Open-Source Evaluation Dataset Ep 01 - LangChain updates, Google & Microsoft releases and the Daytona live demo. Frameworks Architecture - 5/25/2025 The quality of agent execution relies heavily on high-quality evaluations, and they discussed an open-source dataset related to this. Show more Agent Evaluation Cookbook Ep 01 - LangChain updates, Google & Microsoft releases and the Daytona live demo. Frameworks AI Development - 5/25/2025 LangChain offers a helpful agent evaluation cookbook with notebooks that guide users through simple evaluations. Diagram-Centric Design Ep 01 - LangChain updates, Google & Microsoft releases and the Daytona live demo. Frameworks Architecture - 5/25/2025 Presenters used diagrams and design concepts to emphasize simplicity in system architecture. Sequence of Creative Influences The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks Architecture - 5/30/2025 Exploring which creative influence came first and why the other followed provides insight into developmental sequences Video-as-Code Encoding The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks AI Development - 5/30/2025 Tom proposes encoding video as code so LLMs can manipulate a three-dimensional scene and render it down efficiently. Prompt Theory Model The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks AI Development - 5/30/2025 Prompt theory suggests that we are all just prompts, offering a meta concept that invites deeper reflection on our roles. Show more Memory Integration Framework The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks AI Development - 5/30/2025 Tom Spencer outlines how to integrate memory modules effectively within different AI architectures. Storage-Brain Comparison The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks AI Development - 5/30/2025 Comparison between AI storage/memory architectures and the human brain highlights overlooked aspects of design. Memory Taxonomy Model The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks AI Development - 5/30/2025 A chart-based mental model breaks down AI memory types into a clear taxonomy for better understanding. Context Compression Method The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks AI Development - 5/30/2025 Context compression is introduced as a practical approach to address AI memory limitations. AGI Memory Framework The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks AI Development - 5/30/2025 The 2023 paper 'LLM Powered Autonomous Agents' outlines essential components for AGI including memory tools, multi-level thinking, and task decomposition. Show more Product vs. Technical Taste The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks Frontend - 5/30/2025 Tom Spencer distinguishes product taste (preferences) from technical taste (knowing what can be done and how packages function). Show more Research Tool Calls Framework The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks AI Development - 5/30/2025 Tom explains that queries tagged as research require between two to twenty system-defined tool calls. Adjustable Cognitive Processing The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks AI Development - 5/30/2025 Cameron Rohn noted that Claude 3.7 introduced a thinking mode allowing users to adjust the level of cognitive processing, though details remain unclear. Show more Thinking Block Documentation The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks Architecture - 5/30/2025 Tom Spencer recommended outputting results to a thinking block after each function when using interleaved or auto thinking mode to improve clarity in documentation. Show more Effective System Prompt Design The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks Architecture - 5/30/2025 Tom Spencer discussed strategies for designing effective system prompts by referencing insights from Anthropic. Personalization Reflection The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks Architecture - 5/30/2025 Reflecting on an attempt at personalization as a mental approach to tie seemingly off-topic ideas together into a cohesive narrative. Show more Memory Engine Construction The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks AI Development - 5/30/2025 A structured exploration of how teams build and maintain their own memory engines by highlighting key aspects and insights. Show more Warming Up Ideas The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks Architecture - 5/30/2025 Using the analogy of stoking a fire to describe how to warm up and kindle nascent ideas before deeper development. Extracting Key Points The Build - E2 - Claude 4, Creative Tools and AI Memory Frameworks Architecture - 5/30/2025 Tom selects a couple of key points from the lengthy prompt rather than covering everything. 