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merge(learn): features schema and framework priors (decision-engine tasks 1-2)

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Co-Authored-By: Claude Opus 5.5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
This commit is contained in:
Marius Ciepluch
2026-09-30 18:53:15 +02:00
co-authored by Claude Opus 5.5
parent 3bc79274a9 af81bccc70
commit 1fcc31c857
32 changed files with 2999 additions and 70 deletions
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benchmarks/measurements/2026-09-08-module-audit.json
+65 -4
View File
@@ -1,7 +1,7 @@
{
"modules": 135,
"modules": 140,
"counts": {
"load_bearing": 128,
"load_bearing": 133,
"standalone_capability": 7
},
"orphaned": [],
@@ -346,6 +346,33 @@
"skills"
]
},
{
"module": "learn",
"classification": "load_bearing",
"reason": "reachable from gate, map_gate, pair_gate or the CLI",
"importers": [
"learn.features",
"plane.tasks.features",
"plane.tasks.remember"
]
},
{
"module": "learn.features",
"classification": "load_bearing",
"reason": "imported by plane.tasks.features",
"importers": [
"plane.tasks.features"
]
},
{
"module": "learn.schema",
"classification": "load_bearing",
"reason": "reachable from gate, map_gate, pair_gate or the CLI",
"importers": [
"learn.features",
"plane.tasks.remember"
]
},
{
"module": "map_gate",
"classification": "load_bearing",
@@ -361,6 +388,7 @@
"gate",
"hunter_tools",
"improve.evolve",
"learn.features",
"map_gate",
"model.scan",
"pairs",
@@ -386,6 +414,7 @@
"cli",
"cpg.backend",
"cpg.session",
"learn.features",
"model.candidates",
"model.config_value",
"model.dominance",
@@ -401,6 +430,7 @@
"model.taint",
"plane.budget",
"plane.generate",
"plane.tasks.features",
"plane.tasks.repo_facts",
"preprocess",
"push.assistance",
@@ -626,10 +656,12 @@
"reason": "reachable from gate, map_gate, pair_gate or the CLI",
"importers": [
"cli",
"learn.features",
"model.candidates",
"model.report",
"model.scan",
"model.specs"
"model.specs",
"plane.tasks.features"
]
},
{
@@ -768,11 +800,13 @@
"reason": "ai-service-plane Req 4.1: the task entrypoint package the runner imports by name; runner integration pending (task 3)",
"importers": [
"cli",
"learn.features",
"plane.engine_alerts",
"plane.generate",
"plane.memory",
"plane.tasks.agree",
"plane.tasks.alerts",
"plane.tasks.features",
"plane.tasks.remember"
]
},
@@ -787,9 +821,17 @@
"classification": "load_bearing",
"reason": "harnessx-removal Req 6.3: quick-mode alerts on a case's vulnerable and fixed pins, model-free",
"importers": [
"plane.engine_alerts"
"learn.features",
"plane.engine_alerts",
"plane.tasks.features"
]
},
{
"module": "plane.tasks.features",
"classification": "load_bearing",
"reason": "learned-decision-engine Req 1.1-1.3/7.2: one allow-listed feature record per candidate, model-free",
"importers": []
},
{
"module": "plane.tasks.loop",
"classification": "load_bearing",
@@ -811,8 +853,10 @@
"classification": "load_bearing",
"reason": "ai-service-plane Req 5.1/5.2: source-only functions and callers per file; runner integration pending",
"importers": [
"learn.features",
"plane.generate",
"plane.tasks.alerts",
"plane.tasks.features",
"plane.tasks.remember"
]
},
@@ -872,6 +916,7 @@
"hunter_tools",
"improve.evolve",
"index",
"learn.features",
"map_gate",
"mapping",
"model.candidates",
@@ -879,6 +924,7 @@
"model.scan",
"pairs",
"plane.tasks.alerts",
"plane.tasks.features",
"plane.tasks.repo_facts",
"push.runner",
"rank",
@@ -1148,12 +1194,25 @@
"improve.evolve",
"improve.memory",
"improve.validator",
"learn.features",
"pairs",
"plane.tasks.alerts",
"plane.tasks.features",
"plane.tasks.loop",
"ruleset.store",
"semantic.facts",
"stage_processors"
]
},
{
"module": "ruleset.frameworks",
"classification": "load_bearing",
"reason": "reachable from gate, map_gate, pair_gate or the CLI",
"importers": [
"ruleset.store",
"semantic.facts"
]
},
{
"module": "ruleset.store",
"classification": "load_bearing",
@@ -1229,6 +1288,7 @@
"cli",
"cpg.capability",
"hunter_tools",
"learn.features",
"mapping",
"model.candidates",
"model.layout",
@@ -1283,6 +1343,7 @@
"importers": [
"cli",
"hunter_tools",
"learn.features",
"mapping",
"model.candidates",
"model.layout",