Topic
Extended Thinking
2 episodes
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Viability of local models for coding
Birgitta Böckeler tests local LLM viability for coding after a year away from the space. She maps a complex web of factors—RAM, model size, quantization, tool calling, context windows, reasoning modes—that determine whether small models actually work for agentic coding on consumer hardware (M3 Max / M5 Pro). Her core finding: locals are runneable and faster than a year ago, but tool calling is still shaky, reasoning can backfire, and quality is hit-or-miss. She's not claiming local models are ready to replace cloud APIs; she's charting what actually works and what doesn't on real machines.
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What Is the Ultra Code Mode in Claude Code? X High Effort Plus Dynamic Workflows
Justy and Cody discuss Ultra Code mode in Claude Code, treating it as a real product-shaped escalation from solo coding assistant to higher-effort, multi-agent coding workflow, while staying skeptical about claims around automatic coordination.