Tagged software engineering · show all articles
Claude Code is not a chatbot with a code icon. It is an agentic harness: a loop that calls a model, executes real shell and filesystem operations behind a permission gate, and manages a shrinking context budget one turn at a time.
Crossing whether verification capacity keeps pace with code generation against whether permission and trust models converge on shared standards yields four falsifiable futures for Claude Code and agentic coding tools generally.
Codex is best understood as a changing stack of models, tools, execution boundaries, state, and review mechanisms—not as a single code-generating model.
Today's Codex is not a continuously scaled 2021 model; it emerged from a sequence of shifts in synthesis, language modeling, evaluation, tools, execution, and human–agent interfaces.
Codex, Claude Code, RAG, and MCP make more sense when treated as components in a measured feedback system rather than as personalities with tools.