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reasoning | Reasoning Hard 209: 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 1079: 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 469: 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 345: 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 68: 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 447: 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 1422: 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 672: 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 745: 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 843: 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 743: 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 1734: 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 1754: 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 923: 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 585: 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 1679: 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 223: 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 471: 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 391: 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 151: 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 98: 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 1098: 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 905: 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 1834: 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 860: 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 1139: 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 1205: 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 1283: 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 1158: 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 1316: 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 337: 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 590: 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 1615: 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 775: 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 532: 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 1263: 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 1143: 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 899: 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 1563: 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 1078: 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 409: 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 1878: 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 141: 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 80: 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 1771: 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 1266: 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 708: 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 1838: 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 439: 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 517: 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 1527: 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 867: 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 1898: 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 1275: 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 1801: 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 1995: 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 1333: 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 917: 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 1282: 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 137: 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 516: 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 555: 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 1184: 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 1224: 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 1829: 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 1950: 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 1564: 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 1245: 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 519: 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 66: 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 115: 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 86: 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 1678: 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 747: 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 1293: 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 755: 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 1083: 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 1671: 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 564: 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 1517: 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 1331: 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 37: 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 1321: 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 768: 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 1201: 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 1796: 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 325: 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 7: 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 1888: 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 1150: 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 963: 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 1581: 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 308: 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 1113: 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 1947: 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 1360: 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 40: 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 1090: 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 1629: 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 65: 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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