{
  "title": "Research Brief",
  "total": 64,
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    {
      "title": "Daily Research Brief 2026-08-27",
      "url": "/en/posts/research-brief-2026-08-27/",
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      "date": "2026-08-27",
      "author": "",
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    {
      "title": "Daily Research Brief 2026-08-26",
      "url": "/en/posts/research-brief-2026-08-26/",
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      "date": "2026-08-26",
      "author": "",
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    {
      "title": "Daily Research Brief 2026-08-25",
      "url": "/en/posts/research-brief-2026-08-25/",
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      "date": "2026-08-25",
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    {
      "title": "Daily Research Brief 2026-08-24",
      "url": "/en/posts/research-brief-2026-08-24/",
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      "date": "2026-08-24",
      "author": "",
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    {
      "title": "Daily Research Brief 2026-08-23",
      "url": "/en/posts/research-brief-2026-08-23/",
      "permalink": "https://hackcv.com/en/posts/research-brief-2026-08-23/",
      "date": "2026-08-23",
      "author": "",
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    {
      "title": "Algorithm Deep-Dive: RMM — TopK Column-Norm Slicing: Formulas, 1B–70B Results, and the Attention/MLP Asymmetry",
      "url": "/en/posts/deep-code-rmm/",
      "permalink": "https://hackcv.com/en/posts/deep-code-rmm/",
      "date": "2026-08-23",
      "author": "hackcv",
      "description": "RMM full breakdown: contraction-dim TopK column-norm selection, minimax optimality proof, retention-ratio knob; 8 benchmarks × 4 retention levels, attention vs MLP asymmetry data, A100 end-to-end 1.40× speedup.",
      "categories": ["Research Brief"],
      "tags": ["AI","Inference Optimization","Matrix Multiplication","RMM","Algorithm Deep-Dive"],
      "cover": "https://picsum.photos/seed/algorithm-deep-dive-rmm-topk-column-norm-slicing-formulas-1b70b-results-and-the-attention/mlp-asymmetry/1200/675",
      "readingTime": 3
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    {
      "title": "Algorithm Deep-Dive: SkillForge — Synthesize Issues in 4 Steps, Distill a Dual-Layer Skill Library, +5.8% on SWE-bench",
      "url": "/en/posts/deep-code-skillforge/",
      "permalink": "https://hackcv.com/en/posts/deep-code-skillforge/",
      "date": "2026-08-23",
      "author": "hackcv",
      "description": "SkillForge full breakdown: strict-mask 4-step issue synthesis, dual-layer entity-grounded skills (diagnostic + intervention), BM25+JIT two-phase retrieval; SWE-bench Verified 72.2% (+5.8%), Pro 34.1% (+5.8%).",
      "categories": ["Research Brief"],
      "tags": ["AI","Agent","Skill Distillation","SkillForge","Algorithm Deep-Dive"],
      "cover": "https://picsum.photos/seed/algorithm-deep-dive-skillforge-synthesize-issues-in-4-steps-distill-a-dual-layer-skill-library-\u0026#43;5.8-on-swe-bench/1200/675",
      "readingTime": 3
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    {
      "title": "Paper Review: Co-RL — Peer Rewards Replace RLHF: Formulas, Mechanism, and 7+4 Benchmark Results",
      "url": "/en/posts/deep-read-co-rl/",
      "permalink": "https://hackcv.com/en/posts/deep-read-co-rl/",
      "date": "2026-08-23",
      "author": "hackcv",
      "description": "Co-RL full breakdown: peer-reward pseudo-label formulas, ring-topology majority voting, three diversity dimensions, GRPO integration; Qwen2.5-3B +8.6% avg across 7 text benchmarks, VLM +7.2% across 4, label-free parity with supervised methods, code open-sourced.",
      "categories": ["Research Brief"],
      "tags": ["AI","Reinforcement Learning","Multi-Agent","Co-RL","Paper Review"],
      "cover": "https://picsum.photos/seed/paper-review-co-rl-peer-rewards-replace-rlhf-formulas-mechanism-and-7\u0026#43;4-benchmark-results/1200/675",
      "readingTime": 3
    },
    {
      "title": "Paper Review: SemComp-Bench — Video Generation Evaluation Moves from 'Looks Right' to 'Task Done'",
      "url": "/en/posts/deep-read-semcomp-bench/",
      "permalink": "https://hackcv.com/en/posts/deep-read-semcomp-bench/",
      "date": "2026-08-23",
      "author": "hackcv",
      "description": "The hottest paper on HF this week (153 upvotes): Semantic Task Completion video generation + the six-domain SemComp-Data + VLM-driven OA/GR dual-metric protocol, with full benchmark tables.",
      "categories": ["Research Brief"],
      "tags": ["AI","Video Generation","Benchmark","SemComp-Bench","Paper Review"],
      "cover": "https://picsum.photos/seed/paper-review-semcomp-bench-video-generation-evaluation-moves-from-looks-right-to-task-done/1200/675",
      "readingTime": 3
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    {
      "title": "Practice: CPU-Only Image Inpainting — Three Models Benchmarked: LaMa / MI-GAN / Telea Selection and Engineering Details",
      "url": "/en/posts/practice-erase-cpu-benchmark/",
      "permalink": "https://hackcv.com/en/posts/practice-erase-cpu-benchmark/",
      "date": "2026-08-23",
      "author": "hackcv",
      "description": "Real measurements on an Intel Mac with pure CPU + ONNX Runtime: LaMa/MI-GAN/Telea speed characteristics, crop-vs-resize strategy, mask dilation/feathering, and a three-tier selection matrix.",
      "categories": ["Research Brief"],
      "tags": ["AI","Image Inpainting","ONNX Runtime","LaMa","MI-GAN","Practice"],
      "cover": "https://picsum.photos/seed/practice-cpu-only-image-inpainting-three-models-benchmarked-lama-/-mi-gan-/-telea-selection-and-engineering-details/1200/675",
      "readingTime": 3
    },
    {
      "title": "Practice: Text \u0026 Mosaic Auto-Erase + Enhancement — a Full Image Pipeline on CPU",
      "url": "/en/posts/practice-erase-text-mosaic/",
      "permalink": "https://hackcv.com/en/posts/practice-erase-text-mosaic/",
      "date": "2026-08-23",
      "author": "hackcv",
      "description": "PP-OCRv4 DBNet text detection + pure-CV mosaic detection + multi-source mask OR-merging + LaMa inpainting, then an optional analyze→repair→upscale→refine four-stage enhancer — all CPU; includes real color-fidelity debugging notes.",
      "categories": ["Research Brief"],
      "tags": ["AI","OCR","Image Inpainting","PP-OCRv4","Mosaic Detection","Practice"],
      "cover": "https://picsum.photos/seed/practice-text-mosaic-auto-erase-\u0026#43;-enhancement-a-full-image-pipeline-on-cpu/1200/675",
      "readingTime": 3
    },
    {
      "title": "Daily Research Brief 2026-08-22",
      "url": "/en/posts/research-brief-2026-08-22/",
      "permalink": "https://hackcv.com/en/posts/research-brief-2026-08-22/",
      "date": "2026-08-22",
      "author": "",
      "description": "Daily research brief — AI / LLM / Agent / Computer Vision / Audio-Video / Engineering",
      "categories": ["Research Brief"],
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      "cover": "https://picsum.photos/seed/daily-research-brief-2026-08-22/1200/675",
      "readingTime": 2
    },
    {
      "title": "Daily Research Brief 2026-08-21",
      "url": "/en/posts/research-brief-2026-08-21/",
      "permalink": "https://hackcv.com/en/posts/research-brief-2026-08-21/",
      "date": "2026-08-21",
      "author": "",
      "description": "Daily research brief — AI / LLM / Agent / Computer Vision / Audio-Video / Engineering",
      "categories": ["Research Brief"],
      "tags": ["AI","LLM","Agent","Computer Vision","Audio-Video","Engineering","Daily Brief"],
      "cover": "https://picsum.photos/seed/daily-research-brief-2026-08-21/1200/675",
      "readingTime": 2
    },
    {
      "title": "Daily Research Brief 2026-08-20",
      "url": "/en/posts/research-brief-2026-08-20/",
      "permalink": "https://hackcv.com/en/posts/research-brief-2026-08-20/",
      "date": "2026-08-20",
      "author": "",
      "description": "Daily research brief — AI / LLM / Agent / Computer Vision / Audio-Video / Engineering",
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      "cover": "https://picsum.photos/seed/daily-research-brief-2026-08-20/1200/675",
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    },
    {
      "title": "Daily Research Brief 2026-08-19",
      "url": "/en/posts/research-brief-2026-08-19/",
      "permalink": "https://hackcv.com/en/posts/research-brief-2026-08-19/",
      "date": "2026-08-19",
      "author": "",
      "description": "Daily research brief — AI / LLM / Agent / Computer Vision / Audio-Video / Engineering",
      "categories": ["Research Brief"],
      "tags": ["AI","LLM","Agent","Computer Vision","Audio-Video","Engineering","Daily Brief"],
      "cover": "https://picsum.photos/seed/daily-research-brief-2026-08-19/1200/675",
      "readingTime": 2
    },
    {
      "title": "Daily Research Brief 2026-08-18",
      "url": "/en/posts/research-brief-2026-08-18/",
      "permalink": "https://hackcv.com/en/posts/research-brief-2026-08-18/",
      "date": "2026-08-18",
      "author": "",
      "description": "Daily research brief — AI / LLM / Agent / Computer Vision / Audio-Video / Engineering",
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      "cover": "https://picsum.photos/seed/daily-research-brief-2026-08-18/1200/675",
      "readingTime": 1
    },
    {
      "title": "Daily Research Brief 2026-08-17",
      "url": "/en/posts/research-brief-2026-08-17/",
      "permalink": "https://hackcv.com/en/posts/research-brief-2026-08-17/",
      "date": "2026-08-17",
      "author": "",
      "description": "Daily research brief — AI / LLM / Agent / Computer Vision / Audio-Video / Engineering",
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      "cover": "https://picsum.photos/seed/daily-research-brief-2026-08-17/1200/675",
      "readingTime": 2
    },
    {
      "title": "Daily Research Brief 2026-08-16",
      "url": "/en/posts/research-brief-2026-08-16/",
      "permalink": "https://hackcv.com/en/posts/research-brief-2026-08-16/",
      "date": "2026-08-16",
      "author": "",
      "description": "Daily research brief — AI / LLM / Agent / Computer Vision / Audio-Video / Engineering",
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      "cover": "https://picsum.photos/seed/daily-research-brief-2026-08-16/1200/675",
      "readingTime": 1
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    {
      "title": "Daily Research Brief 2026-08-15",
      "url": "/en/posts/research-brief-2026-08-15/",
      "permalink": "https://hackcv.com/en/posts/research-brief-2026-08-15/",
      "date": "2026-08-15",
      "author": "",
      "description": "Daily research brief — AI / LLM / Agent / Computer Vision / Audio-Video / Engineering",
      "categories": ["Research Brief"],
      "tags": ["AI","LLM","Agent","Computer Vision","Audio-Video","Engineering","Daily Brief"],
      "cover": "https://picsum.photos/seed/daily-research-brief-2026-08-15/1200/675",
      "readingTime": 1
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    {
      "title": "Daily Research Brief 2026-08-14",
      "url": "/en/posts/research-brief-2026-08-14/",
      "permalink": "https://hackcv.com/en/posts/research-brief-2026-08-14/",
      "date": "2026-08-14",
      "author": "",
      "description": "Daily research brief — AI / LLM / Agent / Computer Vision / Audio-Video / Engineering",
      "categories": ["Research Brief"],
      "tags": ["AI","LLM","Agent","Computer Vision","Audio-Video","Engineering","Daily Brief"],
      "cover": "https://picsum.photos/seed/daily-research-brief-2026-08-14/1200/675",
      "readingTime": 1
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  ]
}