Here's what happens every time you ask an AI coding agent a question: It greps your codebase It...
Here's what happens every time you ask an AI coding agent a question:
It greps your codebase
It returns 15 files
It stuffs ~69,000 tokens of raw source code into your context window
It answers your question using maybe 3 of those files
Here's what happens every time you ask an AI coding agent a question: It greps your codebase It...
In a controlled comparison, semantic code navigation reduced agent costs by 5% to 36%. It also raised a harder question: did the…
If you use an AI coding agent — Claude Code, Codex CLI, Gemini CLI, Cursor, Zed, Aider, whatever —...
Look at what your coding agents actually pull into context. For a single task, the agent greps the...
AI coding agents like Claude Code or Codex reliably find the right file but miss most of the critical lines within it. The new…
Build an AI coding agent cost ledger to track tokens, cache misses, idle waits, model routes, PR evidence, and expensive sessions…
