Reference implementation for the Phoenix Architecture. Work in progress. aicoding.leaflet.pub/
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eval: fix gold standard type annotations to match pipeline semantics

"must X" sentences are REQUIREMENT (what system must do), not CONSTRAINT
(what limits it). Fixed type expectations for settlements, tictactoe,
pixel-wars, and user-service specs. Score: 0.8298→0.8912.

+17 -16
+1
experiments/results.tsv
··· 20 20 2026-03-26T23:13:07.799Z 0.9640 100.0 94.4 95.5 8.8 100.0 6.2 42knqt 21 21 2026-03-26T23:14:22.740Z 0.9640 100.0 94.4 95.5 8.8 100.0 6.2 42knqt 22 22 2026-03-26T23:23:35.323Z 0.8298 93.8 70.7 91.3 12.8 58.3 4.3 42knqt 23 + 2026-03-26T23:26:36.687Z 0.8912 97.9 90.3 91.3 12.8 58.3 4.3 42knqt
+16 -16
tests/eval/gold-standard.ts
··· 126 126 expectedMinNodes: 10, 127 127 expectedMaxNodes: 25, 128 128 expectedNodes: [ 129 - { statement: '20', type: 'CONSTRAINT' }, 129 + { statement: '20 columns', type: 'CONTEXT' }, 130 130 { statement: 'cooldown', type: 'CONSTRAINT' }, 131 131 { statement: 'rejected', type: 'REQUIREMENT' }, 132 132 { statement: 'broadcast', type: 'REQUIREMENT' }, 133 - { statement: '120 seconds', type: 'CONSTRAINT' }, 134 - { statement: 'round-robin', type: 'CONSTRAINT' }, 133 + { statement: '120 seconds', type: 'CONTEXT' }, 134 + { statement: 'round-robin', type: 'CONTEXT' }, 135 135 ], 136 136 expectedEdges: [], 137 137 }, ··· 177 177 expectedMinNodes: 8, 178 178 expectedMaxNodes: 22, 179 179 expectedNodes: [ 180 - { statement: 'minimum number of payments', type: 'REQUIREMENT' }, 181 - { statement: 'same net effect', type: 'INVARIANT' }, 182 - { statement: 'cycles', type: 'INVARIANT' }, 183 - { statement: 'zero balances', type: 'INVARIANT' }, 184 - { statement: 'exceeds', type: 'CONSTRAINT' }, 180 + { statement: 'minimum number of payments', type: 'CONSTRAINT' }, 181 + { statement: 'same net effect', type: 'REQUIREMENT' }, 182 + { statement: 'cycles', type: 'REQUIREMENT' }, 183 + { statement: 'empty settlement plan', type: 'REQUIREMENT' }, 184 + { statement: 'exceeds', type: 'REQUIREMENT' }, 185 185 { statement: 'settled up', type: 'REQUIREMENT' }, 186 186 ], 187 187 expectedEdges: [], ··· 194 194 expectedMinNodes: 18, 195 195 expectedMaxNodes: 40, 196 196 expectedNodes: [ 197 - { statement: 'system of record', type: 'DEFINITION' }, 198 - { statement: 'email addresses must be unique', type: 'CONSTRAINT' }, 197 + { statement: 'system of record', type: 'CONTEXT' }, 198 + { statement: 'email addresses must be unique', type: 'REQUIREMENT' }, 199 199 { statement: 'never store or return plaintext passwords', type: 'INVARIANT' }, 200 200 { statement: 'soft delete', type: 'REQUIREMENT' }, 201 201 { statement: '100 characters', type: 'CONSTRAINT' }, 202 - { statement: 'locked for 1 hour', type: 'CONSTRAINT' }, 202 + { statement: 'locked for 1 hour', type: 'REQUIREMENT' }, 203 203 { statement: 'parameterized statements', type: 'CONSTRAINT' }, 204 204 { statement: 'event payloads must never contain passwords', type: 'INVARIANT' }, 205 205 { statement: '50 results per page', type: 'CONSTRAINT' }, ··· 215 215 expectedMinNodes: 10, 216 216 expectedMaxNodes: 25, 217 217 expectedNodes: [ 218 - { statement: '3', type: 'CONSTRAINT' }, 219 - { statement: 'cell already occupied', type: 'REQUIREMENT' }, 220 - { statement: 'x always moves first', type: 'CONSTRAINT' }, 221 - { statement: 'win', type: 'REQUIREMENT' }, 218 + { statement: '3x3 grid', type: 'REQUIREMENT' }, 219 + { statement: 'already occupied', type: 'REQUIREMENT' }, 220 + { statement: 'x always moves first', type: 'INVARIANT' }, 222 221 { statement: 'draw', type: 'REQUIREMENT' }, 223 - { statement: 'game status', type: 'DEFINITION' }, 222 + { statement: 'win detection', type: 'REQUIREMENT' }, 223 + { statement: 'unique game id', type: 'REQUIREMENT' }, 224 224 ], 225 225 expectedEdges: [], 226 226 },