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reasoning | Reasoning Hard 1804: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1583: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 904: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1251: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 255: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1049: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 976: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 718: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1690: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 410: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1695: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 815: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1582: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1022: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1691: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 836: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 231: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 9: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1047: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1286: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1588: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1840: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1570: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 631: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 175: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1159: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 389: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1032: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1646: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1285: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1003: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 797: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 788: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1814: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1704: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1933: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1480: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 94: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1011: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1303: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 744: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 350: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1340: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 984: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 769: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 464: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1088: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 574: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1721: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1463: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 616: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1105: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1094: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 219: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1114: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 749: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1226: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1406: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 664: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 783: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 12: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 388: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 767: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 598: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1962: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1889: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1622: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 360: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1076: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1349: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 224: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1534: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1512: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 974: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 913: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1400: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 947: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 855: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 56: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1376: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 975: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1788: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 457: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1183: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 64: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 840: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 376: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1675: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1215: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 273: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1315: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 687: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 966: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 339: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1871: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 380: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 731: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 92: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 172: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1585: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
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