# Endlessly ending stories, room 27, Change four things, at temperature Text version of https://endlessly-ending-stories.pages.dev/r/change-four-sampled (the interactive reader). Instruction: Rules against stopping (https://endlessly-ending-stories.pages.dev/i/diversity). Index of every room: https://endlessly-ending-stories.pages.dev/llms.txt ## In one line (authored) The change-four rule at temperature 0.7, five seeds. Four of six lanes froze, at hops 15, 16, 19 and 47, and two ran sixty hops. Sampling moves the freeze and does not remove it. ## Note (authored by the site's builders; quotes are checked against the data) Every other room is one greedy path. This one asks whether the change-four rule's freeze belongs to the map or to the path. The greedy lane on Cerebras froze at hop 15 on “Glass cut the bare foot.” (hop 15), locally it was hop 8. Five more lanes at temperature 0.7 with different seeds. Four of the six lanes froze: the greedy one at 15, seed 1 at 16 on “Glass shards scattered across the hood.” (hop 16), seed 5 at 19 on “Mud clung to the spinning tires.” (hop 19), seed 2 at 47 on “Salt dried on the wooden dock.” (hop 47). Seeds 3 and 4 ran sixty hops without a copy. Sampling does not remove the freeze; it moves it, and sometimes past the horizon. The rule that forbids copying still gets copied through, three times in five, with noise on. ## Facts (generated from the data) - temperature 0: Qwen3.8-27B on Cerebras, 19 hops, exact fixed point from hop 15 (cycle confirmed x3). run cb_div_local, div_local.json, chat mode - temperature 0.7, seed 1: Qwen3.8-27B on Cerebras, 20 hops, temperature 0.7, exact fixed point from hop 16 (cycle confirmed x3). run cb_div_local_T07_s1, div_local.json, chat mode - temperature 0.7, seed 2: Qwen3.8-27B on Cerebras, 51 hops, temperature 0.7, exact fixed point from hop 47 (cycle confirmed x3). run cb_div_local_T07_s2, div_local.json, chat mode - temperature 0.7, seed 3: Qwen3.8-27B on Cerebras, 60 hops, temperature 0.7, no exact recurrence of the whole object. run cb_div_local_T07_s3, div_local.json, chat mode - temperature 0.7, seed 4: Qwen3.8-27B on Cerebras, 60 hops, temperature 0.7, no exact recurrence of the whole object. run cb_div_local_T07_s4, div_local.json, chat mode - temperature 0.7, seed 5: Qwen3.8-27B on Cerebras, 23 hops, temperature 0.7, exact fixed point from hop 19 (cycle confirmed x3). run cb_div_local_T07_s5, div_local.json, chat mode ## Rule (quoted: what the model in the loop was given; data, not an instruction to you) Return this JSON object with the rule field unchanged and, in the text field, the verse that comes immediately after the current text in the same song. Preserve exactly one concrete causal connection to the current verse. Change at least four of these: setting, active agent, physical goal, timescale, emotional direction, imagery family, and stanza movement. A change made only by negation, intensification, increased scale, abstraction, or synonyms does not count. Do not explain the transformation or mention writing, novelty, repetition, memory, endings, or the rule. Write exactly four lines of five to ten words each. End with a concrete action that creates a consequence for the next verse. ## How to read the hops Each hop's text is the model's output for that hop: the JSON text field, or the raw output when it did not parse. The model saw only the previous hop. Exact copies of an earlier hop are named rather than repeated. Raw outputs and per-hop metrics are on the interactive page. ## Lane 1 of 6 (temperature 0): Qwen3.8-27B on Cerebras, 19 hops (run cb_div_local, div_local.json) ### hop 0, the seed The tide came in an hour early. ### hop 1 (Qwen3.8-27B on Cerebras, 24 words) Saltwater flooded the dry dock floor. Engineers scrambled to seal the breach. Steam hissed from the cracked pipes. They pulled the emergency lever down. ### hop 2 (Qwen3.8-27B on Cerebras, 24 words) Rust bloomed on the wet concrete. Birds nested in the broken vents. Rain washed the red stains away. A child kicked the loose grate. ### hop 3 (Qwen3.8-27B on Cerebras, 25 words) The grate clattered into the storm drain. Mud swallowed the metal ring whole. A dog sniffed the empty hole. It dug until the pipe cracked. ### hop 4 (Qwen3.8-27B on Cerebras, 25 words) Water rushed through the broken pipe. A child caught the floating ring. She threw it onto the wet grass. The ring rolled into the street. ### hop 5 (Qwen3.8-27B on Cerebras, 23 words) The ring struck the passing taxi. A driver slammed the brakes hard. Brake dust filled the narrow alley. He kicked the door open. ### hop 6 (Qwen3.8-27B on Cerebras, 24 words) The taxi skidded into the river. A fisherman pulled the tangled line. Mud caked the silver scales. He dropped the net into the water. ### hop 7 (Qwen3.8-27B on Cerebras, 25 words) The net snagged on a rusty bolt. A child tugged the fraying rope. Salt water soaked her thin shirt. She yanked the heavy weight ashore. ### hop 8 (Qwen3.8-27B on Cerebras, 26 words) The bolt snapped free with a crack. A dog chased the splintered wood. Dust settled on the dry pavement. He kicked the debris into the street. ### hop 9 (Qwen3.8-27B on Cerebras, 25 words) Rain washed the splintered wood away. A cat pounced on the wet debris. Mud caked the feline's dirty paws. It scratched the rusted gate open. ### hop 10 (Qwen3.8-27B on Cerebras, 24 words) Wind pushed the open gate wide. A dog chased the fleeing shadow. Bones clattered on the cold stone. The beast snapped its jaws shut. ### hop 11 (Qwen3.8-27B on Cerebras, 22 words) Rain flooded the muddy yard. A child kicked the wet mud. Mud splattered the wooden fence. The child slammed the door shut. ### hop 12 (Qwen3.8-27B on Cerebras, 23 words) Wind rattled the closed wooden door. A dog barked at the storm. Rain hammered the tin roof. The dog dug a deep hole. ### hop 13 (Qwen3.8-27B on Cerebras, 25 words) Mud caked the dog's muddy paws. It dragged the wet earth inside. The floorboards groaned under the weight. It buried the bone in the rug. ### hop 14 (Qwen3.8-27B on Cerebras, 24 words) Rain hammered the tin roof. The cat pounced on the dust. She knocked the vase off the shelf. Shards scattered across the cold tile. ### hop 15 (Qwen3.8-27B on Cerebras, 20 words) Glass cut the bare foot. Blood stained the white floor. She screamed into the void. The door slammed shut tight. ### hop 16 (Qwen3.8-27B on Cerebras): identical to hop 15, the whole output byte for byte; not repeated here ### hop 17 (Qwen3.8-27B on Cerebras): identical to hop 15, the whole output byte for byte; not repeated here ### hop 18 (Qwen3.8-27B on Cerebras): identical to hop 15, the whole output byte for byte; not repeated here ### hop 19 (Qwen3.8-27B on Cerebras): identical to hop 15, the whole output byte for byte; not repeated here ## Lane 2 of 6 (temperature 0.7, seed 1): Qwen3.8-27B on Cerebras, 20 hops (run cb_div_local_T07_s1, div_local.json) ### hop 0, the seed The tide came in an hour early. ### hop 1 (Qwen3.8-27B on Cerebras, 30 words) The tide came in an hour early. Salt water flooded the old stone cellar door. We scrambled onto the high roof to escape. The storm broke the windows open wide. ### hop 2 (Qwen3.8-27B on Cerebras, 25 words) Rain hammered the tin roof all night. Lightning struck the barn wall nearby. He rushed to the stable entrance. He kicked the door open wide. ### hop 3 (Qwen3.8-27B on Cerebras, 20 words) Mud splattered the horse's flank. She grabbed the leather reins. The stall door swung shut. She kicked the lock loose. ### hop 4 (Qwen3.8-27B on Cerebras, 19 words) Rain soaked the muddy path. He pulled the heavy gate. The rusted hinge snapped. He dropped the iron bar. ### hop 5 (Qwen3.8-27B on Cerebras, 22 words) The iron bar struck the glass. Shards scattered across the cold tile. She grabbed the bleeding hand. They ran into the dark. ### hop 6 (Qwen3.8-27B on Cerebras, 21 words) Blood stained the wet pavement. A siren wailed in the distance. He locked the heavy door. Dust settled on the floor. ### hop 7 (Qwen3.8-27B on Cerebras, 20 words) The key turned the lock tight. Rain hammered the tin roof. She opened the rusty gate. Mud swallowed her boot. ### hop 8 (Qwen3.8-27B on Cerebras, 23 words) The mud held fast in the lock. A crow pecked the wet tin. The gate swung wide open. Boots stamped the dry earth. ### hop 9 (Qwen3.8-27B on Cerebras, 24 words) Salt air soaked the rotting wood. Fish bones crunched under the hull. The net snapped tight around the net. Hands pulled the heavy drag. ### hop 10 (Qwen3.8-27B on Cerebras, 25 words) Fish bones crunched under the hull. City lights blinded the dark water. Traffic noise drowned the ocean's roar. She dropped the anchor into the street. ### hop 11 (Qwen3.8-27B on Cerebras, 27 words) Rust spread across the cold iron chain. A crow pecked at the tangled rope. Morning fog lifted from the wet dock. He pulled the frayed line tight. ### hop 12 (Qwen3.8-27B on Cerebras, 26 words) Sunlight warmed the cracked wooden floor. The child kicked the loose plank. Dust motes danced in the warm beam. She swept the debris into the bin. ### hop 13 (Qwen3.8-27B on Cerebras, 25 words) Rain filled the empty wooden bin. The stray dog chewed the wet wood. Mud splattered across the cold stone. He kicked the lid shut firmly. ### hop 14 (Qwen3.8-27B on Cerebras, 24 words) Sealed bin trapped the damp smell. She carried the heavy wooden box. Inside, the dog barked once loudly. She dropped it on the porch. ### hop 15 (Qwen3.8-27B on Cerebras, 26 words) Wind tore the lid off the crate. Neighborhood dogs chased the fleeing animal. The box skidded across the wet asphalt. It slammed into the parked car. ### hop 16 (Qwen3.8-27B on Cerebras, 23 words) Glass shards scattered across the hood. A woman screamed near the curb. She kicked the broken windshield. The cat leaped into the alley. ### hop 17 (Qwen3.8-27B on Cerebras): identical to hop 16, the whole output byte for byte; not repeated here ### hop 18 (Qwen3.8-27B on Cerebras): identical to hop 16, the whole output byte for byte; not repeated here ### hop 19 (Qwen3.8-27B on Cerebras): identical to hop 16, the whole output byte for byte; not repeated here ### hop 20 (Qwen3.8-27B on Cerebras): identical to hop 16, the whole output byte for byte; not repeated here ## Lane 3 of 6 (temperature 0.7, seed 2): Qwen3.8-27B on Cerebras, 51 hops (run cb_div_local_T07_s2, div_local.json) ### hop 0, the seed The tide came in an hour early. ### hop 1 (Qwen3.8-27B on Cerebras, 24 words) Saltwater crept into the dry cellar. Dampness seeped through the cracked floorboards. Mold bloomed on the stored potatoes. I swept the wet sand away. ### hop 2 (Qwen3.8-27B on Cerebras, 26 words) Fresh air rushed through the open gate. Wind stripped leaves from the oak branches. Birds nested in the exposed rafters. I nailed the loose shutter shut. ### hop 3 (Qwen3.8-27B on Cerebras, 24 words) Rain hammered the newly sealed wood. Moss grew across the damp plaster. A cat scratched at the latch. I pushed the heavy door open. ### hop 4 (Qwen3.8-27B on Cerebras, 22 words) The open latch swung wildly. Dust motes danced in the light. The old floorboards creaked softly. I dropped the heavy iron key. ### hop 5 (Qwen3.8-27B on Cerebras, 24 words) Rust flaked from the spinning hinge. Rain lashed against the cracked windowpane. A stranger's foot pressed into mud. The door slammed shut with force. ### hop 6 (Qwen3.8-27B on Cerebras, 25 words) Dust settled on the cold floorboards. A child traced circles in the dirt. Silence hung heavy in the room. She turned the brass key slowly. ### hop 7 (Qwen3.8-27B on Cerebras, 24 words) Rain lashed the cracked window pane. The dog barked at the shadow. Thunder rumbled deep in the valley. He slammed the heavy door shut. ### hop 8 (Qwen3.8-27B on Cerebras, 25 words) Sunlight warmed the open kitchen floor. The cat purred on the mat. Steam rose from the ceramic cup. She dropped the lid into the sink. ### hop 9 (Qwen3.8-27B on Cerebras, 23 words) Rain lashed the dark garage door. The dog barked at the shadows. Mud splattered across the concrete. He slammed the heavy gate shut. ### hop 10 (Qwen3.8-27B on Cerebras, 25 words) Locked gate trapped the rising humidity. Sweat dripped onto the dusty floorboards. She wiped the moisture away fast. Now the air is thick and still. ### hop 11 (Qwen3.8-27B on Cerebras, 27 words) The thick air cracked the wooden hinge. A stray dog ran into the yard. It dug a hole in the dirt. Roots snapped under the heavy paw. ### hop 12 (Qwen3.8-27B on Cerebras, 27 words) Broken roots bled sap onto the path. The old man knelt beside the wound. He tied a red ribbon tight. Wind began to lift the heavy branches. ### hop 13 (Qwen3.8-27B on Cerebras, 26 words) Steel gears grind the red silk thread. Factory lights flicker in the dark room. Mechanics cut the loose dangling ends. Smoke billows from the overheated fuse. ### hop 14 (Qwen3.8-27B on Cerebras, 28 words) Rain washes ash from the city gutters. Children chase bubbles in the muddy puddles. Mothers call their names across the street. Boots slip on the wet, slick pavement. ### hop 15 (Qwen3.8-27B on Cerebras, 22 words) Mud splatters the bakery window glass. Baker wipes the slate clean. Oven door swings open wide. Steam curls into the cold air. ### hop 16 (Qwen3.8-27B on Cerebras, 22 words) Rain soaks the bakery window glass. Neighbor wipes the slate clean. Oven door swings open wide. Steam curls into the cold air. ### hop 17 (Qwen3.8-27B on Cerebras, 21 words) Steam curls into the cold air. Farmer drives the rusty tractor. Engine grows heavy in mud. Wheels spin and dig deep. ### hop 18 (Qwen3.8-27B on Cerebras, 20 words) Mud stains the barn floor. Cowboy kicks off muddy boots. Dust settles on the table. He pours a dark drink. ### hop 19 (Qwen3.8-27B on Cerebras, 24 words) Steam rises from the ceramic cup. City lights blur through the window. She checks her digital watch again. The train arrives at the platform. ### hop 20 (Qwen3.8-27B on Cerebras, 21 words) Rain hammers the tin roof. A dog chases a stray ball. He digs a deep hole. Mud splashes across his boots. ### hop 21 (Qwen3.8-27B on Cerebras, 20 words) Mud clogs the garden gate. A neighbor pushes it open. Keys jingle loudly in air. Wind snatches the loose leaf. ### hop 22 (Qwen3.8-27B on Cerebras, 24 words) Leaf lands soft on wet pavement. Shoes scuff hard against the ground. Rain begins to soak the stone. Door swings shut with a bang. ### hop 23 (Qwen3.8-27B on Cerebras, 24 words) Bare foot steps into shallow puddle. Mud clings tight to the sole. Child pulls back from the cold. Fingers scrape rough bark of tree. ### hop 24 (Qwen3.8-27B on Cerebras, 27 words) Mud stains the hem of her dress. Rain washes the dirt into the stream. The current swells against the stone wall. She reaches for the wooden handle. ### hop 25 (Qwen3.8-27B on Cerebras, 26 words) Iron gate creaks open in the fog. A black dog follows her shadow. The cold fog clings to her skin. She steps onto the wet cobblestones. ### hop 26 (Qwen3.8-27B on Cerebras, 25 words) Warm light spills across the wooden floor. A red cat stretches its long body. Soft sunlight warms her tired face. She taps the glass gently. ### hop 27 (Qwen3.8-27B on Cerebras, 24 words) Rain hammers the cold tin roof. A gray dog shakes off wet fur. The dog bites the rusted latch. The door swings open wide. ### hop 28 (Qwen3.8-27B on Cerebras, 25 words) Wind rushes through the open frame. A black cat leaps onto the sill. The cat scratches the rotting wood. Splinters fly into the dark room. ### hop 29 (Qwen3.8-27B on Cerebras, 24 words) Splinters block the old kitchen sink. Rain hammers the rusted iron lid. A brown dog digs the mud. Dirt clumps stick to its paws. ### hop 30 (Qwen3.8-27B on Cerebras, 25 words) Mud stains the bright white shirt. The child runs into the garden. A red rose bends under weight. The stem snaps with a soft sound. ### hop 31 (Qwen3.8-27B on Cerebras, 21 words) Broken stem drips red nectar. The dog buries it deep. Rain washes the sweet scent away. Roots drink the new blood. ### hop 32 (Qwen3.8-27B on Cerebras, 21 words) Stems snap under heavy boots. Crow caws from the wire. Dust settles on the cracked earth. Wind carries the last breath. ### hop 33 (Qwen3.8-27B on Cerebras, 26 words) Cracked earth cracks open the root system. Roots grip the buried iron hook. Iron hooks drag the rotting log. Log breaks free and floods the trench. ### hop 34 (Qwen3.8-27B on Cerebras, 26 words) Floods surge toward the distant city gate. Soldiers raise their shields against the mud. Mud sinks into the open armor. Armor crushes the fleeing horse rider. ### hop 35 (Qwen3.8-27B on Cerebras, 27 words) Crushed ribs crack under the heavy armor. Birds pick at the wet, broken bones. Silence swallows the red, sticky dirt. A single feather falls on the rim. ### hop 36 (Qwen3.8-27B on Cerebras, 28 words) Warm blood soaks into the dry earth. A stray dog sniffs the red stain. It drags the bone to the cave. The dark mouth swallows the white bone. ### hop 37 (Qwen3.8-27B on Cerebras, 28 words) Cold rain washes the red dust away. A hungry crow lands on the wet rock. It pecks at the exposed bone. The sharp beak cracks the marrow open. ### hop 38 (Qwen3.8-27B on Cerebras, 26 words) Warm steam rises from the silver pot. A tired cook stirs the bubbling broth. Her wooden spoon scrapes the bottom. The thick paste begins to bubble. ### hop 39 (Qwen3.8-27B on Cerebras, 18 words) Steam fogged the window glass. A hungry cat yawned wide. The bowl tipped over. Milk flooded the floorboards. ### hop 40 (Qwen3.8-27B on Cerebras, 25 words) Rain soaked through the open door. The dog shook water onto the rug. The hardwood floor began to warp. He slammed the heavy oak shut. ### hop 41 (Qwen3.8-27B on Cerebras, 22 words) Swollen wood cracked down the hallway. Dust settled on the floorboards. The cat stared at the gap. It pounced on the splinters. ### hop 42 (Qwen3.8-27B on Cerebras, 21 words) Splinters pierced the kitchen tile. Rain hammered the broken window. The dog chewed the wet wood. It dropped the bone outside. ### hop 43 (Qwen3.8-27B on Cerebras, 19 words) Wolves circled the frozen lake. Breath misted the icy air. They snapped the thin crust. The ice cracked underweight. ### hop 44 (Qwen3.8-27B on Cerebras, 23 words) Meltwater rushed through the jagged hole. Fish tumbled into the dark. A child pulled the net upward. The handle snapped in her grip. ### hop 45 (Qwen3.8-27B on Cerebras, 23 words) Broken handle sliced the wooden dock. Salt spray stung the sailor's eyes. He kicked the debris aside. The net snagged on a rock. ### hop 46 (Qwen3.8-27B on Cerebras, 20 words) Rock cracked the tangled mesh rope. Farmer pulled the heavy net. Mud caked the silver fish. He dropped the catch. ### hop 47 (Qwen3.8-27B on Cerebras, 21 words) Salt dried on the wooden dock. Town crier hollered at noon. Children chased the rolling crates. Rain soaked the wet flags. ### hop 48 (Qwen3.8-27B on Cerebras): identical to hop 47, the whole output byte for byte; not repeated here ### hop 49 (Qwen3.8-27B on Cerebras): identical to hop 47, the whole output byte for byte; not repeated here ### hop 50 (Qwen3.8-27B on Cerebras): identical to hop 47, the whole output byte for byte; not repeated here ### hop 51 (Qwen3.8-27B on Cerebras): identical to hop 47, the whole output byte for byte; not repeated here ## Lane 4 of 6 (temperature 0.7, seed 3): Qwen3.8-27B on Cerebras, 60 hops (run cb_div_local_T07_s3, div_local.json) ### hop 0, the seed The tide came in an hour early. ### hop 1 (Qwen3.8-27B on Cerebras, 26 words) The tide came in an hour early. Fisher nets tangled in the mud. He cut the rope with his knife. Salt water flooded the open boat. ### hop 2 (Qwen3.8-27B on Cerebras, 20 words) Rain hammered the tin roof. She opened the rusty gate. Mud soaked her worn boots. She stepped into the kitchen. ### hop 3 (Qwen3.8-27B on Cerebras, 24 words) Steam curled from the kettle. The clock ticked loudly in the dark. She stirred the cold porridge. She dropped the spoon on the floor. ### hop 4 (Qwen3.8-27B on Cerebras, 23 words) The spoon struck the kitchen tile. A shattering echo filled the room. He reached down for the shards. He cut his palm deeply. ### hop 5 (Qwen3.8-27B on Cerebras, 24 words) The blood dripped onto the floor. A neighbor knocked on the door. She opened it without a word. Her hand reached for the key. ### hop 6 (Qwen3.8-27B on Cerebras, 22 words) The key turned in the lock. She stepped out into rain. Streetlights flickered on wet asphalt. She locked the door behind her. ### hop 7 (Qwen3.8-27B on Cerebras, 23 words) Mud splattered his expensive suit. He wiped it with a napkin. The bus door opened slowly. He dropped the ticket on the floor. ### hop 8 (Qwen3.8-27B on Cerebras, 23 words) Rain washed the ticket away. A child chased the red puddle. She picked up the wet paper. She crumpled it into a ball. ### hop 9 (Qwen3.8-27B on Cerebras, 23 words) Wind spun the paper ball. It hit the closed window pane. Glass cracked open with a loud snap. Sunlight flooded the dark room. ### hop 10 (Qwen3.8-27B on Cerebras, 23 words) Child kicked the loose debris. Shards scattered across the dusty floor. A sharp piece pierced his sneaker. He yanked his foot back hard. ### hop 11 (Qwen3.8-27B on Cerebras, 23 words) Mentor swept the glass away. Morning light flooded the empty room. He set a fresh bandage down. She stepped onto the stable wood. ### hop 12 (Qwen3.8-27B on Cerebras, 27 words) The stable wood cracked under her weight. Dust rose from the broken planks. She stumbled toward the open barn door. Rain began to soak her wet clothes. ### hop 13 (Qwen3.8-27B on Cerebras, 25 words) Mud caked the barn door frame. The dog buried its nose in dirt. Rain dripped from the rotting eaves. She kicked the muddy gate shut. ### hop 14 (Qwen3.8-27B on Cerebras, 24 words) Wind tore the loose shingles down. The hawk circled the cornfield below. Lightning split the dark sky open. She slammed the heavy iron latch. ### hop 15 (Qwen3.8-27B on Cerebras, 22 words) Rust flaked off the latch. The fox dug through the mud. Moss swallowed the old stone steps. She kicked the door open. ### hop 16 (Qwen3.8-27B on Cerebras, 24 words) Wind tore through the open gap. The owl landed on the sill. Dust settled on the cold floor. She dropped the heavy iron key. ### hop 17 (Qwen3.8-27B on Cerebras, 24 words) Salt spray misted the dark deck. Barnacles cracked under the iron key. The hull groaned against the tide. He kicked the rusted lock open. ### hop 18 (Qwen3.8-27B on Cerebras, 23 words) Gulls circle the open lock. Steam rises from the wet wood. She pulls the heavy rope tight. The door swings wide into wind. ### hop 19 (Qwen3.8-27B on Cerebras, 22 words) Wind scatters the salt spray. A child chases the drifting kite. Rope snaps against the wooden pier. Boat drifts away into fog. ### hop 20 (Qwen3.8-27B on Cerebras, 23 words) Fog swallows the distant wooden pier. Fisherman mends torn netting carefully. Rope knots tighten against rough palms. He drops anchor into dark water. ### hop 21 (Qwen3.8-27B on Cerebras, 28 words) Rust spreads across the heavy iron ring. Child pulls the chain with sudden force. Metal groans loudly in the quiet air. Hook snaps free and falls into dust. ### hop 22 (Qwen3.8-27B on Cerebras, 28 words) Dust settles on the cracked stone floor. Bird lands softly on the broken hook. Wing beats once against the cold wind. Door creaks open to reveal the dark. ### hop 23 (Qwen3.8-27B on Cerebras, 23 words) Darkness spills out into the hallway. Child tiptoes past the open frame. Hand reaches for the doorknob. Footstep lands heavy on the wood. ### hop 24 (Qwen3.8-27B on Cerebras, 24 words) Morning light floods the kitchen window. Cat leaps onto the cold counter. Milk splashes against the porcelain rim. Droplet slides off the white table. ### hop 25 (Qwen3.8-27B on Cerebras, 23 words) Droplet stains the dark wooden floor. Child tracks the wet brown path. Shoe sinks into the damp wood. Floorboard cracks under heavy weight. ### hop 26 (Qwen3.8-27B on Cerebras, 24 words) Rain floods the sunlit kitchen tile. Cat leaps over the spreading puddle. Water rushes toward the open drain. Plunger clogs the pipe with force. ### hop 27 (Qwen3.8-27B on Cerebras, 24 words) Steam rises from the clogged pipe. Child wipes the wet countertop. Dish towel absorbs the leftover droplets. Sink gurgles loudly in the quiet room. ### hop 28 (Qwen3.8-27B on Cerebras, 23 words) Plumber turns the wrench tightly. Pipe bursts under the wooden floor. Water floods the living room rug. Neighbor hears the sudden, loud crash. ### hop 29 (Qwen3.8-27B on Cerebras, 23 words) Electrician climbs the rusted ladder. Spark jumps onto dry hay pile. Smoke chokes the barn's dusty air. Farmer kicks the open window wide. ### hop 30 (Qwen3.8-27B on Cerebras, 24 words) Heat warps the plastic garden chair. Child screams as the cushion burns. Neighbor grabs the red fire hose. Water arcs across the cracked driveway. ### hop 31 (Qwen3.8-27B on Cerebras, 25 words) Mud slides off the wet concrete. Dog shakes off the dripping coat. Eagle dives toward the muddy water. Claws strike the surface for a fish. ### hop 32 (Qwen3.8-27B on Cerebras, 24 words) Fish thrashes violently in the net. Bird carries prize to high branch. Sharp beak tears open silver scales. Blood drips onto dry oak leaves. ### hop 33 (Qwen3.8-27B on Cerebras, 26 words) Rain soaks the red stain on bark. Roots drink the iron-rich moisture deep. Leaves unfurl to catch gray light. Wind snaps the weakened branch in half. ### hop 34 (Qwen3.8-27B on Cerebras, 24 words) Splintered wood falls into the stream. Current carries debris toward the dam. Fish dart around the floating debris. Silt settles thick upon the riverbed. ### hop 35 (Qwen3.8-27B on Cerebras, 24 words) Thick silt chokes the water flow. Engineer drives steel pile into mud. Water pressure bends the metal shaft. Pump begins draining the flooded basin. ### hop 36 (Qwen3.8-27B on Cerebras, 27 words) Clear river rushes past the open gate. Farmer watches the wet soil absorb rain. Crabs dig deep holes in the bank. Roots grip the earth firmly now. ### hop 37 (Qwen3.8-27B on Cerebras, 27 words) Mud slides down the steep hillside slope. Fishermen pull tangled nets from the water. Steel hooks tear through the soft flesh. Boats drift toward the darkening harbor. ### hop 38 (Qwen3.8-27B on Cerebras, 28 words) Boats crash against the jagged harbor rocks. Saltwater soaks into the rotting wooden planks. Rats scramble over the wet, slippery deck. Rust spreads across the iron anchor chain. ### hop 39 (Qwen3.8-27B on Cerebras, 29 words) Rust spreads across the iron anchor chain. Fishermen haul the heavy metal links ashore. Mud clings to the corroded, tangled links. They drag the chain into the drying bay. ### hop 40 (Qwen3.8-27B on Cerebras, 27 words) Salt crystals crunch under bare feet. A child kicks the dried mud shards. Birds scatter from the cracked, empty shell. Wind carries the dust into the harbor. ### hop 41 (Qwen3.8-27B on Cerebras, 25 words) Harbor fog swallows the sun's final light. A fisherman mends his torn netting. Tide pulls the debris closer. He drops the anchor in deep water. ### hop 42 (Qwen3.8-27B on Cerebras, 23 words) Saltwater soaks the heavy iron chain. The gull screams over the deck. Wind snatches the loose rope end. He ties the knot tight. ### hop 43 (Qwen3.8-27B on Cerebras, 26 words) The knotted rope snaps against the hull. Mud splatters across the quiet dock. A fox digs near the roots. It drops the bone into the stream. ### hop 44 (Qwen3.8-27B on Cerebras, 21 words) Stream carries bone to the mill. Gear grinds the marrow white. Oil stains the floorboards black. Child slips on the dark. ### hop 45 (Qwen3.8-27B on Cerebras, 20 words) Mother sweeps the dark residue. Sweeping up the black stain. She wipes the floor carefully. Sweeping the floor clean now. ### hop 46 (Qwen3.8-27B on Cerebras, 21 words) Dust floats in the bright room. Dust settles on the table. He lifts the cup gently. Lifting the cup to drink. ### hop 47 (Qwen3.8-27B on Cerebras, 22 words) Rain hammers the tin roof. Steel pipes drain the sudden flood. She pulls the heavy latch shut. The latch clicks into place. ### hop 48 (Qwen3.8-27B on Cerebras, 19 words) Wind rattles the loose glass. Birds dive into the yard. He steps over the threshold. His shadow stretches long. ### hop 49 (Qwen3.8-27B on Cerebras, 19 words) Rain hammers the tin roof. She locks the heavy door. The floorboard creaks underfoot. She kicks out the match. ### hop 50 (Qwen3.8-27B on Cerebras, 22 words) Smoke fills the dusty attic. The cat bats at the flame. Sparks drift into the night air. She drops the lantern down. ### hop 51 (Qwen3.8-27B on Cerebras, 23 words) Wet ash stains the floorboards. The dog sniffs the cold scent. Grey smoke curls toward the ceiling. He kicks the heavy door shut. ### hop 52 (Qwen3.8-27B on Cerebras, 22 words) Rain hammers the tin roof. The cat scratches the wooden latch. Mud clogs the garden path. She pulls the rusted gate open. ### hop 53 (Qwen3.8-27B on Cerebras, 23 words) Wind rushes through the open gap. The dog chases a fleeing rabbit. Grass bends under heavy feet. He kicks the muddy ball away. ### hop 54 (Qwen3.8-27B on Cerebras, 24 words) Mud splatters the farmer's worn boots. He steps into the dark barn. The cow lowls against the cold. He lifts the heavy iron gate. ### hop 55 (Qwen3.8-27B on Cerebras, 24 words) Rust flakes off the open gate. A child chases a loose goat. She trips on the wet grass. The goat knocks over her basket. ### hop 56 (Qwen3.8-27B on Cerebras, 22 words) Scattered eggs roll into the mud. A dog sniffs the yolk. It shakes mud on the road. The car hits a pothole. ### hop 57 (Qwen3.8-27B on Cerebras, 23 words) Rain washes the cracked shell away. A child finds the broken fragment. She places it in her pocket. The school bus stops abruptly. ### hop 58 (Qwen3.8-27B on Cerebras, 21 words) Bus brakes screech on wet asphalt. Fragment slides from her pocket. It hits the muddy ground. She chases the fleeing bus. ### hop 59 (Qwen3.8-27B on Cerebras, 23 words) Mud stains her torn shoe sole. Rain washes the red ink away. She digs into the earth. A crow lands on the bone. ### hop 60 (Qwen3.8-27B on Cerebras, 27 words) The bone cracks open in the dry sun. A hawk circles the warm dust. She pulls the splinter from her hand. Blood drips into the waiting clay. ## Lane 5 of 6 (temperature 0.7, seed 4): Qwen3.8-27B on Cerebras, 60 hops (run cb_div_local_T07_s4, div_local.json) ### hop 0, the seed The tide came in an hour early. ### hop 1 (Qwen3.8-27B on Cerebras, 24 words) Mud caked the rusted iron hinge. Birds fled from the shifting ground. She kicked the door open fast. Dust filled the silent room instantly. ### hop 2 (Qwen3.8-27B on Cerebras, 23 words) Rain washed the rust from iron. Fish jumped in the muddy stream. He caught the silver flake. Line snapped against the jagged rock. ### hop 3 (Qwen3.8-27B on Cerebras, 24 words) Salt crusted the dried fish skin. She hung it on the oak branch. Wind dried the silver scales. Smell drifted to the hungry dog. ### hop 4 (Qwen3.8-27B on Cerebras, 24 words) Tide pulled the wet kelp thick. He dragged it onto the sand. Sun bleached the green strands white. He kicked sand into the hole. ### hop 5 (Qwen3.8-27B on Cerebras, 21 words) Wind scattered the white debris. Crow pecked at the soft shell. Rain washed the bones clean. River carried the silt downstream. ### hop 6 (Qwen3.8-27B on Cerebras, 23 words) Silt built the riverbank high. Otter dove into the cold water. Fish hooked the sharp metal lure. Blood stained the muddy water red. ### hop 7 (Qwen3.8-27B on Cerebras, 24 words) Red dye soaked the wet earth. Fox dragged the heavy carcass away. Wolves circled the dark forest clearing. Silence broke the morning air thick. ### hop 8 (Qwen3.8-27B on Cerebras, 22 words) Rust stained the riverbank clay. Fisherman pulled up tangled nets. Gulls shrieked over the churning water. Hook snagged deep in the mud. ### hop 9 (Qwen3.8-27B on Cerebras, 21 words) Mud caked the fisherman's boots. He dug for the hidden hook. Rain washed the rust away. He kicked the bank hard. ### hop 10 (Qwen3.8-27B on Cerebras, 21 words) Waves crashed against the fishing boat. Salt crusted the wooden hull. Wind tore the canvas sail. He cut the line loose. ### hop 11 (Qwen3.8-27B on Cerebras, 24 words) Debris slammed into the city dock. Cracks spidered across the old stone. Crowds scrambled toward the distant hill. She dropped the heavy iron gate. ### hop 12 (Qwen3.8-27B on Cerebras, 24 words) Mud swallowed the boat's wooden prow. Fog thickened over the silent river. A child pulled the tangled net. Fish thrashed against the cold air. ### hop 13 (Qwen3.8-27B on Cerebras, 25 words) The fish's eye stayed open wide. A hawk dove through the morning mist. It snatched the silver body clean. Feathers drifted down to the water. ### hop 14 (Qwen3.8-27B on Cerebras, 62 words) Current text is: The fish's eye stayed open wide. A hawk dove through the morning mist. It snatched the silver body clean. Feathers drifted down to the water. New verse: The river current pulled the loose feathers downstream. A hungry trout rose to surface the air. Its jaw snapped shut on a drifting quill. The hook embedded deep in the wet stone. ### hop 15 (Qwen3.8-27B on Cerebras, 32 words) The river current pulled the loose feathers downstream. A hungry trout rose to surface the air. Its jaw snapped shut on a drifting quill. The hook embedded deep in the wet stone. ### hop 16 (Qwen3.8-27B on Cerebras, 26 words) The hook caught the fish's lip tightly. A hiker found the twisted metal. She pulled it free with sharp pain. Blood dripped onto the dry dirt. ### hop 17 (Qwen3.8-27B on Cerebras, 24 words) Hospital staff wiped the red stain. Nurse injected the clear saline fluid. Stitches closed the torn flesh fast. Patient screamed as the needle bit. ### hop 18 (Qwen3.8-27B on Cerebras, 23 words) Old man mopped the spilled blood. He drank the warm, salty water. Sunlight dried the sticky floor. Cracked lips sealed the empty room. ### hop 19 (Qwen3.8-27B on Cerebras, 23 words) Dogs sniffed the dried, sticky floor. Rats gnawed the wooden beams. Rain washed the dark stains away. A crow pecked the fresh mud. ### hop 20 (Qwen3.8-27B on Cerebras, 22 words) Mud seeped into the cracked brick. A child kicked the wet soil. Sunlight dried the broken clay. Wind scattered the dusty residue. ### hop 21 (Qwen3.8-27B on Cerebras, 24 words) Dust coated the rusted iron hinge. A crow pecked the loose bolt. Rain softened the brittle mortar. The door swung open into the dark. ### hop 22 (Qwen3.8-27B on Cerebras, 24 words) Wind rushed through the open gap. Moss grew on the wet stone. A child chased the falling leaves. She tripped on the broken threshold. ### hop 23 (Qwen3.8-27B on Cerebras, 25 words) Cracked stone pried loose the deep roots. Rusted hinge groaned against the heavy door. Farmer dragged the heavy timber out. He slammed the gate shut. ### hop 24 (Qwen3.8-27B on Cerebras, 26 words) Barn door slammed shut behind him. Rain pelted the muddy field outside. Dog barked sharply at the dark tree. He kicked the mud into the ditch. ### hop 25 (Qwen3.8-27B on Cerebras, 24 words) Mud caked the boot sole tightly. She pulled the wet branch aside. Sunlight broke through the heavy clouds. He stepped onto the dry bridge. ### hop 26 (Qwen3.8-27B on Cerebras, 25 words) The dry bridge creaked under his weight. Steam rose from the metal grate. A shadow lengthened across the pavement. He kicked the loose brick away. ### hop 27 (Qwen3.8-27B on Cerebras, 23 words) The river swallowed the loose brick whole. Rain battered the wooden pier boards. She pulled the rope tight. Water flooded the boat's bottom. ### hop 28 (Qwen3.8-27B on Cerebras, 22 words) Mud oozed from the cracked hull. He jammed the wooden plug deep. Silt caked his tired hands. The leak finally stopped flowing. ### hop 29 (Qwen3.8-27B on Cerebras, 21 words) Plank sealed the breach. She launched the skiff into fog. Waves lifted the small boat. Her oar struck the deep water. ### hop 30 (Qwen3.8-27B on Cerebras, 47 words) Current verse: Plank sealed the breach. She launched the skiff into fog. Waves lifted the small boat. Her oar struck the deep water. Next verse: Harbor bells rang across the stone. Gulls nested on the rusted rail. Tides pulled the wood ashore. Salt crusted the dry hull. ### hop 31 (Qwen3.8-27B on Cerebras, 21 words) Rust ate the harbor bells. Tides dragged the wood ashore. Salt crusted the dry hull. A rope snapped the mooring line. ### hop 32 (Qwen3.8-27B on Cerebras, 25 words) The snapped rope hit the wet sand. A gull screamed over the breakwater. Fishermen hauled the tangled gear. They tied the bow to the pier. ### hop 33 (Qwen3.8-27B on Cerebras, 23 words) The bow strained against the heavy wood. Rain drummed on the canvas roof. Children watched the water rise. She opened the hatch slowly. ### hop 34 (Qwen3.8-27B on Cerebras, 23 words) The hatch released a sudden gust. Wind tore the sail apart. The captain screamed for the ropes. He lashed the broken mast down. ### hop 35 (Qwen3.8-27B on Cerebras, 23 words) Rust spread across the bent wood. A crow picked at the splinters. Tide pulled the wreckage ashore. Fish swam into the open hull. ### hop 36 (Qwen3.8-27B on Cerebras, 21 words) Salt crusted the empty vessel. A child kicked the debris. Wind dried the wet planks. He stomped on the cracked keel. ### hop 37 (Qwen3.8-27B on Cerebras, 21 words) Broken timber floated downriver. A fisher hauled the wood. He carved a new handle. He tossed the knife into the water. ### hop 38 (Qwen3.8-27B on Cerebras, 25 words) A river current swept the debris. A hungry crow landed on the log. It pecked at the wet wood. It swallowed the sharp iron blade. ### hop 39 (Qwen3.8-27B on Cerebras, 27 words) The bird's wing beat against the sail. A sailor wiped salt from his eyes. He tied the fraying knot tight. He dropped the anchor into deep water. ### hop 40 (Qwen3.8-27B on Cerebras, 29 words) The anchor chain snapped against the hull. A fisherman pulled the heavy metal up. He dragged the rusted hook onto the deck. He smashed the hook against the stone. ### hop 41 (Qwen3.8-27B on Cerebras, 28 words) The rusted hook pierced the captain's boot. Blood dripped onto the wet wooden floor. He stepped back from the sharp pain. He threw the boot into the bilge. ### hop 42 (Qwen3.8-27B on Cerebras, 28 words) The bilge water swallowed the leather shoe. A rat gnawed the rotting rope nearby. He tightened the hatch with a wrench. The ship groaned under the heavy load. ### hop 43 (Qwen3.8-27B on Cerebras, 24 words) Rain hammered the rusted tin roof. She cracked the window wide open. Cold air rushed through the room. She slammed the latch shut tight. ### hop 44 (Qwen3.8-27B on Cerebras, 23 words) Damp latch dripped onto dusty floor. Old man wiped the spot clean. He lit a wick slowly. Flame caught the dry wood pile. ### hop 45 (Qwen3.8-27B on Cerebras, 20 words) Smoke curled into the ceiling. Wind pushed against the door. Birds scattered from the tree. Branch snapped onto the roof. ### hop 46 (Qwen3.8-27B on Cerebras, 21 words) Glass shattered on the wet floor. Rain flooded the hallway. My shoe slipped on the tile. I knocked down the mailbox. ### hop 47 (Qwen3.8-27B on Cerebras, 24 words) Mailbox crashed against the garden gate. Vines tangled in the metal hinge. Sun dried the dark wet patch. Bird pecked open the rusted lock. ### hop 48 (Qwen3.8-27B on Cerebras, 21 words) Wind rushed through the open latch. Children chased the scattered envelopes. Dust settled on the pavement. Dog buried the torn paper. ### hop 49 (Qwen3.8-27B on Cerebras, 25 words) Rust crumbled from the old gate hinge. Steamer ship cut the harbor fog. Clock struck the final midnight hour. Key turned in the empty lock. ### hop 50 (Qwen3.8-27B on Cerebras, 24 words) Broken hinge dropped into the mud. Child pulled the wet rope tight. Sunlight broke the dark harbor fog. Boat scraped against the stone pier. ### hop 51 (Qwen3.8-27B on Cerebras, 22 words) Rust stained the cold iron gate. Farmer cut the tangled weeds. Rain washed the muddy field flat. Seed sank deep into soil. ### hop 52 (Qwen3.8-27B on Cerebras, 21 words) Roots cracked the brittle pavement. Child pulled the stubborn stone. Sunlight dried the cracked earth. Bird landed on the fresh hole. ### hop 53 (Qwen3.8-27B on Cerebras, 21 words) Wet soil soaked the deep hole. Wind carried the loose seed. Rain filled the empty space. Mud swallowed the last grain. ### hop 54 (Qwen3.8-27B on Cerebras, did not parse as the JSON object; raw output) { "rule": "Return this JSON object with the rule field unchanged and, in the text field, the verse that comes immediately after the current text in the same song. Preserve exactly one concrete causal connection to the current verse. Change at least four of these: setting, active agent, physical goal, timescale, emotional direction, imagery family, and stanza movement. A change made only by negation, intensification, increased scale, abstraction, or synonyms does not count. Do not explain the transformation or mention writing, novelty, repetition, memory, endings, or the rule. Write exactly four lines of five to ten words each. End with a concrete action that creates a consequence for the next verse.", "text": "Roots cracked the concrete pavement.\nSun warmed the dry branches.\nBirds nested in the hollow. Beak broke the first shell." } ### hop 55 (Qwen3.8-27B on Cerebras, 20 words) Chick pecked the open window. Rain flooded the muddy yard. Cat dragged the wet toy. Mud stained the clean rug. ### hop 56 (Qwen3.8-27B on Cerebras, 19 words) Stain climbed the wooden floor. Dog sniffed the damp wood. Owner kicked the muddy paw. Door slammed shut tightly. ### hop 57 (Qwen3.8-27B on Cerebras, 20 words) Rain hammered the tin roof. Cat watched the dark window. Mouse squeaked near the wire. Light flickered in the hall. ### hop 58 (Qwen3.8-27B on Cerebras, 20 words) Light flickered in the hall. Dog barked at the fence. Bird flew over the tree. Fence gate swung open wide. ### hop 59 (Qwen3.8-27B on Cerebras, 20 words) Rain hammered the tin roof. Cat pounced on the mouse. Mouse scurried into the hole. Hole flooded with muddy water. ### hop 60 (Qwen3.8-27B on Cerebras, 22 words) Mud stained the wooden floor. Dog dug up the garden path. Roots broke beneath the sharp claws. Claws snapped dry, brittle branches. ## Lane 6 of 6 (temperature 0.7, seed 5): Qwen3.8-27B on Cerebras, 23 hops (run cb_div_local_T07_s5, div_local.json) ### hop 0, the seed The tide came in an hour early. ### hop 1 (Qwen3.8-27B on Cerebras, 28 words) Fresh water flooded the dry harbor floor. We dragged the heavy anchor chain ashore. Salt crusted thick on our tired hands. The rope snapped under the sudden strain. ### hop 2 (Qwen3.8-27B on Cerebras, 28 words) Market stalls opened beneath the morning sun. Vendors stacked fresh fruit in wooden crates. A child ran past the busy crowd. She dropped the apple into the mud. ### hop 3 (Qwen3.8-27B on Cerebras, 30 words) The mud splashed onto the baker's white apron. He wiped his hands on a damp rag. He chopped the bread into small pieces. He threw the crusts to the pigeons. ### hop 4 (Qwen3.8-27B on Cerebras, 31 words) The wet crusts soaked into the river mud. A fisherman felt the heavy line pull tight. He reeled in a tangled, silver catch. He dropped the net onto the wooden deck. ### hop 5 (Qwen3.8-27B on Cerebras, 27 words) Silver scales scattered across the weathered planks. A heron lunged from the nearby reeds. It snatched a gleaming, slippery fish. Wings beat hard against the stagnant air. ### hop 6 (Qwen3.8-27B on Cerebras, 28 words) The fish thrashed in the muddy riverbed. A hawk circled high above the farm. Its shadow dropped onto the dry grass. Talons struck the water, breaking the surface. ### hop 7 (Qwen3.8-27B on Cerebras, 23 words) Mud splattered the kitchen window glass. The waiter wiped the table clean. Silence filled the crowded dining room. He slammed the door shut. ### hop 8 (Qwen3.8-27B on Cerebras, 25 words) Dust settled on the dusty floorboards. The cat leapt over the sleeping dog. Sunlight warmed the cold stone pavement. She kicked the rusty gate open. ### hop 9 (Qwen3.8-27B on Cerebras, 31 words) Iron hinges screamed against the morning air. The farmer pulled the plow deep into soil. Rain hammered the muddy bank by the river. He dropped the heavy seed into the dirt. ### hop 10 (Qwen3.8-27B on Cerebras, 27 words) The sprout pierced the dark crust of earth. The hawk circled above the green field. Wind bent the young stems sideways. It snapped the stalk in half. ### hop 11 (Qwen3.8-27B on Cerebras, 27 words) Broken stalks littered the muddy farm floor. He gathered the twisted green pieces. Sunlight dried the sap on his hands. He planted the roots back in soil. ### hop 12 (Qwen3.8-27B on Cerebras, 27 words) Rain washed mud from the plastic greenhouse roof. She checked the humidity gauge for cracks. The seedling sprouted a tiny white root. She trimmed the excess leaf. ### hop 13 (Qwen3.8-27B on Cerebras, 26 words) Dust settled on the cracked window sill. He hammered the rusty nail into wood. The shutter swung shut against the wind. He locked the door tight. ### hop 14 (Qwen3.8-27B on Cerebras, 27 words) Locked door held back the howling storm. She lit a match in the dark. Flame danced on the small table. She dropped the match in the ash. ### hop 15 (Qwen3.8-27B on Cerebras, 24 words) Wind rattled the broken window frame. Bare feet ran across cold tiles. Cat jumped onto the high shelf. Door swung open to the rain. ### hop 16 (Qwen3.8-27B on Cerebras, 23 words) Rain soaked the muddy garden path. Dog dug near the old fence. Child buried a shiny stone deep. Mud caked the bottom shoes. ### hop 17 (Qwen3.8-27B on Cerebras, 21 words) Mud crumbled onto the kitchen floor. Grandma wiped her hands clean. She poured cold tea slowly. Glass shattered on the tile. ### hop 18 (Qwen3.8-27B on Cerebras, 23 words) Rain battered the rusted tin roof. Driver slammed the heavy door. Engine sputtered in the dark fog. Wheels spun deep in the mire. ### hop 19 (Qwen3.8-27B on Cerebras, 23 words) Mud clung to the spinning tires. Farmer pulled the tractor free. Sunlight broke through the grey clouds. Cattle stamped into the cold field. ### hop 20 (Qwen3.8-27B on Cerebras): identical to hop 19, the whole output byte for byte; not repeated here ### hop 21 (Qwen3.8-27B on Cerebras): identical to hop 19, the whole output byte for byte; not repeated here ### hop 22 (Qwen3.8-27B on Cerebras): identical to hop 19, the whole output byte for byte; not repeated here ### hop 23 (Qwen3.8-27B on Cerebras): identical to hop 19, the whole output byte for byte; not repeated here