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Claude Code CLI in production: practical lessons from a 350k+ LOC codebase

article Daily Digest calendar_today 2025-12-23 Daily

A solo maintainer reports using Claude Code to generate 80%+ of code changes across a 350k+ LOC mixed stack, integrating it via a terminal CLI that works with existing IDEs. The key hurdles were the 200k-token context limit (requiring careful file selection) and balancing speed, code quality, and hu...

Karpathy’s 2025 LLM themes: RLVR, jagged intelligence, and vibe coding

article Daily Digest calendar_today 2025-12-23 Daily

Two third-party breakdowns of Karpathy’s 2025 review highlight a shift toward reinforcement learning from verifiable rewards (tests, compilers), acceptance of "jagged" capability profiles, and "vibe coding"—agentic, tool-using code workflows integrated with IDE/CI. For backend/data teams, this point...