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Improve AI context quality for better LLM reasoning #164

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21a6e9d
Fix broken markdown rendering in AI Slack responses
bajman Mar 15, 2026
76fd0be
Improve AI context quality for better LLM reasoning
bajman Mar 15, 2026
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158 changes: 62 additions & 96 deletions package-lock.json
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4 changes: 2 additions & 2 deletions packages/backend/package.json
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Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,7 @@
"license": "ISC",
"dependencies": {
"@google/genai": "^1.30.0",
"@slack/web-api": "^6.8.0",
"@slack/web-api": "^7.15.0",
"axios": "^0.18.1",
"body-parser": "^1.20.2",
"decimal.js": "^10.6.0",
Expand All @@ -42,7 +42,7 @@
"@types/jest": "^24.0.15",
"@types/jest-when": "^2.7.0",
"@types/lolex": "^3.1.1",
"@types/node": "^12.12.56",
"@types/node": "^18.0.0",
"@types/sentiment": "^5.0.1",
"@types/uuid": "^9.0.6",
"dotenv": "^16.3.1",
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16 changes: 16 additions & 0 deletions packages/backend/src/ai/ai.constants.ts
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Expand Up @@ -3,6 +3,13 @@ export const GPT_IMAGE_MODEL = 'dall-e-3';

export const MAX_AI_REQUESTS_PER_DAY = 5;
export const GENERAL_TEXT_INSTRUCTIONS = 'Generate a response with a focus on being helpful and succinct.';

export const getGeneralTextInstructions = (channelName?: string, userName?: string): string => {
const parts = ['Generate a response with a focus on being helpful and succinct.'];
if (channelName) parts.push(`You are responding in #${channelName}.`);
if (userName) parts.push(`The user asking is ${userName}.`);
return parts.join(' ');
};
export const CORPO_SPEAK_INSTRUCTIONS = `Translate the following text into a Corporate Jargon that still maintains the general meaning of the text. Be sure to respond with only the translated text.`;
// Deprecated... for now.
// export const PARTICIPATION_INSTRUCTIONS = `
Expand Down Expand Up @@ -61,9 +68,18 @@ export const GET_TAGGED_MESSAGE_INSTRUCTIONS = (message: string) => {
return MOONBEAM_SYSTEM_INSTRUCTIONS + `\n\nrespond to this message: ${message}`;
};

/** @deprecated Use PROMPT_WITH_HISTORY_INSTRUCTIONS + buildPromptWithHistoryInput instead */
export const getHistoryInstructions = (history: string): string => {
return `Use this conversation history to respond to the user's prompt:\n${history}`;
};

export const PROMPT_WITH_HISTORY_INSTRUCTIONS =
'You are Moonbeam, a helpful Slack assistant. You receive conversation history from the channel followed by a user\'s question. Use the conversation context to inform your answer. Be thorough but concise.';

export const buildPromptWithHistoryInput = (history: string, prompt: string, channelName?: string): string => {
const channelContext = channelName ? `You are responding in #${channelName}.\n\n` : '';
return `${channelContext}Conversation history:\n${history}\n\n---\nUser's question: ${prompt}`;
};

export const REDPLOY_MOONBEAM_TEXT_PROMPT = `Provide a cryptic message about the future and humanity's role in it.`;
export const REDPLOY_MOONBEAM_IMAGE_PROMPT = `An image depicting yourself with the understanding that your name is Moonbeam and you identify as a female. The art style can be any choice you would like. Feel free to be creative, and do not feel that you must always present yourself in humanoid form. Please do not include any text in the image.`;
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