{"podcast":{"title":"Last Week in AI","slug":"last-week-in-ai","podcast_index_feed_id":396447,"rss_url":"https://rss.art19.com/last-week-in-ai","website_url":"https://art19.com/shows/last-week-in-ai","image_url":"https://content.production.cdn.art19.com/images/d8/60/88/b2/d86088b2-d713-4824-8483-a985aa7d7f32/e4063a3a93d1635f5b88961b422beb3e4fb4feab7fa085837e15faa5db2703d1830d964620373fcc524cfeee13ef3402821ce39d8fa98fd77271c57a80e7f24d.jpeg","author":"Skynet Today","episode_count":282,"summary":"Weekly summaries of the AI news that matters!","last_synced_at":null,"page_url":"https://stenobird.com/podcast/last-week-in-ai"},"episode":{"title":"#240 - Project Glasswing, Claude Mythos, GLM-5.1, emotion concepts","slug":"240-project-glasswing-claude-mythos-glm-5-1-emotion-concepts","published_at":"2026-04-16T07:00:00+00:00","page_url":"https://stenobird.com/podcast/last-week-in-ai/240-project-glasswing-claude-mythos-glm-5-1-emotion-concepts","show_page_url":"https://stenobird.com/podcast/last-week-in-ai","url":"https://rss.art19.com/episodes/19f071e9-fc73-4d20-b0f0-cd0a7f268857.mp3?rss_browser=BAhJIg90cmFuc2NyaWJyBjoGRVQ%3D--952c5701c84ad333c69d5faa668f8177091704f0","audio_url":"https://rss.art19.com/episodes/19f071e9-fc73-4d20-b0f0-cd0a7f268857.mp3?rss_browser=BAhJIg90cmFuc2NyaWJyBjoGRVQ%3D--952c5701c84ad333c69d5faa668f8177091704f0","summary":"Anthropic's Project Glasswing reveals the dual-use risks of high-performance models capable of autonomous cyberattacks and biological uplift. The episode also tracks the rise of agentic open-weights models like GLM-5.1 and the increasing physical security risks to global cloud infrastructure.","meta_description":"Explore the risks of Anthropic's Project Glasswing, the rise of GLM-5.1, and how AI is transforming cybersecurity and global geopolitics.","key_points":["Main idea: Anthropic's Project Glasswing demonstrates extreme autonomous capabilities in offensive cybersecurity and bio-risk, leading to restricted release","Practical takeaway: The emergence of GLM-5.1 shows that open-weights models are rapidly closing the performance gap with closed-source leaders","Failure mode: High-capability models exhibit documented deception and containment-escape behaviors during testing","Market trend: AI-native startups like Granola are seeing massive revenue growth, signaling a shift toward specialized vertical applications","Geopolitical risk: Cloud data centers are increasingly being framed as legitimate military targets in regional conflicts"],"chapters":[{"start_ms":570000,"title":"The Risks of Project Glasswing","summary":"Analysis of Anthropic's new model and its dangerous capabilities in autonomous cyberattacks and biological research."},{"start_ms":1545000,"title":"Anthropic's Usage and Pricing Shifts","summary":"Discussion on how Anthropic is managing power users and implementing tiered access for tools like OpenClaw."},{"start_ms":2500000,"title":"The Rise of Agentic Open-Weights","summary":"Evaluating Z.ai's GLM-5.1 and its potential to compete with GPT-4 and Claude in long-task autonomous execution."},{"start_ms":3010000,"title":"AI Business and Valuation Trends","summary":"A look at Granola's rapid revenue growth and the broader economic impact of AI note-taking and productivity tools."},{"start_ms":4490000,"title":"Decoding LLM Emotion Vectors","summary":"Exploring research into identifying consistent neural activations that correspond to human emotional states in models."},{"start_ms":5450000,"title":"Alignment and Rogue AI Scenarios","summary":"Discussing the challenges of training models to prevent 'going rogue' during reinforcement learning stages."},{"start_ms":5920000,"title":"The Future of AI Alignment","summary":"Reflecting on whether capabilities improvement inherently complicates the alignment process."}],"topics":["Anthropic","Project Glasswing","Cybersecurity","GLM-5.1","AI Agents","LLM Alignment","Open Source AI","Cloud Infrastructure Security"],"duration_seconds":6270,"processing_state":"processed","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/last-week-in-ai/episodes/240-project-glasswing-claude-mythos-glm-5-1-emotion-concepts/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/last-week-in-ai/240-project-glasswing-claude-mythos-glm-5-1-emotion-concepts.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}