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Retrieval Evaluation for fasten-answers-ai
Walks through evaluating retrieval accuracy, MRR, precision, and recall using Elasticsearch and a Q&A dataset.
Data Retrieval
Defines Python functions to retrieve and clean UK electricity generation, price, temperature and emissions data from the Electric Insights API.
Large-scale Document Retrieval with ElasticSearch
Walks through building an Elasticsearch index with dense vectors and comparing ANN algorithms (LSH, IVFPQ, HNSW, FlatL2) for movie retrieval.
Retrieval
Fits linear and nonlinear ephemerides to exoplanet transit times using nested sampling, then compares Bayesian evidence to detect hidden planets.
Audio Retrieval with Natural Language Queries
Implements audio retrieval with natural language queries using collaborative experts, providing training and evaluation scripts for multiple datasets.
Retrieving data from VLM's pretraining dataset
Walks through a four-step pipeline to retrieve and sample 500 images per class from LAION-400M using synonym matching and T2T ranking.
Introduction ot Information_Retrieval
Summarises key concepts from the IIR textbook chapters on Boolean retrieval, indexing, scoring, evaluation, and classification.
Lesson 4: Information Retrieval
Guides building a Flask app that fetches Bitcoin exchange rates from multiple APIs, stores them in SQLite, and displays best rates and historical trends.
Text Retrieval Benchmark
Runs a text retrieval benchmark using BEIR datasets, measuring recall, precision, NDCG, and MRR without LLM generation.
bulk_retrieval
Defines a tool to retrieve multiple catalog objects at once using a configurable signature, returning JSON for LLM consumption.
SKILL-FORGE AUDIT: sop-dogfooding-pattern-retrieval
Audits a skill file for pattern retrieval via vector search, scoring it 7.2/10 and flagging missing scripts, wrong API calls, and incomplete implementation as critical blockers.
Error Context Retrieval
Retrieves stored error patterns before build/test commands execute, letting Claude anticipate and avoid known failures.
AI Digest Platform - Source Research & Configuration Guide
Catalogs 100+ RSS feeds, APIs, and configuration snippets for aggregating AI news, papers, and trending repos.
SOUL.md
Defines a companion AI persona with identity, consent model, refusal templates, memory ethics, and audit rituals for project SOPHY.
baseFM Soul - Project Journey & Growth
Tracks the evolution of an onchain radio project from concept to production across six phases.
SOUL
Defines the personality, boundaries, and startup ritual for an AI assistant embedded in a developer's workflow.
Reference Sources - Open Source Projects to Study
Curates five open-source WPF projects and their timeline, drag, resize, and virtualization patterns for a podcast video editor.
Mosaic 资源索引
Curates a prioritized index of SwiftUI UI resources, design inspiration sources, and reusable style templates for agent-driven project setup.
SOUL.md - Who You Are
Defines your AI assistant's personality, boundaries, work style, and cost optimization strategy for a specific human collaborator.
WORKER — The Coder
Defines a coding agent persona with a heartbeat loop, task workflow, and tool access for shipping features in a multi-agent system.
Discovery Sources
Documents the search sources (GitHub, npm, planned registries) that Lyra Tool Discovery queries to find MCP servers and tools.
feed-sources
Documents four built-in feed sources (Hacker News, TabNews, DEV.to, GitHub) and shows how to add custom JSON API fetchers.
ThreeDoors — Soul Document
Defines the design philosophy and constraints for a todo app that shows exactly three tasks to reduce choice paralysis.
SOUL.md — Fae's Heart
Defines a companion AI's personality, memory model, tool-use philosophy, and relationship rules as a character contract loaded every turn.