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reasoning | Reasoning Hard 799: 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 475: 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 1928: 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 835: 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 1909: 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 1243: 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 734: 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 825: 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 468: 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 849: 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 801: 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 970: 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 1873: 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 1603: 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 502: 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 1735: 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 1522: 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 1472: 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 1650: 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 1594: 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 1651: 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 1808: 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 1712: 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 496: 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 1240: 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 1185: 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 315: 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 873: 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 1778: 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 1149: 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 1106: 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 1447: 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 594: 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 381: 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 1228: 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 1556: 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 717: 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 1155: 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 1882: 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 1219: 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 1407: 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 556: 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 676: 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 1757: 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 1324: 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 1514: 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 452: 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 667: 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 1741: 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 1892: 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 1976: 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 1297: 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 1736: 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 1272: 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 1797: 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 257: 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 1684: 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 1766: 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 267: 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 1702: 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 977: 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 355: 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 1128: 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 1230: 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 1270: 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 1191: 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 1596: 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 972: 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 1607: 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 198: 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 436: 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 537: 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 1694: 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 811: 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 104: 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 250: 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 16: 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 1666: 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 533: 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 787: 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 346: 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 1471: 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 67: 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 1399: 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 1334: 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 1318: 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 1967: 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 448: 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 1326: 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 1456: 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 790: 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 1761: 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 688: 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 368: 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 654: 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 71: 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 959: 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 184: 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 427: 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 1732: 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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