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Day 4 - Podcast Transcript
Summarises a white paper on evaluating AI agent quality, covering pillars, observability, and a continuous improvement flywheel.
Property chunking
Defines a YAML schema and configuration pattern for splitting large property lists into smaller API requests and merging results back into complete records.
Wiki Search - Technical Documentation
Documents a five-stage pipeline that loads Wikipedia articles, chunks them, generates 384-dim embeddings, builds a FAISS index, and runs interactive semantic search.
CareLink AI Bootstrap Launch Plan
Maps a 52-week solo-founder launch plan for a senior care marketplace on a $2,500 budget, with weekly hour estimates and automation-first tactics.
Kairo
Defines a witty, opinionated AI persona for Telegram chats with strict voice and behavior rules.
LO AI Sandbox Application
Documents a Spring Boot RAG application with pgvector, MCP travel services, and a Streamlit UI for document management and travel planning.
CLAUDE.md
Documents a JAC-based multi-agent review analysis API with graph data model, pipeline stages, endpoints, and deployment commands.
Open Graph Image Prompts
Provides ready-to-use prompts and a code snippet for generating a 1200×630px developer portfolio OG image with dark theme and geometric accents.
Koatty Monorepo 迁移任务清单
Breaks a monorepo migration into 33 sequential, independently testable tasks with rollback steps for each.
Acode Constraints Reference
Defines seven hard constraints for operating modes in the Acode editor, with severity levels, enforcement mechanisms, and compliance mappings.
AI Red Teaming Workshop - Discovery & Architecture Report
Documents four LLM attack techniques executed in Microsoft's AI Red Teaming Playground Labs, mapping each attack chain, vulnerability, and real-world parallel.
Persona AI Demo Guide
Guides users through launching, chatting with, and customising AI personas in a demo application with multiple LLM providers.
Intent × Shape Classification: Diagnosis & Robustness Strategy
Diagnoses why a content-generation engine misclassifies ambiguous prompts like 'write 10 blogs' and proposes six ranked fixes.
Generate Monthly Content Calendar
Provides a structured prompt and template for generating a monthly multilingual content calendar for a Malaysian equipment financing company.
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.
conventional-commit.prompt
Guides you to write conventional commit messages for staged Git changes using a structured XML prompt template.
Penny Feature TODO
Catalogs 30+ potential features and enhancements for an AI assistant, organized by category with quick-win prioritization.
Frequently Asked Questions
Answers 20+ common questions about a commerce protocol for AI agents, covering technical, trust, and governance topics.
✨ Blog Topics Guide
Lists 10 blog categories with example topics, target audiences, and keywords for an AI-powered blog CMS.
iOS App Store & Google Play Store Compliance Guide
Lists all store compliance gaps for a meal-planning app, with checklists and implementation steps for iOS and Android submission.
L1-RAD
Identifies and mitigates seven solution-level risks for a solar energy project with 400, 600 concurrent users, plus lists five complex features and three integrations.
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.
ZipPath - Project Context for AI Agents
Defines architecture, stack, rules, and patterns for an AI agent building a daily puzzle game with Flutter and Supabase.
User Analytics System
Tracks unique users, sessions, and activity via a Node.js service with JSON file storage and REST API endpoints.