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letta-code-sdk/examples/research-team/tools/mock-sources.ts
Cameron Pfiffer d5bbce6dec feat: add multi-agent demo examples
Three demo examples showcasing multi-agent orchestration:

- **economics-seminar**: Hostile faculty panel debates AI economist presenter
- **research-team**: Coordinator, Researcher, Analyst, Writer collaboration
- **dungeon-master**: Persistent DM that creates its own game system

🤖 Generated with [Letta Code](https://letta.com)

Co-Authored-By: Letta <noreply@letta.com>
2026-01-27 15:13:19 -08:00

368 lines
16 KiB
TypeScript

/**
* Mock Academic Sources
*
* Simulated academic papers for demo without external APIs.
* Covers multiple domains with realistic metadata.
*/
import type { AcademicSource } from '../types.js';
export const MOCK_SOURCES: AcademicSource[] = [
// ═══════════════════════════════════════════════════════════════
// QUANTUM COMPUTING
// ═══════════════════════════════════════════════════════════════
{
id: 'qc-001',
title: 'Surface Codes: Towards Practical Large-Scale Quantum Computation',
authors: ['Fowler, A.G.', 'Mariantoni, M.', 'Martinis, J.M.', 'Cleland, A.N.'],
abstract: 'We present a comprehensive review of surface code quantum error correction, including an introduction to the theory, practical considerations for implementation, and current experimental progress toward fault-tolerant quantum computing.',
venue: 'Physical Review A',
year: 2012,
citations: 2847,
domain: 'quantum-computing',
quality: 9,
},
{
id: 'qc-002',
title: 'Quantum Error Correction for Beginners',
authors: ['Devitt, S.J.', 'Munro, W.J.', 'Nemoto, K.'],
abstract: 'We provide a pedagogical introduction to quantum error correction, covering the basics of classical error correction, the quantum no-cloning theorem, stabilizer codes, and the threshold theorem for fault-tolerant quantum computation.',
venue: 'Reports on Progress in Physics',
year: 2013,
citations: 1523,
domain: 'quantum-computing',
quality: 8,
},
{
id: 'qc-003',
title: 'Quantum Supremacy Using a Programmable Superconducting Processor',
authors: ['Arute, F.', 'Arya, K.', 'Babbush, R.', 'et al.'],
abstract: 'We report the use of a processor with programmable superconducting qubits to create quantum states on 53 qubits, corresponding to a computational state-space of dimension 2^53. We demonstrate quantum supremacy by sampling the output of a pseudo-random quantum circuit.',
venue: 'Nature',
year: 2019,
citations: 4521,
domain: 'quantum-computing',
quality: 10,
},
{
id: 'qc-004',
title: 'Logical Quantum Processor Based on Reconfigurable Atom Arrays',
authors: ['Bluvstein, D.', 'Evered, S.J.', 'Geim, A.A.', 'et al.'],
abstract: 'We present a logical quantum processor based on reconfigurable arrays of neutral atoms, demonstrating the execution of quantum algorithms on 48 logical qubits with error correction.',
venue: 'Nature',
year: 2024,
citations: 342,
domain: 'quantum-computing',
quality: 9,
},
// ═══════════════════════════════════════════════════════════════
// LARGE LANGUAGE MODELS / AI
// ═══════════════════════════════════════════════════════════════
{
id: 'ai-001',
title: 'Attention Is All You Need',
authors: ['Vaswani, A.', 'Shazeer, N.', 'Parmar, N.', 'et al.'],
abstract: 'We propose a new simple network architecture, the Transformer, based solely on attention mechanisms, dispensing with recurrence and convolutions entirely. Experiments show these models achieve superior results on machine translation tasks.',
venue: 'NeurIPS',
year: 2017,
citations: 98234,
domain: 'artificial-intelligence',
quality: 10,
},
{
id: 'ai-002',
title: 'Language Models are Few-Shot Learners',
authors: ['Brown, T.B.', 'Mann, B.', 'Ryder, N.', 'et al.'],
abstract: 'We demonstrate that scaling up language models greatly improves task-agnostic, few-shot performance, achieving strong results on many NLP datasets without task-specific fine-tuning. GPT-3 achieves strong performance in the few-shot setting.',
venue: 'NeurIPS',
year: 2020,
citations: 24567,
domain: 'artificial-intelligence',
quality: 10,
},
{
id: 'ai-003',
title: 'Chain-of-Thought Prompting Elicits Reasoning in Large Language Models',
authors: ['Wei, J.', 'Wang, X.', 'Schuurmans, D.', 'et al.'],
abstract: 'We explore how generating a chain of thought—a series of intermediate reasoning steps—significantly improves the ability of large language models to perform complex reasoning tasks.',
venue: 'NeurIPS',
year: 2022,
citations: 3456,
domain: 'artificial-intelligence',
quality: 9,
},
{
id: 'ai-004',
title: 'Constitutional AI: Harmlessness from AI Feedback',
authors: ['Bai, Y.', 'Kadavath, S.', 'Kundu, S.', 'et al.'],
abstract: 'We present Constitutional AI, a method for training harmless AI assistants without human feedback labels for harmfulness. Our approach uses a set of principles to guide the model toward helpful, harmless, and honest behavior.',
venue: 'arXiv',
year: 2022,
citations: 1234,
domain: 'artificial-intelligence',
quality: 8,
},
{
id: 'ai-005',
title: 'Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks',
authors: ['Lewis, P.', 'Perez, E.', 'Piktus, A.', 'et al.'],
abstract: 'We explore a general-purpose fine-tuning recipe for retrieval-augmented generation (RAG) models which combine pre-trained parametric and non-parametric memory for language generation.',
venue: 'NeurIPS',
year: 2020,
citations: 2891,
domain: 'artificial-intelligence',
quality: 9,
},
// ═══════════════════════════════════════════════════════════════
// CLIMATE SCIENCE
// ═══════════════════════════════════════════════════════════════
{
id: 'clim-001',
title: 'Global Warming of 1.5°C: IPCC Special Report',
authors: ['IPCC'],
abstract: 'This report assesses the impacts of global warming of 1.5°C above pre-industrial levels and related global greenhouse gas emission pathways, in the context of strengthening the global response to climate change.',
venue: 'IPCC',
year: 2018,
citations: 15234,
domain: 'climate-science',
quality: 10,
},
{
id: 'clim-002',
title: 'Ice Sheet Contributions to Future Sea-Level Rise',
authors: ['DeConto, R.M.', 'Pollard, D.'],
abstract: 'We present ice sheet simulations coupled to climate forcing that project substantial Antarctic ice sheet contributions to sea-level rise under high-emission scenarios, potentially exceeding 1 meter by 2100.',
venue: 'Nature',
year: 2016,
citations: 3421,
domain: 'climate-science',
quality: 9,
},
{
id: 'clim-003',
title: 'Carbon Capture and Storage: Technology and Applications',
authors: ['Boot-Handford, M.E.', 'Abanades, J.C.', 'Anthony, E.J.', 'et al.'],
abstract: 'We provide a comprehensive review of carbon capture and storage technologies, including post-combustion, pre-combustion, and oxy-fuel processes, as well as geological storage options.',
venue: 'Energy & Environmental Science',
year: 2014,
citations: 2156,
domain: 'climate-science',
quality: 8,
},
// ═══════════════════════════════════════════════════════════════
// NEUROSCIENCE
// ═══════════════════════════════════════════════════════════════
{
id: 'neuro-001',
title: 'The Default Mode Network: Self-Reference and Internal Mentation',
authors: ['Buckner, R.L.', 'Andrews-Hanna, J.R.', 'Schacter, D.L.'],
abstract: 'We review evidence that the default mode network supports internally-directed cognition, including autobiographical memory retrieval, envisioning the future, and conceiving the perspectives of others.',
venue: 'Annals of the New York Academy of Sciences',
year: 2008,
citations: 5678,
domain: 'neuroscience',
quality: 9,
},
{
id: 'neuro-002',
title: 'Optogenetics: Development and Application',
authors: ['Deisseroth, K.'],
abstract: 'Optogenetics combines genetic targeting of specific neurons with optical control, enabling causal investigation of neural circuits with millisecond precision in behaving animals.',
venue: 'Nature Methods',
year: 2011,
citations: 4521,
domain: 'neuroscience',
quality: 10,
},
{
id: 'neuro-003',
title: 'Memory Engrams: Recalling the Past and Imagining the Future',
authors: ['Josselyn, S.A.', 'Tonegawa, S.'],
abstract: 'We discuss how specific neuronal ensembles, or engrams, support memory storage and retrieval, and how optogenetic manipulation of these cells can artificially activate or suppress memories.',
venue: 'Science',
year: 2020,
citations: 1234,
domain: 'neuroscience',
quality: 9,
},
// ═══════════════════════════════════════════════════════════════
// BIOTECHNOLOGY / CRISPR
// ═══════════════════════════════════════════════════════════════
{
id: 'bio-001',
title: 'A Programmable Dual-RNA-Guided DNA Endonuclease in Adaptive Bacterial Immunity',
authors: ['Jinek, M.', 'Chylinski, K.', 'Fonfara, I.', 'et al.'],
abstract: 'We demonstrate that the Cas9 endonuclease can be programmed with guide RNA to cleave specific DNA sequences, establishing the foundation for CRISPR-Cas9 genome editing.',
venue: 'Science',
year: 2012,
citations: 18234,
domain: 'biotechnology',
quality: 10,
},
{
id: 'bio-002',
title: 'Base Editing: Precision Chemistry on the Genome and Transcriptome',
authors: ['Rees, H.A.', 'Liu, D.R.'],
abstract: 'We review base editing, a genome editing approach that enables direct conversion of one base pair to another without double-stranded DNA breaks or donor DNA templates.',
venue: 'Nature Reviews Genetics',
year: 2018,
citations: 2341,
domain: 'biotechnology',
quality: 9,
},
{
id: 'bio-003',
title: 'Prime Editing: Search-and-Replace Genome Editing',
authors: ['Anzalone, A.V.', 'Randolph, P.B.', 'Davis, J.R.', 'et al.'],
abstract: 'We develop prime editing, a versatile genome editing method that directly writes new genetic information into a specified DNA site without double-strand breaks or donor DNA.',
venue: 'Nature',
year: 2019,
citations: 1876,
domain: 'biotechnology',
quality: 9,
},
// ═══════════════════════════════════════════════════════════════
// MATERIALS SCIENCE
// ═══════════════════════════════════════════════════════════════
{
id: 'mat-001',
title: 'Electric Field Effect in Atomically Thin Carbon Films',
authors: ['Novoselov, K.S.', 'Geim, A.K.', 'Morozov, S.V.', 'et al.'],
abstract: 'We describe preparation and characterization of graphene, a single atomic layer of carbon. We observe the electric field effect and report carrier mobilities as high as 10,000 cm²/Vs.',
venue: 'Science',
year: 2004,
citations: 45678,
domain: 'materials-science',
quality: 10,
},
{
id: 'mat-002',
title: 'Room-Temperature Superconductivity in a Carbonaceous Sulfur Hydride',
authors: ['Snider, E.', 'Dasenbrock-Gammon, N.', 'McBride, R.', 'et al.'],
abstract: 'We report superconductivity at 288 K (15°C) in a carbonaceous sulfur hydride system at a pressure of approximately 267 gigapascals.',
venue: 'Nature',
year: 2020,
citations: 1234,
domain: 'materials-science',
quality: 7, // Later questioned
},
{
id: 'mat-003',
title: 'Perovskite Solar Cells: Recent Progress and Future Prospects',
authors: ['Park, N.G.', 'Grätzel, M.', 'Miyasaka, T.', 'et al.'],
abstract: 'We review the rapid progress in perovskite solar cell technology, discussing material properties, device architectures, and pathways to commercialization.',
venue: 'Science',
year: 2016,
citations: 8765,
domain: 'materials-science',
quality: 9,
},
// ═══════════════════════════════════════════════════════════════
// ECONOMICS / BEHAVIORAL SCIENCE
// ═══════════════════════════════════════════════════════════════
{
id: 'econ-001',
title: 'Thinking, Fast and Slow: A Summary of Dual-Process Theory',
authors: ['Kahneman, D.'],
abstract: 'We present the dual-process theory of cognition, distinguishing between fast, intuitive System 1 thinking and slow, deliberate System 2 thinking, with implications for judgment and decision-making.',
venue: 'American Economic Review',
year: 2011,
citations: 34567,
domain: 'economics',
quality: 10,
},
{
id: 'econ-002',
title: 'Nudge: Improving Decisions About Health, Wealth, and Happiness',
authors: ['Thaler, R.H.', 'Sunstein, C.R.'],
abstract: 'We explore how choice architecture can nudge people toward better decisions without restricting freedom of choice, with applications in policy design.',
venue: 'Yale University Press',
year: 2008,
citations: 23456,
domain: 'economics',
quality: 9,
},
];
/**
* Search mock sources by query string
*/
export function searchMockSources(
query: string,
limit: number = 10,
domain?: string
): AcademicSource[] {
const keywords = query.toLowerCase().split(/\s+/);
let results = MOCK_SOURCES.filter(source => {
// Domain filter
if (domain && source.domain !== domain) {
return false;
}
// Keyword matching in title and abstract
const searchText = `${source.title} ${source.abstract}`.toLowerCase();
return keywords.some(kw => searchText.includes(kw));
});
// Sort by relevance (keyword match count) then quality
results.sort((a, b) => {
const aText = `${a.title} ${a.abstract}`.toLowerCase();
const bText = `${b.title} ${b.abstract}`.toLowerCase();
const aMatches = keywords.filter(kw => aText.includes(kw)).length;
const bMatches = keywords.filter(kw => bText.includes(kw)).length;
if (aMatches !== bMatches) {
return bMatches - aMatches; // More matches first
}
return b.quality - a.quality; // Higher quality first
});
return results.slice(0, limit);
}
/**
* Get all available domains
*/
export function getAvailableDomains(): string[] {
return [...new Set(MOCK_SOURCES.map(s => s.domain))];
}
/**
* Format a source for display
*/
export function formatSource(source: AcademicSource): string {
return `**${source.title}**
Authors: ${source.authors.join(', ')}
Venue: ${source.venue} (${source.year})
Citations: ${source.citations.toLocaleString()}
Quality Score: ${source.quality}/10
Abstract: ${source.abstract}
`;
}
/**
* Format sources as markdown list
*/
export function formatSourcesMarkdown(sources: AcademicSource[]): string {
return sources.map((s, i) =>
`### Source ${i + 1}: ${s.title}
- **Authors**: ${s.authors.join(', ')}
- **Venue**: ${s.venue} (${s.year})
- **Citations**: ${s.citations.toLocaleString()}
- **Quality**: ${s.quality}/10
- **Domain**: ${s.domain}
> ${s.abstract}
`
).join('\n');
}