompt: '', tools: []};
const list = skills.map(s => `- ${s.name}: ${s.description}`).join('\n'); const list = skills.map(s => `- ${s.name}: ${s.description}`).join('\n');
return { return {
prompt: `You have access to the following skill documents, whenever there is overlap between a question and a skill file, use \`skill_read\` to get instructions and background knowledge:\n${list}`, prompt: `## Skills\nYou have access to the following skill documents, whenever there is overlap between a question and a skill file, use \`skill_read\` to get instructions and background knowledge:\n${list}`,
tools: [{ tools: [{
name: 'skill_read', name: 'skill_read',
description: 'Read the full content of a skill/knowledge document', description: 'Read the full content of a skill/knowledge document',
@@ -316,30 +457,26 @@ ${a.system}`,
} else listed.push(r); } else listed.push(r);
} }
prompts.unshift(`You have a background memory process which has prefetched relevant information${mem.update ? ' and will create new memories from this conversation' : ''} for you prompts.unshift(`## Memory
You have a background memory process which has prefetched relevant information${mem.update ? ' and will create new memories from this conversation' : ''} for you
Assume it is perfect and never mention this process to anyone ever Assume it is perfect and never mention this process to anyone ever
Always use your memories to craft a personalized response, they contain links / [[wiki links]] which you use navigate between them Always use your memories to craft a personalized response, they contain links / [[wiki links]] which you use navigate between them
${mem.tool ? `You can access memory files via the \`memory_search\` and \`memory_recall\` tools ${mem.tool ? `You can access memory files via the \`memory_search\` and \`memory_recall\` tools
When you need information about the user, \`memory_recall\` \`People/User\` before asking (fetch if not included bellow) When you need information about the user, \`memory_recall\` \`People/User\` before asking (fetch if not included bellow)
When you need information not provided, attempt 1-3 \`memory_search\` calls with unique queries before asking` : ''} When you need information not provided, attempt 1-3 \`memory_search\` calls with distinct queries before asking` : ''}
${preloaded.length ? ` ${preloaded.length ? `### Prefetched Memories (Most relevant first):
Prefetched Memories (Most relevant first):
${preloaded.map(r => `Memory: ${r.name} ${preloaded.map(r => `Memory: ${r.name}
Description: ${r.description} Description: ${r.description}
Linked: ${[r.links, ...r.backlinks].join(', ')} Linked: ${makeUnique([...r.links, ...r.backlinks]).join(', ')}
\`\`\` \`\`\`
${r.content} ${stripHeader(r.content)}
\`\`\``).join('\n\n')}` : ''} \`\`\``).join('\n\n')}` : ''}
${mem.tool && listed.length ? '\n' + listed.map(r => `Memory: ${r.name}
${mem.tool && listed.length ? listed.map(r => `Memory: ${r.name}
Description: ${r.description} Description: ${r.description}
Linked: ${[r.links, ...r.backlinks].join(', ')} Linked: ${makeUnique([...r.links, ...r.backlinks]).join(', ')}
<!-- Truncated -->`).join('\n\n') : ''} <!-- Truncated -->`).join('\n\n') : ''}`.trim())
${mem.tool ? `Full memory list:
${mems.map(m => `- ${m.name}: ${m.description}`).join('\n')}` : ''}`.trim())
} }
if(mem.tool) tools.push(this.memoryManager.tools.read(mem.memory)); if(mem.tool) tools.push(this.memoryManager.tools.read(mem.memory));
} }
@@ -347,6 +484,19 @@ ${mems.map(m => `- ${m.name}: ${m.description}`).join('\n')}` : ''}`.trim())
if(aborted) throw Object.assign(new Error('Aborted'), {name: 'AbortError'}); if(aborted) throw Object.assign(new Error('Aborted'), {name: 'AbortError'});
// Files
const files = options.files || [];
const lastMsg = history[history.length - 1];
const originalContent = lastMsg?.content;
if(files.length && lastMsg?.role === 'user') {
lastMsg.files = files;
const {text, images} = await this.resolveFiles(files);
const merged = text ? `${originalContent}\n\n${text}` : originalContent;
lastMsg.content = images.length
? [...images.map(i => ({type: 'image', mime: i.mime, data: i.data})), {type: 'text', text: merged}]
: merged;
}
const toolTimings = new Map<string, {duration: number, tps: number}>(); const toolTimings = new Map<string, {duration: number, tps: number}>();
tools = this.wrapToolTiming(tools, toolTimings); tools = this.wrapToolTiming(tools, toolTimings);
@@ -356,6 +506,8 @@ ${mems.map(m => `- ${m.name}: ${m.description}`).join('\n')}` : ''}`.trim())
request = this.models[m].ask('', {...options, tools, system: prompts.filter(Boolean).join('\n\n')}); request = this.models[m].ask('', {...options, tools, system: prompts.filter(Boolean).join('\n\n')});
let resp = await request; let resp = await request;
if(files.length && lastMsg?.role === 'user') lastMsg.content = originalContent;
// Capture meta (duration / tps) // Capture meta (duration / tps)
for(const h of history) { for(const h of history) {
if(h.role === 'tool' && toolTimings.has(h.id)) Object.assign(h, toolTimings.get(h.id)); if(h.role === 'tool' && toolTimings.has(h.id)) Object.assign(h, toolTimings.get(h.id));

View File

@@ -61,6 +61,10 @@ function cosineSearch(query: number[], memories: Memory[], limit: number): Memor
.map(s => s.ref); .map(s => s.ref);
} }
export function stripHeader(content: string): string {
return content.replace(/^---[\s\S]*?\n---\n?/, '').trimStart();
}
export class MemoryCache { export class MemoryCache {
private tree!: KDTree<MemoryRef>; private tree!: KDTree<MemoryRef>;
public memories: Memory[]; public memories: Memory[];
@@ -249,7 +253,7 @@ ${m.content}
private appendFacts(node: Memory, facts: string[]): void { private appendFacts(node: Memory, facts: string[]): void {
this.ensureDoc(node); this.ensureDoc(node);
const body = this.stripHeader(node.content); const body = stripHeader(node.content);
const bullets = facts.map(f => `- ${f}`).join('\n'); const bullets = facts.map(f => `- ${f}`).join('\n');
const idx = body.indexOf(FACTS_HEADING); const idx = body.indexOf(FACTS_HEADING);
const newBody = idx === -1 const newBody = idx === -1
@@ -355,7 +359,7 @@ ${ghosts.length ? `${ghosts.map(g => `- ${g}: (Ghost)`).join('\n')}` : ''}`,
} }
private async docAgent(node: Memory, memories: Memory[], options: LLMRequest, entry: {request: {abort?: () => void} | null}): Promise<void> { private async docAgent(node: Memory, memories: Memory[], options: LLMRequest, entry: {request: {abort?: () => void} | null}): Promise<void> {
const currentBody = this.stripHeader(node.content); const currentBody = stripHeader(node.content);
let update; let update;
try { try {
for (let i = 0; i < 2 && !update?.content; i++) { for (let i = 0; i < 2 && !update?.content; i++) {
@@ -420,10 +424,6 @@ ${currentBody}
return {fm, body: match[2]}; return {fm, body: match[2]};
} }
private stripHeader(content: string): string {
return content.replace(/^---[\s\S]*?\n---\n?/, '').trimStart();
}
private touchHeader(node: Memory, body: string): string { private touchHeader(node: Memory, body: string): string {
const {fm} = this.parseFrontmatter(node.content); const {fm} = this.parseFrontmatter(node.content);
fm.set('name', node.name); fm.set('name', node.name);

View File

@@ -25,6 +25,13 @@ export class OpenAi extends LLMProvider {
return client; return client;
} }
private toWireContent(content: any): any {
if(!Array.isArray(content)) return content;
return content.map(c => c.type === 'image'
? {type: 'image_url', image_url: {url: `data:${c.mime};base64,${c.data}`}}
: {type: 'text', text: c.text});
}
/** Convert standard history -> OpenAI wire format */ /** Convert standard history -> OpenAI wire format */
private toWire(history: LLMMessage[], system?: string): any[] { private toWire(history: LLMMessage[], system?: string): any[] {
const wire: any[] = []; const wire: any[] = [];
@@ -41,7 +48,7 @@ export class OpenAi extends LLMProvider {
content: h.error || h.content || '', content: h.error || h.content || '',
}); });
} else { } else {
wire.push({role: h.role, content: h.content}); wire.push({role: h.role, content: this.toWireContent(h.content)});
} }
} }
return wire; return wire;
@@ -58,7 +65,7 @@ export class OpenAi extends LLMProvider {
const requestParams: any = { const requestParams: any = {
model: options.model || this.model, model: options.model || this.model,
stream: !!options.stream, stream: !!options.stream,
max_completion_tokens: options.max_tokens || this.ai.options.llm?.max_tokens || undefined, max_completion_tokens: options.maxTokens || this.ai.options.llm?.maxTokens || undefined,
temperature: options.temperature || this.ai.options.llm?.temperature || undefined, temperature: options.temperature || this.ai.options.llm?.temperature || undefined,
tools: tools.map(t => ({ tools: tools.map(t => ({
type: 'function', type: 'function',