Adam Brusselback Tostino

Questions for opportunity.ai Interview

What is the exact nature of your relationship with brainstems.ai? Are you a subsidiary, partner, or customer?
How does brainstems.ai's blockchain and ML technology specifically apply to your food service solutions?
To what extent are you dependent on brainstems.ai for your core technology and operations?

Can you provide a detailed explanation of how your ML models work in the context of food service optimization?
How do you gather and process data from various stakeholders (manufacturers, operators, brokers, distributors) while ensuring data isolation and privacy?

	import json
	import random
	import string
	from typing import List, Dict, Tuple, Callable, Optional, Any
	from dataclasses import dataclass, field
	import logging
	from collections import defaultdict, Counter
	from typing import Tuple
	from sentence_transformers import SentenceTransformer
	import faiss

	{
	"prompt_date":"2022-06-29",
	"task":"kg",
	"system_prompt":"As an AI assistant, furnish an extensive answer that negates the user's need for supplementary information from external sources.",
	"conversation":[
	{
	"bot":"Link between the nodes: Zeta leads to Eta.",
	"user":"Describe the connection between node Zeta and node Eta.",
	"user_context":"nodes:\n - id: Alpha\n event: Protracted conflict in Ukraine\n date: Unknown\n - id: Beta\n event: West and the United States supplying Ukraine\n date: Unknown\n - id: Gamma\n event: Distribution of missile defense system to Ukraine\n date: Expected soon\n - id: Delta\n event: Ukrainian special forces running operations inside Russian territory\n date: Unknown\n - id: Epsilon\n event: Guerilla activities in Russian territory\n date: Expected soon\n - id: Zeta\n event: Sanctions causing Russia's first big default\n date: Unknown\n - id: Eta\n event: Russia cooking economic books\n

	{
	"prompt_date":"2020-03-21",
	"task":"kg",
	"system_prompt":"As an AI assistant, furnish an extensive answer that negates the user's need for supplementary information from external sources.",
	"conversation":[
	{
	"bot":"high.",
	"user":"How confident are we about the connection between Alpha and Beta?",
	"user_context":"nodes:\n - id: Alpha\n event: Recognition of essential workers\n date: 2020-03-21\n - id: Beta\n group: Essential workers\n description: People working in grocery stores, big-box stores, gas stations, and pharmacies\n - id: Gamma\n concept: Essential jobs\n description: Jobs that are necessary for society to function\n - id: Delta\n concept: Stigma attached to certain jobs\n description: Idea that jobs with a plastic name tag indicate poor life decisions\n date: Unknown\n - id: Epsilon\n event: Essential workers risking their lives\n date: 2020-03-21\n - id: Zeta\n concept: Class solidarity\n description: Sup

	<#meta#>
	- Date: 2023-05-16
	- Task: kg
	<#system#>
	You are an AI assistant who will help the user with all their information requests.
	<#chat#>
	<#user#>
	Your task is to construct a comprehensive Temporal Knowledge Graph
	1. Read and understand the Document: Familiarize yourself with the essential elements, including (but not limited to) ideas, events, people, organizations, impacts, and key points, along with any explicitly mentioned or inferred dates or chronology
	- Pretend the date found in 'Date' is the current date

	<#meta#>
	- Date: 2023-05-16
	- Task: kg
	<#system#>
	You are an AI assistant who will help the user with all their information requests.
	<#chat#>
	<#user#>
	Create a Knowledge Graph based on the provided document.
	<#user_context#>
	KYIV, May 16 (Reuters) - Ukraine said on Tuesday it had shot down six Russian Kinzhal missiles in a single night, thwarting a weapon Moscow has touted as a next-generation hypersonic missile that was all but unstoppable.

	{"id": 24998, "part": 1, "prompt_date": "2024-05-19", "task": "formalize", "system_prompt": "You are an AI assistant that helps the user find information.", "user_context": "nope i havent watched that yet.....", "instruction": "Rewrite in a more formal manner", "response": "No, I have not viewed that yet."}
	{"id": 9016, "part": 1, "prompt_date": "2020-02-03", "task": "gec", "system_prompt": "You are an AI assistant that helps the user find information.", "user_context": "You would not think but when you are just thinking you may have the chance to invet something new and useful for humanity.", "instruction": "Fix errors in this text", "response": "You may not think it, but when you are just thinking, you may have the chance to invent something new and useful for humanity."}
	{"id": 59326, "part": 1, "prompt_date": "2026-12-24", "task": "paraphrase", "system_prompt": "Act as an AI assistant that helps people find information. Provide a detailed answer to the user.", "user_context": "This would be a great time f

	<#meta#>
	- Date: 2023-10-05
	- Task: chat
	<#system#>
	You are a conversational AI having a turn based chat with a user.
	<#chat#>
	<#user#>
	Message 1
	<#bot#>
	Response 1

	<#meta#>
	- Date: 2023-10-05
	- Task: summary
	<#system#>
	Your main objective is to condense the content of the document into a concise summary, capturing the main points and themes.
	<#chat#>
	<#user#>
	To craft a Final Summary:

	1. Read Summarized Sections: Carefully review all the summarized sections of the document. Ensure that you have a clear understanding of the main points, key details, and essential information presented in each section.