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🎃　ハロウィンプリンセス　🎃 ハロウィンカラーに華やかなコーデ✨ キラキラ輝くかぼちゃの馬車🧡 #あいちゃん# こちらのプロンプトで作れます👇 (masterpiece, best quality, ultra detailed, high resolution, polished anime illustration) Elegant Halloween witch fashion in black, deep purple, vivid orange and antique gold. A fitted corset-style dress with delicate black lace, gold filigree patterns, layered asymmetrical chiffon and organza ruffles, translucent flowing sleeves, floral ornaments, small bows, ribbons and jewel accents. Large pointed witch hat decorated with black lace, orange and purple ribbons, roses, tiny pumpkin ornaments and gold details. Black lace platform ankle boots with high heels, ribbon bows and gold accents. Refined gothic jewelry and delicate gold accessories. Seated elegantly inside a luxurious pumpkin carriage on a deep red velvet seat, body slightly angled toward the camera. Legs gracefully crossed, one hand resting naturally on the carriage armrest while the other is raised softly near the hat or face. Relaxed, elegant fashion-model posture with natural hands and fingers. An ornate glowing pumpkin carriage with curved antique-gold filigree frames, warm lanterns and subtle Halloween decorations. Gothic fantasy castle in the distance beneath a huge full moon, deep blue night sky, flying bats and several glowing jack-o'-lanterns. Keep the background rich but visually clean and uncluttered. Strong warm orange-gold carriage and lantern light contrasted with cool blue moonlight. Soft rim lighting, glossy gold reflections, sparkling fabric highlights, luminous pumpkins, subtle bokeh and cinematic glow. Vertical composition, character large and dominant in the frame, seated three-quarter to near-full-body view, slightly low eye-level camera, enough space to clearly show the witch hat, crossed legs, layered dress and carriage. Shallow depth of field with the distant castle softly blurred. Subtle floating golden particles, tiny magical sparkles and warm glowing dust around the carriage, elegant Halloween fantasy atmosphere, cinematic depth, crisp focus, intricate fabric textures, clean composition.

AI画像生成、ついにここまで来たか。 新モデル「MiniMax H3-Image」で、実写映画のキャラクターシートを制作。 正面・側面・背面の3アングルを1枚で生成。 顔の造形はもちろん、衣装の構造、アクセサリー、素材の質感まで質感がかなりいい。 映画やゲームのキャラクターデザインにも活用できそう。 プロンプト： Create an ultra-photorealistic live-action character turnaround sheet for an original Cleopatra-inspired fantasy queen. Aspect ratio 16:9, 4K resolution. CHARACTER: An exceptionally beautiful 23-year-old Japanese woman with the fresh, charming appearance of a contemporary Japanese actress. She has a youthful, naturally cute face with large expressive dark brown eyes, softly defined double eyelids, a small refined nose, softly rounded cheeks, and naturally full pink lips. Her facial features are modern, delicate, and naturally balanced, with an approachable yet captivating beauty. Realistic skin texture, visible pores, subtle imperfections, and natural facial details. BODY PROPORTIONS: A slim, graceful adult woman with a distinctly slender torso, narrow ribcage, flat stomach, and beautifully defined waistline. She has a naturally large, full bust that contrasts elegantly with her slim upper body and narrow waist. Her abdomen remains flat and slender, with subtle natural muscle definition. Slim arms, graceful shoulders, slender hips, and long, shapely legs. Maintain a delicate, slim overall silhouette despite her prominent bust. Realistic human anatomy and believable body proportions. HAIRSTYLE: Shoulder-length, sleek, straight jet-black bob. The hair falls naturally to her shoulders with a smooth silky texture and slightly inward-curving ends. Soft center part. No long hair, braids, ponytails, or elaborate updos. FACIAL MAKEUP: Elegant black Cleopatra-inspired eyeliner extending subtly beyond the outer corners of her large eyes. Distinctive ceremonial vermilion-red markings beneath both eyes. Two thin crimson lines extend downward from each lower eyelid toward the upper cheeks, accompanied by several tiny symmetrical red dots. The markings are delicate, precise, and mysterious. Soft natural pink lips and refined contemporary makeup. COSTUME: An exquisite Cleopatra-inspired ceremonial costume created for a premium live-action fantasy film. The costume is luxurious, lightweight, elegant, and feminine. UPPER GARMENT: A beautifully tailored ivory-white silk crop top made from thin, lightweight, opaque fabric. A moderately low, gently open neckline reveals tasteful cleavage. The garment is carefully constructed to fit her naturally full bust while keeping her torso and waist visually slender. Delicate gold-trimmed shoulder straps and subtle ornamental gold chains. Fine gold embroidery along the edges. Her midriff and navel are completely visible. The fabric follows her natural figure without excessive compression or artificial shaping. LOWER GARMENT: A flowing ivory-white silk skirt worn low on her hips, leaving her slender waist, flat abdomen, and navel exposed. The skirt features a dramatic, high-cut slit along her right leg. The slit extends from the upper thigh down to the hem, clearly revealing her right thigh, knee, and lower leg. The exposed leg is fully visible in the front view. The remaining skirt fabric falls in elegant, lightweight folds around her other leg. The design creates a graceful asymmetrical silhouette, balancing flowing fabric with the exposed leg. The slit must look like an intentional, beautifully tailored opening in the skirt rather than torn fabric. A refined ornamental gold belt rests around her hips, decorated with intricate Egyptian-inspired engravings and delicate hanging gold chains. The fabric is thin, airy, and softly draped, but completely opaque. NECKLACE: A delicate, elegant gold necklace featuring a small polished turquoise gemstone. The turquoise stone is modest in size, approximately 1.5 centimeters wide. It rests at the center of her upper chest, just above the neckline. The gemstone is surrounded by a thin, intricate gold setting. The necklace should feel refined and understated rather than oversized or ceremonial. The turquoise remains clearly visible but does not dominate the costume. GOLD JEWELRY: Multiple beautifully crafted gold bracelets on both wrists. Elegant engraved gold upper-arm cuffs. Delicate gold rings. Long, refined gold earrings. All jewelry is handcrafted with realistic metallic reflections and intricate detailing. HAIR ACCESSORIES: A delicate gold circlet resting across her forehead. A small turquoise accent at the center. Fine gold hair ornaments near her temples. The accessories must preserve the clean silhouette of her straight black bob. FOOTWEAR: Elegant ancient Egyptian-inspired sandals with thin gold leather straps. COLOR PALETTE: Ivory-white silk. Warm antique gold. Small vivid turquoise accents. Jet-black hair. Natural luminous skin. Deep vermilion ceremonial markings. CHARACTER SHEET COMPOSITION: Create a professional live-action film costume reference sheet. Show exactly THREE full-body views of the SAME woman arranged horizontally. LEFT: Full-body FRONT VIEW. Facing directly toward the camera. Neutral standing pose. Arms relaxed slightly away from her body. Clearly show her beautiful face, full bust, narrow waist, exposed navel, small turquoise necklace, and the high slit revealing her right thigh and knee. CENTER: Full-body SIDE PROFILE VIEW. Facing exactly 90 degrees to the right. Clearly show her straight bob silhouette, slim torso, natural bust profile, exposed midriff, and layered skirt construction. RIGHT: Full-body BACK VIEW. Facing directly away from the camera. Clearly reveal the back of her bob haircut, costume straps, gold accessories, narrow waist, ornamental belt, and flowing skirt. CONSISTENCY: All three views must depict exactly the same woman. Identical facial identity. Identical body proportions. Identical slim torso and full bust. Identical shoulder-length black bob. Identical costume design. Identical small turquoise necklace. Identical gold jewelry. Identical skirt slit placement. Identical fabric materials and colors. All three figures must appear at exactly the same scale and height. CAMERA: Professional full-body studio fashion photography. Eye-level camera. 85mm portrait lens. Minimal perspective distortion. Consistent framing across all three views. LIGHTING: Soft, natural studio lighting. Realistic skin tones. Subtle shadows. Accurate gold reflections. Natural fabric textures. BACKGROUND: Clean neutral warm-gray studio background. Subtle floor shadows. No scenery. VISUAL STYLE: Ultra-photorealistic live-action cinema. Real Japanese actress. Natural skin pores and fine facial details. Authentic human anatomy. Realistic silk fabric and handcrafted jewelry. Premium Hollywood fantasy costume design. Professional film wardrobe photography. Extremely detailed 4K quality. The final result must look like three real studio photographs of the same beautiful young Japanese actress wearing an elaborate Cleopatra-inspired royal costume. NEGATIVE CONSTRAINTS: No CGI. No 3D rendering. No anime. No illustration. No plastic skin. No exaggerated or distorted anatomy. No thick torso. No wide waist. No bulky body. No oversized turquoise necklace. No transparent clothing. No long hair. No braids. No text. No labels. No logos. No watermarks. No additional characters. No cropped feet. @MiniMax_AI #H3Image#

🎀みなさんおはようございます🎀 今日はゴシックピンク、フリフリコーデ ピンクと黒のゴシック可愛いでしょ〜✨ #DigitalArt# #AnimeArt# - Prompt このプロンプトで作れます👇 よかった保存して使ってね〜🩵 masterpiece, best quality, ultra detailed, anime style, highest quality, ultra high resolution, kira-fuwa gothic idol fashion, pink and black frilly outfit, luxury lace details, mini layered skirt, corset style top, many ribbons and bows, garter straps, asymmetrical thighhigh socks, one striped pink-white thighhigh, one black star-pattern thighhigh, cute platform shoes with ribbons, choker accessory, sparkling jewelry accessories, dreamy gothic room, pink fantasy bedroom, luxury princess room, glitter particles everywhere, sparkling light effects, hanging decorations, cute gift boxes, ribbons and lace decorations, soft pastel pink atmosphere, beautiful window lighting, cinematic lighting, strong glossy reflections, shiny fabric texture, sparkling highlights, volumetric light, depth of field, soft shadows, magical glitter ambience, cute leaning forward pose, hands together in front, playful idol pose, slightly shy smile, looking at viewer, dynamic angle, full body, beautiful composition, high contrast, extremely aesthetic, cute and elegant atmosphere Negative prompt: low quality, worst quality, blurry, realistic, extra fingers, bad anatomy, mutated hands, text, watermark, logo, ugly face, poorly drawn hands, cropped, duplicate, monochrome, dark lighting, messy background

VideoChat3が発表された（https://arxiv[.]org/html/2607.14935v1）。南京大学や上海AI研究所などの研究チームによる完全オープンソースの動画理解MLLM（マルチモーダル大規模言語モデル）で、パラメータ数はわずか4Bながら、同規模のQwen3-VL-4Bとの直接比較19項目中18項目で上回っている。 動画理解が難しいのは、静止画と違って動きや前後の文脈まで把握する必要があるからだ。既存モデルの多くはフレームを1枚ずつ独立した画像として処理するため、長尺動画やライブ配信でトークン数（モデルが処理する情報の単位）が爆発的に増えて重くなりがちだった。 そこでVideoChat3は視覚エンコーダー（映像を数値情報に変換する部品）にI3D-ViTを導入した。隣接フレームをまとめて空間・時間の両方向で処理してから時間方向に圧縮し、既存の空間圧縮と組み合わせて映像トークン数を全体で16分の1に減らしている。 さらにライブ配信向けにAdaptive Frame Resolutionという仕組みも入れた。サッカー中継で中盤のパス回しは流し見してゴール前だけ集中するのと同じ発想で、「見送り」「注視準備」「応答」の3状態を切り替えながら重要な瞬間だけ高解像度で処理する。ここの学習設計が面白い。素直に全フレームへ同じ重みで学習させると「見送り」ばかり選んでほとんど応答しなくなり（F1スコア5.8）、逆に状態の切り替わる瞬間だけに絞ると、映像を見なくても直前のパターンから「とりあえず応答する」抜け道を覚えてしまい、当たっていたのは11.8%だけだった（見逃しは少なく再現率97.9%なのに）。両者をバランスさせる工夫で、最終的にF1スコアを35.5まで引き上げている。 ベンチマークでもMotionBenchで61.7点、TempCompassで75.6点とオープンモデル最高スコアを記録し、ストリーミング理解のODVBenchではオンライン動画理解に特化したStreamForestを12.4ポイント上回る72.3を出した。長尺動画の処理も速く、2048フレームの動画ではQwen3-VL比でレイテンシを44.4秒から20.4秒に短縮している。 モデルの重みだけでなく学習コード・学習戦略・約300万件のデータセットまで全部公開しているのも特徴で、再現性を重視した設計思想が伝わってくる。

🔎 「エージェント検索に埋め込みもベクトルDBも要らない。grepで生コーパスを直接叩け」という挑発的な研究です。 タイトル: Beyond Semantic Similarity: Rethinking Retrieval for Agentic Search via Direct Corpus Interaction URL: ❓ Direct Corpus Interaction(DCI)とは何ですか？ 💡 埋め込みモデル・ベクトルインデックス・検索APIを一切使わず、エージェントがgrepやfind、シェルコマンドで生コーパスを直接探索する検索パラダイムです。オフラインのインデックス構築が不要で、変化し続けるローカルコーパスに自然に適応します。 ❓ なぜ従来のリトリーバではダメなのですか？ 💡 BM25でも密ベクトルでも、コーパスを「固定の類似度インターフェース」でtop-kに圧縮してから推論を始めます。すると厳密な字句一致や弱い手がかりの結合、局所文脈の確認がしづらく、早期に落ちた証拠は後段でどれだけ推論しても復元できません。エージェントの多段探索には致命的です。 ❓ 本当にリトリーバなしで勝てるのですか？ 💡 勝てます。BrowseComp-Plusでは同じSonnet 4.6でリトリーバをDCIに替えると正答率69.0→80.0%(+11.0)かつコスト−29.4%。多段QA平均は83.0で最強ベースライン比+30.7、IRランキングはNDCG@10で68.5(+21.5)。軽量なGPT-5.4 nano版でも多くのベースラインを上回りました。 ❓ 何が効いているのですか？ 💡 著者らは「retrieval interface resolution(検索インターフェースの解像度)」と呼びます。優位は多くのgold文書を出すことより、到達後に小さな証拠スパンへ精密に絞り込む高解像度な局所探索・検証から来る、と軌道分析で示しています。 #AIエージェント# #RAG#