{"podcast":{"title":"You've Been a Bad Agent","slug":"you-ve-been-a-bad-agent-7334728","podcast_index_feed_id":7334728,"rss_url":"https://feeds.transistor.fm/bad-agent","website_url":null,"image_url":"https://img.transistorcdn.com/WR6SHMOqkG90n9iPDIbsXb6q0zPpZub3Y0ll4wC0WEg/rs:fill:0:0:1/w:1400/h:1400/q:60/mb:500000/aHR0cHM6Ly9pbWct/dXBsb2FkLXByb2R1/Y3Rpb24udHJhbnNp/c3Rvci5mbS84NGFl/MjgyMzY0ZWJmNjM3/N2M4NmE0M2FjNDk4/MTgyOC5wbmc.jpg","author":"Matt Carey","episode_count":27,"summary":"Wil and Matt discuss tech, startups, and building really cool things with AI. Sometimes joined by (actual expert) friends.","last_synced_at":null,"page_url":"https://stenobird.com/podcast/you-ve-been-a-bad-agent-7334728"},"episode":{"title":"2025 Reflections: What surprised us, Comeback of the CLI, Claude Code","slug":"2025-reflections-what-surprised-us-comeback-of-the-cli-claude-code","published_at":"2026-01-24T20:42:57+00:00","page_url":"https://stenobird.com/podcast/you-ve-been-a-bad-agent-7334728/2025-reflections-what-surprised-us-comeback-of-the-cli-claude-code","show_page_url":"https://stenobird.com/podcast/you-ve-been-a-bad-agent-7334728","url":"https://share.transistor.fm/s/847df985","audio_url":"https://media.transistor.fm/847df985/fe76fe31.mp3","summary":"The era of massive, centralized cloud coding agents is being replaced by a powerful paradigm of local-first, tool-using CLIs. The hosts reflect on how models like Claude 3.7 and tools like MCP are driving a return to local file systems and the 'pet' server mentality.","meta_description":"A deep dive into the 2025 shift from cloud-based coding agents to local-first execution, the rise of MCP, and why the industry is returning to the CLI.","key_points":["Main idea: The 'secret sauce' of modern coding agents isn't proprietary models, but rather strong models running local tools in a loop","Practical takeaway: Using SQLite and structured query languages for agentic data retrieval is more effective than raw bash execution","Failure mode: The 'cattle vs. pets' infrastructure paradigm fails when agents require rapid, iterative code-test-fix loops that cannot wait for slow container deployments","Trend observation: We are seeing a massive resurgence in the importance of the CLI and local file system access for LLM-driven development","Prediction: The next wave of development will focus on high-speed, lightweight execution environments like V8 isolates to support agentic workflows"],"chapters":[{"start_ms":360000,"title":"The Rise of Tool-Heavy Environments","summary":"Exploring the massive scale of available tools in modern coding environments and the shift toward complex tool definitions."},{"start_ms":600000,"title":"Sandboxed Execution and MCP","summary":"A look at using lightweight V8 isolates and the Model Context Protocol (MCP) to create efficient, private search and execution tools."},{"start_ms":900000,"title":"SQLite vs. Bash for Agents","summary":"Comparing the effectiveness of using structured SQL queries versus raw bash commands for managing agentic data and file reading."},{"start_ms":1440000,"title":"The Death of the Cloud-Only Agent","summary":"Reflecting on why the industry moved away from the 'Devin' model of centralized cloud agents toward local-first tools like Claude Code."},{"start_ms":2280000,"title":"2025 Model Retrospective","summary":"A review of the year's best models, labs, and the surprising shift in how developers interact with file systems."},{"start_ms":3120000,"title":"The Return of the 'Pet' Server","summary":"Discussing why the 'treat servers as cattle' mantra is breaking down in the age of high-speed, iterative AI agents."}],"topics":["Claude Code","Model Context Protocol","AI Agents","Software Engineering","LLM Tool Use","Cloudflare","SQLite","CLI Development","Local-first AI"],"duration_seconds":3674,"processing_state":"processed","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/you-ve-been-a-bad-agent-7334728/episodes/2025-reflections-what-surprised-us-comeback-of-the-cli-claude-code/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/you-ve-been-a-bad-agent-7334728/2025-reflections-what-surprised-us-comeback-of-the-cli-claude-code.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}