itsdangerous
A Python signing library maintained by the Pallets project, providing data signing and verification for scenarios such as Flask sessions. It supports key rotation, timestamped signatures, JWS and other mechanisms, with a codebase of roughly a thousand lines.
Timeline (last 90 days)
On a 1,176-line Python codebase, using an LLM wiki instead of an agent without retrieval (agentic retrieval) to answer four questions, the first round was on average 55% slower and 34% more expensive per question, and the number of correct answers was the same (4/4 for both).
In the experiment, the itsdangerous codebase consisted of 8 modules totaling 1,176 lines of Python, 292 lines of CHANGES.rst and 7 pages of documentation, and was run with Claude Code 2.1.286's default model in claude -p headless mode in a fresh session.
All Facts (2)
On a 1,176-line Python codebase, using an LLM wiki instead of an agent without retrieval (agentic retrieval) to answer four questions, the first round was on average 55% slower and 34% more expensive per question, and the number of correct answers was the same (4/4 for both).
50%UnverifiedIn the experiment, the itsdangerous codebase consisted of 8 modules totaling 1,176 lines of Python, 292 lines of CHANGES.rst and 7 pages of documentation, and was run with Claude Code 2.1.286's default model in claude -p headless mode in a fresh session.
50%