All coding cohorts

Different loaded configurations; same seven-task fixture repeated three times. Latencies are descriptive observed task times, not matched general speed claims.

Configuration	Checks	Whole solutions	Median seconds	Summed seconds	Evidence
reference	114/123	15/21	1.427	27.701	Raw / grade
historical-reference	120/123	18/21	0.828	16.151	Raw / grade
ignis	105/123	15/21	0.585	11.493	Raw / grade
ignis-l 4-thinking	123/123	21/21	40.669	668.108	Raw / grade
qat	123/123	21/21	3.271	59.566	Raw / grade
coding-candidate	120/123	18/21	3.632	65.456	Raw / grade
coding-candidate-df	123/123	21/21	0.870	16.747	Raw / grade
reference-matched	120/123	18/21	0.787	15.375	Raw / grade
reference-matched-thinking	108/123	18/21	30.642	614.542	Raw / grade
reference-budget 1024	96/123	15/21	5.146	160.634	Raw / grade
qat-df	120/123	18/21	0.754	14.882	Raw / grade
qat-draft 3	117/123	18/21	1.140	23.004	Raw / grade
qat-reverse	123/123	21/21	3.286	59.583	Raw / grade
ignis-budget 1024	111/123	15/21	4.702	99.145	Raw / grade
ignis-budget 4096	123/123	21/21	16.639	305.500	Raw / grade
ignis-256k-vision	123/123	21/21	16.591	305.187	Raw / grade
qat-text 160k	123/123	21/21	3.268	59.461	Raw / grade
coding-candidate-128k-recheck	123/123	21/21	0.886	16.838	Raw / grade
reference-restored	114/123	15/21	1.399	27.544	Raw / grade