# June 22 2026 - Scaling vs Smarts: Grades, AWS Agents & MemoryScaling vs Smarts: Grades, AWS Agents & Memory Page: https://stenobird.com/podcast/the-ai-signal-the-ai-noise-7399318/june-22-2026-scaling-vs-smarts-grades-aws-agents-memoryscaling-vs-smarts-grades-aws-agents-memory Text version: https://stenobird.com/podcast/the-ai-signal-the-ai-noise-7399318/june-22-2026-scaling-vs-smarts-grades-aws-agents-memoryscaling-vs-smarts-grades-aws-agents-memory.md Podcast: [The AI Signal & The AI Noise](https://stenobird.com/podcast/the-ai-signal-the-ai-noise-7399318) Published: 2026-06-22T03:21:02+00:00 Episode link: https://The-AI-Signal-and-The-AI-Noise.podbean.com/e/june-22-2026-scaling-vs-smarts-grades-aws-agents-memoryscaling-vs-smarts-grades-aws-agents-memory/ Audio file: https://mcdn.podbean.com/mf/web/1xrwgxdca7vsxh2b/916f3c9f-3b60-4030-b84b-6254c3193f8c.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/the-ai-signal-the-ai-noise-7399318/episodes/june-22-2026-scaling-vs-smarts-grades-aws-agents-memoryscaling-vs-smarts-grades-aws-agents-memory Duration seconds: 573 ## Resource Sam Altman argues scaling unlocked new capabilities, while a UC Berkeley study ties ChatGPT to homework grade inflation. AWS launches Continuum and Context to secure and contextualize AI agents, and a practical guide outlines seven types of agent memory engineers must build for reliable systems. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/the-ai-signal-the-ai-noise-7399318/episodes/june-22-2026-scaling-vs-smarts-grades-aws-agents-memoryscaling-vs-smarts-grades-aws-agents-memory/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/the-ai-signal-the-ai-noise-7399318/june-22-2026-scaling-vs-smarts-grades-aws-agents-memoryscaling-vs-smarts-grades-aws-agents-memory.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.