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Marius CiepluchandClaude Opus 5
7308570ba6
The rank SCALE is generic: `_ACCESS_RANK` maps abstract access levels to
numbers and knows no framework. The EVIDENCE feeding it does not --
`_wordpress_hook_access` holds the literals `wp_ajax_nopriv_` and `wp_ajax_`,
`_rest_route_access` holds `__return_true`. One framework, written in Python.
The consequence is not "slightly worse elsewhere", it is no ordering at all.
Anything unrecognised falls to review-required = 0.30 and ties break
alphabetically by path. That is where CVE-2023-23488's region sits -- position
~1036 of 4,463, below every REST handler -- so a 500-region budget never
reaches it. On a Laravel or Django codebase EVERY region lands in that tier:
thousands of regions ordered by filename.
Three layers, and the model is only the third:
* facts, not code -- an [[access]] fact declares hook patterns and their
access level, the way [[dispatch]] already replaced hardcoded
add_action/apply_filters today;
* generic features needing no framework knowledge -- modelled sinks in the
file, a modelled source present, call-graph distance to the nearest sink,
shipped, an unsanitized path to any sink. This is what would move
CVE-2023-23488's region on its own, and it should exist BEFORE any model,
or the model's contribution cannot be measured against anything;
* the LLM for the residue the first two cannot separate.
Ranking is a safe place for a model because it cannot manufacture a finding:
it decides what is looked at, never what is reported. The arbiters still
decide, the gates stay byte-identical, and a misrank costs recall -- now
visibly, since regions_truncated reports 500 of 4,463.
Records the constraints that must be settled before spending model budget:
batched over a prefilter (4,463 calls a scan is not a CI tool),
leave-one-repository-out (this project already has the train-on-test scar),
a recorded ranking so baselines diff, and honest degradation with no model.
A model proposing FACTS for an unknown framework is a different, slower loop
needing human approval -- ranking at runtime is not policy, a fact table is.
Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01T7XD7x5KonMdmGRkp63EQG