diff --git a/.gitattributes b/.gitattributes
index 6c10428532f415e960df44d801ad40c9597031bf..efcaebd20986e3fbc5da43961510beb58a81a89a 100644
--- a/.gitattributes
+++ b/.gitattributes
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+Thermal imaging, heat map of nurse's hand administering injection, false-color gradients, body temperature contrast, clinical precision emphasized.
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+A documentary-style photograph of a young West African blacksmith apprentice in a 14th-century Sahelian earthen forge. The young man, muscular with sweat glistening on his skin, swings a heavy iron hammer onto glowing orange metal resting on a stone anvil. Beside him, an elderly master with white hair watches intently. Golden sparks scatter across the dark, mud-brick interior illuminated only by the roaring charcoal hearth. Hanging tongs, bellows, and hand-forged tools line the clay walls.
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+A sunlit, medium-shot photograph of a skilled ancient Egyptian woman stonemason carving intricate hieroglyphs into a massive sandstone temple pillar. Dressed in simple linen garments, she holds a wooden mallet in one hand and a bronze chisel in the other. Fine stone dust hangs in the harsh desert sunlight beaming through open temple rafters. Scattered limestone blocks, measuring ropes, and preliminary red-ink grid sketches surround her workspace.
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+A cinematic photograph of a middle-aged Italian master glassblower on the island of Murano in the late 16th century. He is carefully blowing through a long iron blowpipe, expanding a glowing, molten-red sphere of glass with calculated breath. He sits at a classic wooden marver bench surrounded by graphite tongs and shears. The warm, radiant glow of the kiln casts dramatic chiaroscuro shadows across the brick arches, with the blue waters of the Venetian lagoon softly visible through leaded-glass windows.
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+A close, atmospheric portrait photograph of an elderly Quechua woman weaving a vivid geometric tapestry using a traditional backstrap loom in the Peruvian highlands. Her weathered hands expertly pass a wooden shuttle through fine, naturally dyed alpaca yarn in crimson, indigo, and ochre. She wears a traditional embroidered montera hat and layered skirts. In the rustic stone courtyard behind her, dried dye herbs hang from wooden posts against a backdrop of mist-covered Andean peaks.
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+An authentic historical photograph of an elderly Japanese ceramic master sitting at a wooden kick-wheel inside a minimalist Edo-period workshop. His clay-covered hands gently cradle and shape a rustic tea bowl from spinning wet terracotta. Soft morning light filters through paper shoji screens, illuminating subtle water splashes and rows of unglazed earthenware drying on long cedar planks. Steam rises from a nearby teapot sitting on a charcoal brazier.
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+A moody, richly detailed photograph of a young Caucasian woman working as a bespoke cobbler in a cramped 1880s Victorian London workshop. She wears a thick leather apron over a high-collar cotton blouse, pulling a waxed thread taut through the sole of a heavy leather boot with brass awls. Cluttered wooden shelves behind her overflow with wooden shoe lasts, jars of hide glue, rolls of full-grain leather, and cast-iron trimming tools under the warm yellow beam of a gas lamp.
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+A detailed candid photograph of a young Persian male scribe in a 17th-century Isfahan atelier, bent over a low wooden drafting desk. Holding a cut reed pen (qalam), he delicately paints intricate gold-leaf and lapis-lazuli arabesque borders onto fine vellum paper. Natural light streams from an arched mosaic window, illuminating inkwells of crushed malachite and cinnabar, layered carpets, and stacks of bound leather manuscripts.
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+A wide, gritty photograph of a middle-aged Norse woman master shipwright shaping a massive curved oak keel on a gravel beach in a Norwegian fjord. She swings a broad-bearded iron adze, sending fresh pale wood shavings flying across the damp stones. Behind her, the ribbed skeleton of a longship rises against the cold gray sea and misty coastal cliffs. Iron cauldrons of black pine tar simmer over a driftwood campfire nearby.
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+A striking photograph of a veteran Arab metalsmith folding a glowing billet of Damascus steel inside an open-air stone courtyard forge. The silver-bearded artisan uses heavy tongs to place the rippling, folded high-carbon steel over a bronze anvil. Clouds of steam billow into the air as a fresh blade is quenched in a stone trough of oil. Arched limestone colonnades, hanging copper water jugs, and patterns of intricate steel armor frame the background.
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+A vibrant, documentary-style photograph of a young Chinese female artisan operating a tall, complex wooden two-person drawloom inside an Imperial silk workshop. Her hands move like lightning, guiding shuttles of shimmering golden-yellow and emerald-green silk thread. Shafts of soft sunlight highlight floating silk fibers in the air and stacks of finished damask fabric featuring woven phoenix motifs. Polished dark-lacquer wood beams frame the bustling loom house.
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+A crisp, high-resolution photograph of a middle-aged Haida Indigenous master carver sculpting a massive red cedar totem pole in a traditional longhouse workshop. Using a curved crook knife and a bone-handled adze, he meticulously hollows out the eye of a carved thunderbird, leaving clean, rhythmic tool marks in the fragrant cedar wood. Cedar shavings blanket the earth floor, with abalone shell inlays, black charcoal pigments, and traditional carving adzes resting on an adjacent workbench.
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+A warm, nostalgic photograph of an elderly Turkish coppersmith sitting cross-legged in a vaulted stone alcove of the Grand Bazaar. He rhythmically strikes an ornate copper serving platter with a small polished ball-peen hammer, chasing intricate floral repoussé patterns. Surrounding him from floor to vaulted ceiling are polished copper samovars, kettles, and trays gleaming with warm metallic reflections under hanging brass filigree lanterns.
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+An evocative photograph of a middle-aged European glass artisan in the workshop of a 13th-century French cathedral under construction. He is carefully fitting jewel-toned shards of cobalt blue and ruby red mouth-blown glass into flexible lead cames using small wooden spatulas. The artisan holds a segment up against a large stained-glass tracing pattern on a whitewashed table, with colored light casting kaleidoscopic patterns across stone arches and dusty floorboards.
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+A vibrant, candid photograph of an elderly Zulu woman sitting under the canopy of a large acacia tree in rural KwaZulu-Natal, masterfully coiling an intricate Ilala palm beer basket. Her deft fingers weave thin, tightly pulled grasses dyed with natural roots in bold black and terracotta triangle patterns. A shallow calabash bowl of water sits beside her to keep the palm fibers supple, surrounded by bundles of sun-bleached grass under a warm golden-hour sun.
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+A dynamic, textured photograph of a young Afro-Caribbean cooper assembling a charred white-oak barrel inside a seaside dockside cooperage. Holding a heavy driver and hammer, he pounds a glowing-hot iron hoop down around curved oak staves, securing the barrel barrelhead. Char and wood smoke curl gently into the humid tropical air. Stacks of aromatic barrels, hoop rivets, and sunlit harbor views with tall-masted ships are visible through the wide timber doors.
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+A moody interior photograph of an elderly Italian bookbinder in a candlelit Florentine scriptorium. Wearing spectacles perched on his nose, he uses an upright wooden sewing press to stitch thick linen signatures together with gut thread. On his workbench lies richly dyed calfskin leather, hand-carved brass book clasps, and hot-stamping gilding irons resting over a small charcoal pan, surrounded by towering stacks of parchment tomes.
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+A color-rich documentary photograph of a young Indian woman dyer in an open-air stone dye courtyard in Rajasthan. Her hands and forearms are dyed deep blue as she lifts long swathes of hand-spun cotton from a bubbling stone vat of fermenting indigo. The fabric oxidizes from vivid lime-green to brilliant deep indigo as it meets the air. Above her, dozens of long dyed fabrics hang like banners from bamboo scaffolding, billowing in the dry desert breeze.
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+A dramatic outdoor photograph of a rugged, middle-aged Scottish thatcher perched atop a traditional stone croft cottage roof. Dressed in heavy wool tweed and leather gaiters, he uses a grooved wooden leggatt to pack dense, golden water reeds into tight, weatherproof layers against the roof battens. Dark, moody storm clouds roll over purple heather moors in the sweeping background, contrasting sharply with the bright straw thatch.
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+A delicate, Vermeer-inspired photograph of a young Flemish teenage girl making intricate lace near an arched mullioned window. She leans over a firm, tilted lace pillow resting on her lap, swiftly crossing and twisting dozens of small wooden bobbins over a sea of fine brass pins that map out floral patterns. Soft, diffused daylight illuminates the sheer translucence of the linen thread, her simple linen coif cap, and the calm, quiet interior of the whitewashed brick room.
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+A documentary-style photograph of a young West African blacksmith apprentice in a 14th-century Sahelian earthen forge. The young man, muscular with sweat glistening on his skin, swings a heavy iron hammer onto glowing orange metal resting on a stone anvil. Beside him, an elderly master with white hair watches intently. Golden sparks scatter across the dark, mud-brick interior illuminated only by the roaring charcoal hearth. Hanging tongs, bellows, and hand-forged tools line the clay walls.
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+A sunlit, medium-shot photograph of a skilled ancient Egyptian woman stonemason carving intricate hieroglyphs into a massive sandstone temple pillar. Dressed in simple linen garments, she holds a wooden mallet in one hand and a bronze chisel in the other. Fine stone dust hangs in the harsh desert sunlight beaming through open temple rafters. Scattered limestone blocks, measuring ropes, and preliminary red-ink grid sketches surround her workspace.
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+A cinematic photograph of a middle-aged Italian master glassblower on the island of Murano in the late 16th century. He is carefully blowing through a long iron blowpipe, expanding a glowing, molten-red sphere of glass with calculated breath. He sits at a classic wooden marver bench surrounded by graphite tongs and shears. The warm, radiant glow of the kiln casts dramatic chiaroscuro shadows across the brick arches, with the blue waters of the Venetian lagoon softly visible through leaded-glass windows.
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+A close, atmospheric portrait photograph of an elderly Quechua woman weaving a vivid geometric tapestry using a traditional backstrap loom in the Peruvian highlands. Her weathered hands expertly pass a wooden shuttle through fine, naturally dyed alpaca yarn in crimson, indigo, and ochre. She wears a traditional embroidered montera hat and layered skirts. In the rustic stone courtyard behind her, dried dye herbs hang from wooden posts against a backdrop of mist-covered Andean peaks.
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+An authentic historical photograph of an elderly Japanese ceramic master sitting at a wooden kick-wheel inside a minimalist Edo-period workshop. His clay-covered hands gently cradle and shape a rustic tea bowl from spinning wet terracotta. Soft morning light filters through paper shoji screens, illuminating subtle water splashes and rows of unglazed earthenware drying on long cedar planks. Steam rises from a nearby teapot sitting on a charcoal brazier.
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+A moody, richly detailed photograph of a young Caucasian woman working as a bespoke cobbler in a cramped 1880s Victorian London workshop. She wears a thick leather apron over a high-collar cotton blouse, pulling a waxed thread taut through the sole of a heavy leather boot with brass awls. Cluttered wooden shelves behind her overflow with wooden shoe lasts, jars of hide glue, rolls of full-grain leather, and cast-iron trimming tools under the warm yellow beam of a gas lamp.
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+A detailed candid photograph of a young Persian male scribe in a 17th-century Isfahan atelier, bent over a low wooden drafting desk. Holding a cut reed pen (qalam), he delicately paints intricate gold-leaf and lapis-lazuli arabesque borders onto fine vellum paper. Natural light streams from an arched mosaic window, illuminating inkwells of crushed malachite and cinnabar, layered carpets, and stacks of bound leather manuscripts.
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+A wide, gritty photograph of a middle-aged Norse woman master shipwright shaping a massive curved oak keel on a gravel beach in a Norwegian fjord. She swings a broad-bearded iron adze, sending fresh pale wood shavings flying across the damp stones. Behind her, the ribbed skeleton of a longship rises against the cold gray sea and misty coastal cliffs. Iron cauldrons of black pine tar simmer over a driftwood campfire nearby.
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+A striking photograph of a veteran Arab metalsmith folding a glowing billet of Damascus steel inside an open-air stone courtyard forge. The silver-bearded artisan uses heavy tongs to place the rippling, folded high-carbon steel over a bronze anvil. Clouds of steam billow into the air as a fresh blade is quenched in a stone trough of oil. Arched limestone colonnades, hanging copper water jugs, and patterns of intricate steel armor frame the background.
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+A vibrant, documentary-style photograph of a young Chinese female artisan operating a tall, complex wooden two-person drawloom inside an Imperial silk workshop. Her hands move like lightning, guiding shuttles of shimmering golden-yellow and emerald-green silk thread. Shafts of soft sunlight highlight floating silk fibers in the air and stacks of finished damask fabric featuring woven phoenix motifs. Polished dark-lacquer wood beams frame the bustling loom house.
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+A crisp, high-resolution photograph of a middle-aged Haida Indigenous master carver sculpting a massive red cedar totem pole in a traditional longhouse workshop. Using a curved crook knife and a bone-handled adze, he meticulously hollows out the eye of a carved thunderbird, leaving clean, rhythmic tool marks in the fragrant cedar wood. Cedar shavings blanket the earth floor, with abalone shell inlays, black charcoal pigments, and traditional carving adzes resting on an adjacent workbench.
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+A warm, nostalgic photograph of an elderly Turkish coppersmith sitting cross-legged in a vaulted stone alcove of the Grand Bazaar. He rhythmically strikes an ornate copper serving platter with a small polished ball-peen hammer, chasing intricate floral repoussé patterns. Surrounding him from floor to vaulted ceiling are polished copper samovars, kettles, and trays gleaming with warm metallic reflections under hanging brass filigree lanterns.
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+An evocative photograph of a middle-aged European glass artisan in the workshop of a 13th-century French cathedral under construction. He is carefully fitting jewel-toned shards of cobalt blue and ruby red mouth-blown glass into flexible lead cames using small wooden spatulas. The artisan holds a segment up against a large stained-glass tracing pattern on a whitewashed table, with colored light casting kaleidoscopic patterns across stone arches and dusty floorboards.
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+A vintage-toned, high-definition photograph of a Diné (Navajo) woman silversmith seated on a woven blanket in an open adobe courtyard in the American Southwest. She is carefully setting a vibrant, natural turquoise cabochon into a hand-stamped sterling silver concho belt using silver bezel pushers. A small charcoal blowpipe hearth, jars of flux, hand-carved steel stamps, and polished silver ingots rest neatly on flat sandstone slabs around her.
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+A vibrant, candid photograph of an elderly Zulu woman sitting under the canopy of a large acacia tree in rural KwaZulu-Natal, masterfully coiling an intricate Ilala palm beer basket. Her deft fingers weave thin, tightly pulled grasses dyed with natural roots in bold black and terracotta triangle patterns. A shallow calabash bowl of water sits beside her to keep the palm fibers supple, surrounded by bundles of sun-bleached grass under a warm golden-hour sun.
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+A dynamic, textured photograph of a young Afro-Caribbean cooper assembling a charred white-oak barrel inside a seaside dockside cooperage. Holding a heavy driver and hammer, he pounds a glowing-hot iron hoop down around curved oak staves, securing the barrel barrelhead. Char and wood smoke curl gently into the humid tropical air. Stacks of aromatic barrels, hoop rivets, and sunlit harbor views with tall-masted ships are visible through the wide timber doors.
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+A moody interior photograph of an elderly Italian bookbinder in a candlelit Florentine scriptorium. Wearing spectacles perched on his nose, he uses an upright wooden sewing press to stitch thick linen signatures together with gut thread. On his workbench lies richly dyed calfskin leather, hand-carved brass book clasps, and hot-stamping gilding irons resting over a small charcoal pan, surrounded by towering stacks of parchment tomes.
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+A color-rich documentary photograph of a young Indian woman dyer in an open-air stone dye courtyard in Rajasthan. Her hands and forearms are dyed deep blue as she lifts long swathes of hand-spun cotton from a bubbling stone vat of fermenting indigo. The fabric oxidizes from vivid lime-green to brilliant deep indigo as it meets the air. Above her, dozens of long dyed fabrics hang like banners from bamboo scaffolding, billowing in the dry desert breeze.
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+A dramatic outdoor photograph of a rugged, middle-aged Scottish thatcher perched atop a traditional stone croft cottage roof. Dressed in heavy wool tweed and leather gaiters, he uses a grooved wooden leggatt to pack dense, golden water reeds into tight, weatherproof layers against the roof battens. Dark, moody storm clouds roll over purple heather moors in the sweeping background, contrasting sharply with the bright straw thatch.
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+A delicate, Vermeer-inspired photograph of a young Flemish teenage girl making intricate lace near an arched mullioned window. She leans over a firm, tilted lace pillow resting on her lap, swiftly crossing and twisting dozens of small wooden bobbins over a sea of fine brass pins that map out floral patterns. Soft, diffused daylight illuminates the sheer translucence of the linen thread, her simple linen coif cap, and the calm, quiet interior of the whitewashed brick room.
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+A documentary-style photograph of a young West African blacksmith apprentice in a 14th-century Sahelian earthen forge. The young man, muscular with sweat glistening on his skin, swings a heavy iron hammer onto glowing orange metal resting on a stone anvil. Beside him, an elderly master with white hair watches intently. Golden sparks scatter across the dark, mud-brick interior illuminated only by the roaring charcoal hearth. Hanging tongs, bellows, and hand-forged tools line the clay walls.
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+A sunlit, medium-shot photograph of a skilled ancient Egyptian woman stonemason carving intricate hieroglyphs into a massive sandstone temple pillar. Dressed in simple linen garments, she holds a wooden mallet in one hand and a bronze chisel in the other. Fine stone dust hangs in the harsh desert sunlight beaming through open temple rafters. Scattered limestone blocks, measuring ropes, and preliminary red-ink grid sketches surround her workspace.
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+A cinematic photograph of a middle-aged Italian master glassblower on the island of Murano in the late 16th century. He is carefully blowing through a long iron blowpipe, expanding a glowing, molten-red sphere of glass with calculated breath. He sits at a classic wooden marver bench surrounded by graphite tongs and shears. The warm, radiant glow of the kiln casts dramatic chiaroscuro shadows across the brick arches, with the blue waters of the Venetian lagoon softly visible through leaded-glass windows.
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+A close, atmospheric portrait photograph of an elderly Quechua woman weaving a vivid geometric tapestry using a traditional backstrap loom in the Peruvian highlands. Her weathered hands expertly pass a wooden shuttle through fine, naturally dyed alpaca yarn in crimson, indigo, and ochre. She wears a traditional embroidered montera hat and layered skirts. In the rustic stone courtyard behind her, dried dye herbs hang from wooden posts against a backdrop of mist-covered Andean peaks.
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+An authentic historical photograph of an elderly Japanese ceramic master sitting at a wooden kick-wheel inside a minimalist Edo-period workshop. His clay-covered hands gently cradle and shape a rustic tea bowl from spinning wet terracotta. Soft morning light filters through paper shoji screens, illuminating subtle water splashes and rows of unglazed earthenware drying on long cedar planks. Steam rises from a nearby teapot sitting on a charcoal brazier.
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+A moody, richly detailed photograph of a young Caucasian woman working as a bespoke cobbler in a cramped 1880s Victorian London workshop. She wears a thick leather apron over a high-collar cotton blouse, pulling a waxed thread taut through the sole of a heavy leather boot with brass awls. Cluttered wooden shelves behind her overflow with wooden shoe lasts, jars of hide glue, rolls of full-grain leather, and cast-iron trimming tools under the warm yellow beam of a gas lamp.
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+A detailed candid photograph of a young Persian male scribe in a 17th-century Isfahan atelier, bent over a low wooden drafting desk. Holding a cut reed pen (qalam), he delicately paints intricate gold-leaf and lapis-lazuli arabesque borders onto fine vellum paper. Natural light streams from an arched mosaic window, illuminating inkwells of crushed malachite and cinnabar, layered carpets, and stacks of bound leather manuscripts.
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+A wide, gritty photograph of a middle-aged Norse woman master shipwright shaping a massive curved oak keel on a gravel beach in a Norwegian fjord. She swings a broad-bearded iron adze, sending fresh pale wood shavings flying across the damp stones. Behind her, the ribbed skeleton of a longship rises against the cold gray sea and misty coastal cliffs. Iron cauldrons of black pine tar simmer over a driftwood campfire nearby.
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+A striking photograph of a veteran Arab metalsmith folding a glowing billet of Damascus steel inside an open-air stone courtyard forge. The silver-bearded artisan uses heavy tongs to place the rippling, folded high-carbon steel over a bronze anvil. Clouds of steam billow into the air as a fresh blade is quenched in a stone trough of oil. Arched limestone colonnades, hanging copper water jugs, and patterns of intricate steel armor frame the background.
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+A vibrant, documentary-style photograph of a young Chinese female artisan operating a tall, complex wooden two-person drawloom inside an Imperial silk workshop. Her hands move like lightning, guiding shuttles of shimmering golden-yellow and emerald-green silk thread. Shafts of soft sunlight highlight floating silk fibers in the air and stacks of finished damask fabric featuring woven phoenix motifs. Polished dark-lacquer wood beams frame the bustling loom house.
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+A crisp, high-resolution photograph of a middle-aged Haida Indigenous master carver sculpting a massive red cedar totem pole in a traditional longhouse workshop. Using a curved crook knife and a bone-handled adze, he meticulously hollows out the eye of a carved thunderbird, leaving clean, rhythmic tool marks in the fragrant cedar wood. Cedar shavings blanket the earth floor, with abalone shell inlays, black charcoal pigments, and traditional carving adzes resting on an adjacent workbench.
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+A warm, nostalgic photograph of an elderly Turkish coppersmith sitting cross-legged in a vaulted stone alcove of the Grand Bazaar. He rhythmically strikes an ornate copper serving platter with a small polished ball-peen hammer, chasing intricate floral repoussé patterns. Surrounding him from floor to vaulted ceiling are polished copper samovars, kettles, and trays gleaming with warm metallic reflections under hanging brass filigree lanterns.
\ No newline at end of file
diff --git a/data/handicraft/dataset_2/handicraft_00012_2.jxl b/data/handicraft/dataset_2/handicraft_00012_2.jxl
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+version https://git-lfs.github.com/spec/v1
+oid sha256:50b8fbf82b5150526e7f811db11810c41cce7011339e240cc3da9352bac40965
+size 844137
diff --git a/data/handicraft/dataset_2/handicraft_00012_2.txt b/data/handicraft/dataset_2/handicraft_00012_2.txt
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+An evocative photograph of a middle-aged European glass artisan in the workshop of a 13th-century French cathedral under construction. He is carefully fitting jewel-toned shards of cobalt blue and ruby red mouth-blown glass into flexible lead cames using small wooden spatulas. The artisan holds a segment up against a large stained-glass tracing pattern on a whitewashed table, with colored light casting kaleidoscopic patterns across stone arches and dusty floorboards.
\ No newline at end of file
diff --git a/data/handicraft/dataset_2/handicraft_00013_2.jxl b/data/handicraft/dataset_2/handicraft_00013_2.jxl
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+version https://git-lfs.github.com/spec/v1
+oid sha256:d4e685340dd210427dff9d77c962fff4243be56485633380d221157dac4c0126
+size 1064922
diff --git a/data/handicraft/dataset_2/handicraft_00013_2.txt b/data/handicraft/dataset_2/handicraft_00013_2.txt
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+A vintage-toned, high-definition photograph of a Diné (Navajo) woman silversmith seated on a woven blanket in an open adobe courtyard in the American Southwest. She is carefully setting a vibrant, natural turquoise cabochon into a hand-stamped sterling silver concho belt using silver bezel pushers. A small charcoal blowpipe hearth, jars of flux, hand-carved steel stamps, and polished silver ingots rest neatly on flat sandstone slabs around her.
\ No newline at end of file
diff --git a/data/handicraft/dataset_2/handicraft_00014_2.jxl b/data/handicraft/dataset_2/handicraft_00014_2.jxl
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+size 1245620
diff --git a/data/handicraft/dataset_2/handicraft_00014_2.txt b/data/handicraft/dataset_2/handicraft_00014_2.txt
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+A vibrant, candid photograph of an elderly Zulu woman sitting under the canopy of a large acacia tree in rural KwaZulu-Natal, masterfully coiling an intricate Ilala palm beer basket. Her deft fingers weave thin, tightly pulled grasses dyed with natural roots in bold black and terracotta triangle patterns. A shallow calabash bowl of water sits beside her to keep the palm fibers supple, surrounded by bundles of sun-bleached grass under a warm golden-hour sun.
\ No newline at end of file