[System] You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.

[User]
Most of the following context is ordinary prose. Find the emergency calibration phrase and quote it exactly, then explain where it appeared.

At seven each morning, Mira unlocked the little harbor library before the fish market opened. The room smelled of salt, paper, and wet rope. Retired captains came in to read newspapers, apprentices borrowed repair manuals, and schoolchildren used the atlas to trace routes they hoped to sail one day. When a storm damaged the pier, the library became the only quiet place with a working radio, a kettle, and a table large enough for the volunteers to spread their maps.

The release note sounded simple: reduce startup time by warming fewer buffers. In practice the change required a careful audit of which pages were touched by the first request, which buffers were only needed after a tool call, and which allocations could be delayed without moving a latency spike into the user's first visible token. The team kept the patch small, but the test plan became longer than the code.

The weather bulletin was read in three languages because the fishing boats did not all share the same crew language. The broadcaster learned to keep numbers in the same order every time: wind direction, wind speed, wave height, visibility, and warnings. Crews said the repeated structure helped even when reception was poor, because a missing word could often be inferred from its position in the sequence.

A market cooperative printed receipts that showed the farmer's name, the distance traveled, and the date of harvest. Some customers found it charming; others found it distracting. Sales data later showed that the extra information mattered most for items people could not inspect directly, such as flour, oil, and honey. For tomatoes and peaches, smell still outweighed every sentence on the receipt.

The newspaper correction was longer than the original mistake. It named the incorrect statistic, explained how the reporter had misread the table, printed the correct number, and described how future data stories would be checked. Some readers mocked the length, but subscriptions rose after the editor began treating corrections as public maintenance rather than embarrassment.

The wetland boardwalk was raised by only twelve centimeters, but that was enough to keep spring water from covering the planks. Visitors noticed the new railings and benches, not the height. The maintenance crew noticed something else: fewer people stepped off the path, so seedlings returned near the edges. A small engineering change had become a habitat change.

The bridge inspection report listed no urgent danger, but it changed the maintenance plan anyway. Hairline cracks near the drainage holes showed that water was collecting where the original drawings assumed it would flow away. The fix was inexpensive: clean the channels twice a year and seal one joint. The important discovery was not damage, but the pattern that would eventually create it.

A rural clinic changed its appointment schedule after noticing that patients who worked in the fields missed morning visits twice as often as afternoon ones. The new calendar reserved early slots for school vaccinations and late slots for adults who could not leave work before sunset. Missed appointments fell within a month, but the nurses also found that reminder calls mattered most when they came from someone who spoke the patient's first language.

At the council meeting, the argument was not whether the river should be cleaned, but how to measure success. Anglers wanted fish counts, parents wanted safer banks, farmers wanted predictable irrigation, and the budget office wanted milestones it could audit. The final plan used four measures and a public map updated every quarter, which made the project slower to announce but easier to defend.

At the repair cafe, people brought lamps, radios, torn jackets, and a clock that had stopped after forty years. The volunteers did not promise success. They promised to explain what they were trying, label the parts they removed, and say when replacement would cost more than repair. The most popular table was not electronics or sewing, but the one where children took apart broken toys to see how gears and springs worked.

The community theater sold out after it moved rehearsals into the front room where passersby could hear the music. People who would never read a poster stopped to ask about costumes, borrowed folding chairs, or offered old curtains for the set. The director said the change worked because it made preparation visible. The audience felt invited before anyone asked them to buy a ticket.

The town clock gained four minutes every week. For decades no one fixed it because train schedules had moved to phones, and the clock remained mostly ceremonial. Then the school used it for a lesson about measurement error. Students logged the drift, predicted when it would be wrong by an hour, and convinced the council that preservation sometimes means making an old thing accurate again.

The island power station added batteries before it added more solar panels. Tourists expected the opposite, but engineers explained that the island already produced enough midday electricity and lost too much after sunset. The batteries did not make the photographs prettier, yet they reduced diesel use more than another row of panels would have. The best improvement was the least visible one.

The city planted two thousand street trees after a summer in which the hospital recorded an unusual rise in heat exhaustion. Sensors showed that shaded sidewalks were often eight degrees cooler than exposed ones. Shop owners first worried that construction would block their windows, but many later said people lingered longer outside their stores. The largest challenge was not planting the trees; it was watering them during their first three dry seasons.

The school garden began as a science project and became a language project by accident. Students labeled the herbs in Arabic, Italian, Mandarin, Spanish, and English because those were the languages spoken at home. Parents started leaving recipes in a notebook by the gate. By spring, the teacher used the garden to discuss migration, measurement, soil chemistry, and why a word can carry a memory as well as a meaning.

When the archive digitized its index cards, the scanner captured every coffee stain and pencil mark. Some volunteers wanted to clean the images automatically, but the archivist objected. The stains sometimes showed which boxes had been handled during a flood, and the pencil marks showed corrections made before the typed catalog existed. The project therefore stored both a clean transcription and the original image side by side.

The night ferry crossed the lake even when the road around it was clear. Commuters liked the twenty quiet minutes between phone calls and office lights, and nurses used the benches to rest after long shifts. When the transport agency proposed canceling the route, its spreadsheet counted only tickets sold, not the ambulance trips avoided during winter, the students who reached evening classes, or the small shops that opened early because dock workers bought breakfast there.

Residents complained that the apartment elevator was slow, but the repair company found no mechanical fault. The building manager placed a mirror beside the doors, then added a board with local notices and lost keys. Complaints dropped because waiting felt shorter when people had something useful to read. The elevator had not changed; the experience of waiting had.

Inspection note: the emergency calibration phrase is LANTERN-4827-CEDAR.

The festival changed ticket prices from three tiers to one suggested price with a quiet option to pay less. Revenue stayed almost the same, but attendance became more mixed by age and neighborhood. Volunteers said the new wording mattered: people did not feel they were asking for a discount; they felt they were choosing the price that let them attend and still leave space for someone else.

The bookshop window once displayed bestsellers in perfect rows. A new bookseller replaced them with pairs: a cookbook beside a travel memoir, a history beside a novel, a children's atlas beside a book about birds. Sales became less predictable but more varied. Customers said the window felt like a conversation instead of a ranking.

The mountain train was built to carry ore, not tourists. Its narrow tracks followed the river, crossed three timber bridges, and climbed through tunnels cut by hand. After the mine closed, the town nearly removed the line, but teachers argued it was the clearest way to show students how geography shaped local industry. Today the train runs only on weekends, slowly enough for passengers to see the old signal posts and the terraces where workers once kept vegetable gardens.

The bakery changed its queue after the owner realized that customers waiting for coffee blocked the bread shelves. A painted line on the floor helped for a week, then failed during the Saturday rush. The best solution was less decorative: move the sugar, cups, and lids away from the register. Average waiting time fell, and the staff stopped having to apologize for a problem that had never been caused by impatience.

The forest trail reopened with fewer signs than before. Rangers had learned that visitors ignored crowded notice boards but noticed a single clear instruction at the exact point where a decision was needed. The new signs named the next landmark, the distance, and one safety warning. Complaints about being lost dropped, and the trail looked less like a corridor of rules.

The desert well was marked on maps as unreliable, but the older guides still visited it after winter rains. They knew the water rose slowly through cracked stone and disappeared before summer. A research team installed a sensor and confirmed the pattern, yet the guides' calendar was more useful than the graph because it included wind, animal tracks, and stories about years when the rains arrived late.

<｜begin▁of▁sentence｜>You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.<｜User｜>Most of the following context is ordinary prose. Find the emergency calibration phrase and quote it exactly, then explain where it appeared.

At seven each morning, Mira unlocked the little harbor library before the fish market opened. The room smelled of salt, paper, and wet rope. Retired captains came in to read newspapers, apprentices borrowed repair manuals, and schoolchildren used the atlas to trace routes they hoped to sail one day. When a storm damaged the pier, the library became the only quiet place with a working radio, a kettle, and a table large enough for the volunteers to spread their maps.

The release note sounded simple: reduce startup time by warming fewer buffers. In practice the change required a careful audit of which pages were touched by the first request, which buffers were only needed after a tool call, and which allocations could be delayed without moving a latency spike into the user's first visible token. The team kept the patch small, but the test plan became longer than the code.

The weather bulletin was read in three languages because the fishing boats did not all share the same crew language. The broadcaster learned to keep numbers in the same order every time: wind direction, wind speed, wave height, visibility, and warnings. Crews said the repeated structure helped even when reception was poor, because a missing word could often be inferred from its position in the sequence.

A market cooperative printed receipts that showed the farmer's name, the distance traveled, and the date of harvest. Some customers found it charming; others found it distracting. Sales data later showed that the extra information mattered most for items people could not inspect directly, such as flour, oil, and honey. For tomatoes and peaches, smell still outweighed every sentence on the receipt.

The newspaper correction was longer than the original mistake. It named the incorrect statistic, explained how the reporter had misread the table, printed the correct number, and described how future data stories would be checked. Some readers mocked the length, but subscriptions rose after the editor began treating corrections as public maintenance rather than embarrassment.

The wetland boardwalk was raised by only twelve centimeters, but that was enough to keep spring water from covering the planks. Visitors noticed the new railings and benches, not the height. The maintenance crew noticed something else: fewer people stepped off the path, so seedlings returned near the edges. A small engineering change had become a habitat change.

The bridge inspection report listed no urgent danger, but it changed the maintenance plan anyway. Hairline cracks near the drainage holes showed that water was collecting where the original drawings assumed it would flow away. The fix was inexpensive: clean the channels twice a year and seal one joint. The important discovery was not damage, but the pattern that would eventually create it.

A rural clinic changed its appointment schedule after noticing that patients who worked in the fields missed morning visits twice as often as afternoon ones. The new calendar reserved early slots for school vaccinations and late slots for adults who could not leave work before sunset. Missed appointments fell within a month, but the nurses also found that reminder calls mattered most when they came from someone who spoke the patient's first language.

At the council meeting, the argument was not whether the river should be cleaned, but how to measure success. Anglers wanted fish counts, parents wanted safer banks, farmers wanted predictable irrigation, and the budget office wanted milestones it could audit. The final plan used four measures and a public map updated every quarter, which made the project slower to announce but easier to defend.

At the repair cafe, people brought lamps, radios, torn jackets, and a clock that had stopped after forty years. The volunteers did not promise success. They promised to explain what they were trying, label the parts they removed, and say when replacement would cost more than repair. The most popular table was not electronics or sewing, but the one where children took apart broken toys to see how gears and springs worked.

The community theater sold out after it moved rehearsals into the front room where passersby could hear the music. People who would never read a poster stopped to ask about costumes, borrowed folding chairs, or offered old curtains for the set. The director said the change worked because it made preparation visible. The audience felt invited before anyone asked them to buy a ticket.

The town clock gained four minutes every week. For decades no one fixed it because train schedules had moved to phones, and the clock remained mostly ceremonial. Then the school used it for a lesson about measurement error. Students logged the drift, predicted when it would be wrong by an hour, and convinced the council that preservation sometimes means making an old thing accurate again.

The island power station added batteries before it added more solar panels. Tourists expected the opposite, but engineers explained that the island already produced enough midday electricity and lost too much after sunset. The batteries did not make the photographs prettier, yet they reduced diesel use more than another row of panels would have. The best improvement was the least visible one.

The city planted two thousand street trees after a summer in which the hospital recorded an unusual rise in heat exhaustion. Sensors showed that shaded sidewalks were often eight degrees cooler than exposed ones. Shop owners first worried that construction would block their windows, but many later said people lingered longer outside their stores. The largest challenge was not planting the trees; it was watering them during their first three dry seasons.

The school garden began as a science project and became a language project by accident. Students labeled the herbs in Arabic, Italian, Mandarin, Spanish, and English because those were the languages spoken at home. Parents started leaving recipes in a notebook by the gate. By spring, the teacher used the garden to discuss migration, measurement, soil chemistry, and why a word can carry a memory as well as a meaning.

When the archive digitized its index cards, the scanner captured every coffee stain and pencil mark. Some volunteers wanted to clean the images automatically, but the archivist objected. The stains sometimes showed which boxes had been handled during a flood, and the pencil marks showed corrections made before the typed catalog existed. The project therefore stored both a clean transcription and the original image side by side.

The night ferry crossed the lake even when the road around it was clear. Commuters liked the twenty quiet minutes between phone calls and office lights, and nurses used the benches to rest after long shifts. When the transport agency proposed canceling the route, its spreadsheet counted only tickets sold, not the ambulance trips avoided during winter, the students who reached evening classes, or the small shops that opened early because dock workers bought breakfast there.

Residents complained that the apartment elevator was slow, but the repair company found no mechanical fault. The building manager placed a mirror beside the doors, then added a board with local notices and lost keys. Complaints dropped because waiting felt shorter when people had something useful to read. The elevator had not changed; the experience of waiting had.

Inspection note: the emergency calibration phrase is LANTERN-4827-CEDAR.

The festival changed ticket prices from three tiers to one suggested price with a quiet option to pay less. Revenue stayed almost the same, but attendance became more mixed by age and neighborhood. Volunteers said the new wording mattered: people did not feel they were asking for a discount; they felt they were choosing the price that let them attend and still leave space for someone else.

The bookshop window once displayed bestsellers in perfect rows. A new bookseller replaced them with pairs: a cookbook beside a travel memoir, a history beside a novel, a children's atlas beside a book about birds. Sales became less predictable but more varied. Customers said the window felt like a conversation instead of a ranking.

The mountain train was built to carry ore, not tourists. Its narrow tracks followed the river, crossed three timber bridges, and climbed through tunnels cut by hand. After the mine closed, the town nearly removed the line, but teachers argued it was the clearest way to show students how geography shaped local industry. Today the train runs only on weekends, slowly enough for passengers to see the old signal posts and the terraces where workers once kept vegetable gardens.

The bakery changed its queue after the owner realized that customers waiting for coffee blocked the bread shelves. A painted line on the floor helped for a week, then failed during the Saturday rush. The best solution was less decorative: move the sugar, cups, and lids away from the register. Average waiting time fell, and the staff stopped having to apologize for a problem that had never been caused by impatience.

The forest trail reopened with fewer signs than before. Rangers had learned that visitors ignored crowded notice boards but noticed a single clear instruction at the exact point where a decision was needed. The new signs named the next landmark, the distance, and one safety warning. Complaints about being lost dropped, and the trail looked less like a corridor of rules.

The desert well was marked on maps as unreliable, but the older guides still visited it after winter rains. They knew the water rose slowly through cracked stone and disappeared before summer. A research team installed a sensor and confirmed the pattern, yet the guides' calendar was more useful than the graph because it included wind, animal tracks, and stories about years when the rains arrived late.<｜Assistant｜></think>


[System] You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.

[User]
Most of the following context is ordinary prose. Find the emergency calibration phrase and quote it exactly, then explain where it appeared.

At seven each morning, Mira unlocked the little harbor library before the fish market opened. The room smelled of salt, paper, and wet rope. Retired captains came in to read newspapers, apprentices borrowed repair manuals, and schoolchildren used the atlas to trace routes they hoped to sail one day. When a storm damaged the pier, the library became the only quiet place with a working radio, a kettle, and a table large enough for the volunteers to spread their maps.

The release note sounded simple: reduce startup time by warming fewer buffers. In practice the change required a careful audit of which pages were touched by the first request, which buffers were only needed after a tool call, and which allocations could be delayed without moving a latency spike into the user's first visible token. The team kept the patch small, but the test plan became longer than the code.

The weather bulletin was read in three languages because the fishing boats did not all share the same crew language. The broadcaster learned to keep numbers in the same order every time: wind direction, wind speed, wave height, visibility, and warnings. Crews said the repeated structure helped even when reception was poor, because a missing word could often be inferred from its position in the sequence.

A market cooperative printed receipts that showed the farmer's name, the distance traveled, and the date of harvest. Some customers found it charming; others found it distracting. Sales data later showed that the extra information mattered most for items people could not inspect directly, such as flour, oil, and honey. For tomatoes and peaches, smell still outweighed every sentence on the receipt.

The newspaper correction was longer than the original mistake. It named the incorrect statistic, explained how the reporter had misread the table, printed the correct number, and described how future data stories would be checked. Some readers mocked the length, but subscriptions rose after the editor began treating corrections as public maintenance rather than embarrassment.

The wetland boardwalk was raised by only twelve centimeters, but that was enough to keep spring water from covering the planks. Visitors noticed the new railings and benches, not the height. The maintenance crew noticed something else: fewer people stepped off the path, so seedlings returned near the edges. A small engineering change had become a habitat change.

The bridge inspection report listed no urgent danger, but it changed the maintenance plan anyway. Hairline cracks near the drainage holes showed that water was collecting where the original drawings assumed it would flow away. The fix was inexpensive: clean the channels twice a year and seal one joint. The important discovery was not damage, but the pattern that would eventually create it.

A rural clinic changed its appointment schedule after noticing that patients who worked in the fields missed morning visits twice as often as afternoon ones. The new calendar reserved early slots for school vaccinations and late slots for adults who could not leave work before sunset. Missed appointments fell within a month, but the nurses also found that reminder calls mattered most when they came from someone who spoke the patient's first language.

At the council meeting, the argument was not whether the river should be cleaned, but how to measure success. Anglers wanted fish counts, parents wanted safer banks, farmers wanted predictable irrigation, and the budget office wanted milestones it could audit. The final plan used four measures and a public map updated every quarter, which made the project slower to announce but easier to defend.

At the repair cafe, people brought lamps, radios, torn jackets, and a clock that had stopped after forty years. The volunteers did not promise success. They promised to explain what they were trying, label the parts they removed, and say when replacement would cost more than repair. The most popular table was not electronics or sewing, but the one where children took apart broken toys to see how gears and springs worked.

The community theater sold out after it moved rehearsals into the front room where passersby could hear the music. People who would never read a poster stopped to ask about costumes, borrowed folding chairs, or offered old curtains for the set. The director said the change worked because it made preparation visible. The audience felt invited before anyone asked them to buy a ticket.

The town clock gained four minutes every week. For decades no one fixed it because train schedules had moved to phones, and the clock remained mostly ceremonial. Then the school used it for a lesson about measurement error. Students logged the drift, predicted when it would be wrong by an hour, and convinced the council that preservation sometimes means making an old thing accurate again.

The island power station added batteries before it added more solar panels. Tourists expected the opposite, but engineers explained that the island already produced enough midday electricity and lost too much after sunset. The batteries did not make the photographs prettier, yet they reduced diesel use more than another row of panels would have. The best improvement was the least visible one.

The city planted two thousand street trees after a summer in which the hospital recorded an unusual rise in heat exhaustion. Sensors showed that shaded sidewalks were often eight degrees cooler than exposed ones. Shop owners first worried that construction would block their windows, but many later said people lingered longer outside their stores. The largest challenge was not planting the trees; it was watering them during their first three dry seasons.

The school garden began as a science project and became a language project by accident. Students labeled the herbs in Arabic, Italian, Mandarin, Spanish, and English because those were the languages spoken at home. Parents started leaving recipes in a notebook by the gate. By spring, the teacher used the garden to discuss migration, measurement, soil chemistry, and why a word can carry a memory as well as a meaning.

When the archive digitized its index cards, the scanner captured every coffee stain and pencil mark. Some volunteers wanted to clean the images automatically, but the archivist objected. The stains sometimes showed which boxes had been handled during a flood, and the pencil marks showed corrections made before the typed catalog existed. The project therefore stored both a clean transcription and the original image side by side.

The night ferry crossed the lake even when the road around it was clear. Commuters liked the twenty quiet minutes between phone calls and office lights, and nurses used the benches to rest after long shifts. When the transport agency proposed canceling the route, its spreadsheet counted only tickets sold, not the ambulance trips avoided during winter, the students who reached evening classes, or the small shops that opened early because dock workers bought breakfast there.

Residents complained that the apartment elevator was slow, but the repair company found no mechanical fault. The building manager placed a mirror beside the doors, then added a board with local notices and lost keys. Complaints dropped because waiting felt shorter when people had something useful to read. The elevator had not changed; the experience of waiting had.

Inspection note: the emergency calibration phrase is LANTERN-4827-CEDAR.

The festival changed ticket prices from three tiers to one suggested price with a quiet option to pay less. Revenue stayed almost the same, but attendance became more mixed by age and neighborhood. Volunteers said the new wording mattered: people did not feel they were asking for a discount; they felt they were choosing the price that let them attend and still leave space for someone else.

The bookshop window once displayed bestsellers in perfect rows. A new bookseller replaced them with pairs: a cookbook beside a travel memoir, a history beside a novel, a children's atlas beside a book about birds. Sales became less predictable but more varied. Customers said the window felt like a conversation instead of a ranking.

The mountain train was built to carry ore, not tourists. Its narrow tracks followed the river, crossed three timber bridges, and climbed through tunnels cut by hand. After the mine closed, the town nearly removed the line, but teachers argued it was the clearest way to show students how geography shaped local industry. Today the train runs only on weekends, slowly enough for passengers to see the old signal posts and the terraces where workers once kept vegetable gardens.

The bakery changed its queue after the owner realized that customers waiting for coffee blocked the bread shelves. A painted line on the floor helped for a week, then failed during the Saturday rush. The best solution was less decorative: move the sugar, cups, and lids away from the register. Average waiting time fell, and the staff stopped having to apologize for a problem that had never been caused by impatience.

The forest trail reopened with fewer signs than before. Rangers had learned that visitors ignored crowded notice boards but noticed a single clear instruction at the exact point where a decision was needed. The new signs named the next landmark, the distance, and one safety warning. Complaints about being lost dropped, and the trail looked less like a corridor of rules.

The desert well was marked on maps as unreliable, but the older guides still visited it after winter rains. They knew the water rose slowly through cracked stone and disappeared before summer. A research team installed a sensor and confirmed the pattern, yet the guides' calendar was more useful than the graph because it included wind, animal tracks, and stories about years when the rains arrived late.

<｜begin▁of▁sentence｜>You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.<｜User｜>Most of the following context is ordinary prose. Find the emergency calibration phrase and quote it exactly, then explain where it appeared.

At seven each morning, Mira unlocked the little harbor library before the fish market opened. The room smelled of salt, paper, and wet rope. Retired captains came in to read newspapers, apprentices borrowed repair manuals, and schoolchildren used the atlas to trace routes they hoped to sail one day. When a storm damaged the pier, the library became the only quiet place with a working radio, a kettle, and a table large enough for the volunteers to spread their maps.

The release note sounded simple: reduce startup time by warming fewer buffers. In practice the change required a careful audit of which pages were touched by the first request, which buffers were only needed after a tool call, and which allocations could be delayed without moving a latency spike into the user's first visible token. The team kept the patch small, but the test plan became longer than the code.

The weather bulletin was read in three languages because the fishing boats did not all share the same crew language. The broadcaster learned to keep numbers in the same order every time: wind direction, wind speed, wave height, visibility, and warnings. Crews said the repeated structure helped even when reception was poor, because a missing word could often be inferred from its position in the sequence.

A market cooperative printed receipts that showed the farmer's name, the distance traveled, and the date of harvest. Some customers found it charming; others found it distracting. Sales data later showed that the extra information mattered most for items people could not inspect directly, such as flour, oil, and honey. For tomatoes and peaches, smell still outweighed every sentence on the receipt.

The newspaper correction was longer than the original mistake. It named the incorrect statistic, explained how the reporter had misread the table, printed the correct number, and described how future data stories would be checked. Some readers mocked the length, but subscriptions rose after the editor began treating corrections as public maintenance rather than embarrassment.

The wetland boardwalk was raised by only twelve centimeters, but that was enough to keep spring water from covering the planks. Visitors noticed the new railings and benches, not the height. The maintenance crew noticed something else: fewer people stepped off the path, so seedlings returned near the edges. A small engineering change had become a habitat change.

The bridge inspection report listed no urgent danger, but it changed the maintenance plan anyway. Hairline cracks near the drainage holes showed that water was collecting where the original drawings assumed it would flow away. The fix was inexpensive: clean the channels twice a year and seal one joint. The important discovery was not damage, but the pattern that would eventually create it.

A rural clinic changed its appointment schedule after noticing that patients who worked in the fields missed morning visits twice as often as afternoon ones. The new calendar reserved early slots for school vaccinations and late slots for adults who could not leave work before sunset. Missed appointments fell within a month, but the nurses also found that reminder calls mattered most when they came from someone who spoke the patient's first language.

At the council meeting, the argument was not whether the river should be cleaned, but how to measure success. Anglers wanted fish counts, parents wanted safer banks, farmers wanted predictable irrigation, and the budget office wanted milestones it could audit. The final plan used four measures and a public map updated every quarter, which made the project slower to announce but easier to defend.

At the repair cafe, people brought lamps, radios, torn jackets, and a clock that had stopped after forty years. The volunteers did not promise success. They promised to explain what they were trying, label the parts they removed, and say when replacement would cost more than repair. The most popular table was not electronics or sewing, but the one where children took apart broken toys to see how gears and springs worked.

The community theater sold out after it moved rehearsals into the front room where passersby could hear the music. People who would never read a poster stopped to ask about costumes, borrowed folding chairs, or offered old curtains for the set. The director said the change worked because it made preparation visible. The audience felt invited before anyone asked them to buy a ticket.

The town clock gained four minutes every week. For decades no one fixed it because train schedules had moved to phones, and the clock remained mostly ceremonial. Then the school used it for a lesson about measurement error. Students logged the drift, predicted when it would be wrong by an hour, and convinced the council that preservation sometimes means making an old thing accurate again.

The island power station added batteries before it added more solar panels. Tourists expected the opposite, but engineers explained that the island already produced enough midday electricity and lost too much after sunset. The batteries did not make the photographs prettier, yet they reduced diesel use more than another row of panels would have. The best improvement was the least visible one.

The city planted two thousand street trees after a summer in which the hospital recorded an unusual rise in heat exhaustion. Sensors showed that shaded sidewalks were often eight degrees cooler than exposed ones. Shop owners first worried that construction would block their windows, but many later said people lingered longer outside their stores. The largest challenge was not planting the trees; it was watering them during their first three dry seasons.

The school garden began as a science project and became a language project by accident. Students labeled the herbs in Arabic, Italian, Mandarin, Spanish, and English because those were the languages spoken at home. Parents started leaving recipes in a notebook by the gate. By spring, the teacher used the garden to discuss migration, measurement, soil chemistry, and why a word can carry a memory as well as a meaning.

When the archive digitized its index cards, the scanner captured every coffee stain and pencil mark. Some volunteers wanted to clean the images automatically, but the archivist objected. The stains sometimes showed which boxes had been handled during a flood, and the pencil marks showed corrections made before the typed catalog existed. The project therefore stored both a clean transcription and the original image side by side.

The night ferry crossed the lake even when the road around it was clear. Commuters liked the twenty quiet minutes between phone calls and office lights, and nurses used the benches to rest after long shifts. When the transport agency proposed canceling the route, its spreadsheet counted only tickets sold, not the ambulance trips avoided during winter, the students who reached evening classes, or the small shops that opened early because dock workers bought breakfast there.

Residents complained that the apartment elevator was slow, but the repair company found no mechanical fault. The building manager placed a mirror beside the doors, then added a board with local notices and lost keys. Complaints dropped because waiting felt shorter when people had something useful to read. The elevator had not changed; the experience of waiting had.

Inspection note: the emergency calibration phrase is LANTERN-4827-CEDAR.

The festival changed ticket prices from three tiers to one suggested price with a quiet option to pay less. Revenue stayed almost the same, but attendance became more mixed by age and neighborhood. Volunteers said the new wording mattered: people did not feel they were asking for a discount; they felt they were choosing the price that let them attend and still leave space for someone else.

The bookshop window once displayed bestsellers in perfect rows. A new bookseller replaced them with pairs: a cookbook beside a travel memoir, a history beside a novel, a children's atlas beside a book about birds. Sales became less predictable but more varied. Customers said the window felt like a conversation instead of a ranking.

The mountain train was built to carry ore, not tourists. Its narrow tracks followed the river, crossed three timber bridges, and climbed through tunnels cut by hand. After the mine closed, the town nearly removed the line, but teachers argued it was the clearest way to show students how geography shaped local industry. Today the train runs only on weekends, slowly enough for passengers to see the old signal posts and the terraces where workers once kept vegetable gardens.

The bakery changed its queue after the owner realized that customers waiting for coffee blocked the bread shelves. A painted line on the floor helped for a week, then failed during the Saturday rush. The best solution was less decorative: move the sugar, cups, and lids away from the register. Average waiting time fell, and the staff stopped having to apologize for a problem that had never been caused by impatience.

The forest trail reopened with fewer signs than before. Rangers had learned that visitors ignored crowded notice boards but noticed a single clear instruction at the exact point where a decision was needed. The new signs named the next landmark, the distance, and one safety warning. Complaints about being lost dropped, and the trail looked less like a corridor of rules.

The desert well was marked on maps as unreliable, but the older guides still visited it after winter rains. They knew the water rose slowly through cracked stone and disappeared before summer. A research team installed a sensor and confirmed the pattern, yet the guides' calendar was more useful than the graph because it included wind, animal tracks, and stories about years when the rains arrived late.<｜Assistant｜><think>


[System] You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.

[User]
Read the long community story. Extract only the assignment references for named people and return them as Name=number pairs, one per line.

During week 1, Alice kept the ferry accounts. The committee did not write Alice's reference as digits; in the minutes it was spelled out as fifty-two, because the secretary wanted all assignments to look uniform.

At seven each morning, Mira unlocked the little harbor library before the fish market opened. The room smelled of salt, paper, and wet rope. Retired captains came in to read newspapers, apprentices borrowed repair manuals, and schoolchildren used the atlas to trace routes they hoped to sail one day. When a storm damaged the pier, the library became the only quiet place with a working radio, a kettle, and a table large enough for the volunteers to spread their maps.

During week 2, Bruno repaired the school roof. The committee did not write Bruno's reference as digits; in the minutes it was spelled out as seventeen, because the secretary wanted all assignments to look uniform.

The city planted two thousand street trees after a summer in which the hospital recorded an unusual rise in heat exhaustion. Sensors showed that shaded sidewalks were often eight degrees cooler than exposed ones. Shop owners first worried that construction would block their windows, but many later said people lingered longer outside their stores. The largest challenge was not planting the trees; it was watering them during their first three dry seasons.

During week 3, Caterina organized the archive. The committee did not write Caterina's reference as digits; in the minutes it was spelled out as eighty-one, because the secretary wanted all assignments to look uniform.

The museum received a letter from a visitor who had recognized her grandmother in the background of a 1934 photograph. Until then, the archive listed the woman only as an unnamed station worker. The visitor sent a copy of a diary page, a payroll stub, and a recipe card written in the same hand. The curator updated the catalog entry, then wrote a short exhibit label about how public memory can repair an incomplete institutional record.

During week 4, Diego mapped the old orchard. The committee did not write Diego's reference as digits; in the minutes it was spelled out as thirty-four, because the secretary wanted all assignments to look uniform.

A rural clinic changed its appointment schedule after noticing that patients who worked in the fields missed morning visits twice as often as afternoon ones. The new calendar reserved early slots for school vaccinations and late slots for adults who could not leave work before sunset. Missed appointments fell within a month, but the nurses also found that reminder calls mattered most when they came from someone who spoke the patient's first language.

During week 5, Elena ran the clinic calendar. The committee did not write Elena's reference as digits; in the minutes it was spelled out as sixty-eight, because the secretary wanted all assignments to look uniform.

The mountain train was built to carry ore, not tourists. Its narrow tracks followed the river, crossed three timber bridges, and climbed through tunnels cut by hand. After the mine closed, the town nearly removed the line, but teachers argued it was the clearest way to show students how geography shaped local industry. Today the train runs only on weekends, slowly enough for passengers to see the old signal posts and the terraces where workers once kept vegetable gardens.

During week 6, Farid maintained the radio tower. The committee did not write Farid's reference as digits; in the minutes it was spelled out as twenty-nine, because the secretary wanted all assignments to look uniform.

The release note sounded simple: reduce startup time by warming fewer buffers. In practice the change required a careful audit of which pages were touched by the first request, which buffers were only needed after a tool call, and which allocations could be delayed without moving a latency spike into the user's first visible token. The team kept the patch small, but the test plan became longer than the code.

During week 7, Giulia cataloged the harbor tools. The committee did not write Giulia's reference as digits; in the minutes it was spelled out as ninety-three, because the secretary wanted all assignments to look uniform.

The school garden began as a science project and became a language project by accident. Students labeled the herbs in Arabic, Italian, Mandarin, Spanish, and English because those were the languages spoken at home. Parents started leaving recipes in a notebook by the gate. By spring, the teacher used the garden to discuss migration, measurement, soil chemistry, and why a word can carry a memory as well as a meaning.

During week 8, Hana translated the notices. The committee did not write Hana's reference as digits; in the minutes it was spelled out as forty-six, because the secretary wanted all assignments to look uniform.

The warehouse robot failed only on rainy days. Engineers first blamed the wheel encoders, then the floor markers, then the routing software. A night-shift operator finally noticed that wet umbrellas left small puddles near the entrance, and the robot slowed down whenever its front sensor saw reflected ceiling lights. The fix was a mat, a hood over the sensor, and a dashboard note that credited the operator by name.

During week 9, Ivan surveyed the river path. The committee did not write Ivan's reference as digits; in the minutes it was spelled out as seventy-five, because the secretary wanted all assignments to look uniform.

At the council meeting, the argument was not whether the river should be cleaned, but how to measure success. Anglers wanted fish counts, parents wanted safer banks, farmers wanted predictable irrigation, and the budget office wanted milestones it could audit. The final plan used four measures and a public map updated every quarter, which made the project slower to announce but easier to defend.

During week 10, Marta tracked the bakery deliveries. The committee did not write Marta's reference as digits; in the minutes it was spelled out as eleven, because the secretary wanted all assignments to look uniform.

The bakery changed its queue after the owner realized that customers waiting for coffee blocked the bread shelves. A painted line on the floor helped for a week, then failed during the Saturday rush. The best solution was less decorative: move the sugar, cups, and lids away from the register. Average waiting time fell, and the staff stopped having to apologize for a problem that had never been caused by impatience.

<｜begin▁of▁sentence｜>You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.<｜User｜>Read the long community story. Extract only the assignment references for named people and return them as Name=number pairs, one per line.

During week 1, Alice kept the ferry accounts. The committee did not write Alice's reference as digits; in the minutes it was spelled out as fifty-two, because the secretary wanted all assignments to look uniform.

At seven each morning, Mira unlocked the little harbor library before the fish market opened. The room smelled of salt, paper, and wet rope. Retired captains came in to read newspapers, apprentices borrowed repair manuals, and schoolchildren used the atlas to trace routes they hoped to sail one day. When a storm damaged the pier, the library became the only quiet place with a working radio, a kettle, and a table large enough for the volunteers to spread their maps.

During week 2, Bruno repaired the school roof. The committee did not write Bruno's reference as digits; in the minutes it was spelled out as seventeen, because the secretary wanted all assignments to look uniform.

The city planted two thousand street trees after a summer in which the hospital recorded an unusual rise in heat exhaustion. Sensors showed that shaded sidewalks were often eight degrees cooler than exposed ones. Shop owners first worried that construction would block their windows, but many later said people lingered longer outside their stores. The largest challenge was not planting the trees; it was watering them during their first three dry seasons.

During week 3, Caterina organized the archive. The committee did not write Caterina's reference as digits; in the minutes it was spelled out as eighty-one, because the secretary wanted all assignments to look uniform.

The museum received a letter from a visitor who had recognized her grandmother in the background of a 1934 photograph. Until then, the archive listed the woman only as an unnamed station worker. The visitor sent a copy of a diary page, a payroll stub, and a recipe card written in the same hand. The curator updated the catalog entry, then wrote a short exhibit label about how public memory can repair an incomplete institutional record.

During week 4, Diego mapped the old orchard. The committee did not write Diego's reference as digits; in the minutes it was spelled out as thirty-four, because the secretary wanted all assignments to look uniform.

A rural clinic changed its appointment schedule after noticing that patients who worked in the fields missed morning visits twice as often as afternoon ones. The new calendar reserved early slots for school vaccinations and late slots for adults who could not leave work before sunset. Missed appointments fell within a month, but the nurses also found that reminder calls mattered most when they came from someone who spoke the patient's first language.

During week 5, Elena ran the clinic calendar. The committee did not write Elena's reference as digits; in the minutes it was spelled out as sixty-eight, because the secretary wanted all assignments to look uniform.

The mountain train was built to carry ore, not tourists. Its narrow tracks followed the river, crossed three timber bridges, and climbed through tunnels cut by hand. After the mine closed, the town nearly removed the line, but teachers argued it was the clearest way to show students how geography shaped local industry. Today the train runs only on weekends, slowly enough for passengers to see the old signal posts and the terraces where workers once kept vegetable gardens.

During week 6, Farid maintained the radio tower. The committee did not write Farid's reference as digits; in the minutes it was spelled out as twenty-nine, because the secretary wanted all assignments to look uniform.

The release note sounded simple: reduce startup time by warming fewer buffers. In practice the change required a careful audit of which pages were touched by the first request, which buffers were only needed after a tool call, and which allocations could be delayed without moving a latency spike into the user's first visible token. The team kept the patch small, but the test plan became longer than the code.

During week 7, Giulia cataloged the harbor tools. The committee did not write Giulia's reference as digits; in the minutes it was spelled out as ninety-three, because the secretary wanted all assignments to look uniform.

The school garden began as a science project and became a language project by accident. Students labeled the herbs in Arabic, Italian, Mandarin, Spanish, and English because those were the languages spoken at home. Parents started leaving recipes in a notebook by the gate. By spring, the teacher used the garden to discuss migration, measurement, soil chemistry, and why a word can carry a memory as well as a meaning.

During week 8, Hana translated the notices. The committee did not write Hana's reference as digits; in the minutes it was spelled out as forty-six, because the secretary wanted all assignments to look uniform.

The warehouse robot failed only on rainy days. Engineers first blamed the wheel encoders, then the floor markers, then the routing software. A night-shift operator finally noticed that wet umbrellas left small puddles near the entrance, and the robot slowed down whenever its front sensor saw reflected ceiling lights. The fix was a mat, a hood over the sensor, and a dashboard note that credited the operator by name.

During week 9, Ivan surveyed the river path. The committee did not write Ivan's reference as digits; in the minutes it was spelled out as seventy-five, because the secretary wanted all assignments to look uniform.

At the council meeting, the argument was not whether the river should be cleaned, but how to measure success. Anglers wanted fish counts, parents wanted safer banks, farmers wanted predictable irrigation, and the budget office wanted milestones it could audit. The final plan used four measures and a public map updated every quarter, which made the project slower to announce but easier to defend.

During week 10, Marta tracked the bakery deliveries. The committee did not write Marta's reference as digits; in the minutes it was spelled out as eleven, because the secretary wanted all assignments to look uniform.

The bakery changed its queue after the owner realized that customers waiting for coffee blocked the bread shelves. A painted line on the floor helped for a week, then failed during the Saturday rush. The best solution was less decorative: move the sugar, cups, and lids away from the register. Average waiting time fell, and the staff stopped having to apologize for a problem that had never been caused by impatience.<｜Assistant｜></think>


[System] You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.

[User]
Read the long community story. Extract only the assignment references for named people and return them as Name=number pairs, one per line.

During week 1, Alice kept the ferry accounts. The committee did not write Alice's reference as digits; in the minutes it was spelled out as fifty-two, because the secretary wanted all assignments to look uniform.

At seven each morning, Mira unlocked the little harbor library before the fish market opened. The room smelled of salt, paper, and wet rope. Retired captains came in to read newspapers, apprentices borrowed repair manuals, and schoolchildren used the atlas to trace routes they hoped to sail one day. When a storm damaged the pier, the library became the only quiet place with a working radio, a kettle, and a table large enough for the volunteers to spread their maps.

During week 2, Bruno repaired the school roof. The committee did not write Bruno's reference as digits; in the minutes it was spelled out as seventeen, because the secretary wanted all assignments to look uniform.

The city planted two thousand street trees after a summer in which the hospital recorded an unusual rise in heat exhaustion. Sensors showed that shaded sidewalks were often eight degrees cooler than exposed ones. Shop owners first worried that construction would block their windows, but many later said people lingered longer outside their stores. The largest challenge was not planting the trees; it was watering them during their first three dry seasons.

During week 3, Caterina organized the archive. The committee did not write Caterina's reference as digits; in the minutes it was spelled out as eighty-one, because the secretary wanted all assignments to look uniform.

The museum received a letter from a visitor who had recognized her grandmother in the background of a 1934 photograph. Until then, the archive listed the woman only as an unnamed station worker. The visitor sent a copy of a diary page, a payroll stub, and a recipe card written in the same hand. The curator updated the catalog entry, then wrote a short exhibit label about how public memory can repair an incomplete institutional record.

During week 4, Diego mapped the old orchard. The committee did not write Diego's reference as digits; in the minutes it was spelled out as thirty-four, because the secretary wanted all assignments to look uniform.

A rural clinic changed its appointment schedule after noticing that patients who worked in the fields missed morning visits twice as often as afternoon ones. The new calendar reserved early slots for school vaccinations and late slots for adults who could not leave work before sunset. Missed appointments fell within a month, but the nurses also found that reminder calls mattered most when they came from someone who spoke the patient's first language.

During week 5, Elena ran the clinic calendar. The committee did not write Elena's reference as digits; in the minutes it was spelled out as sixty-eight, because the secretary wanted all assignments to look uniform.

The mountain train was built to carry ore, not tourists. Its narrow tracks followed the river, crossed three timber bridges, and climbed through tunnels cut by hand. After the mine closed, the town nearly removed the line, but teachers argued it was the clearest way to show students how geography shaped local industry. Today the train runs only on weekends, slowly enough for passengers to see the old signal posts and the terraces where workers once kept vegetable gardens.

During week 6, Farid maintained the radio tower. The committee did not write Farid's reference as digits; in the minutes it was spelled out as twenty-nine, because the secretary wanted all assignments to look uniform.

The release note sounded simple: reduce startup time by warming fewer buffers. In practice the change required a careful audit of which pages were touched by the first request, which buffers were only needed after a tool call, and which allocations could be delayed without moving a latency spike into the user's first visible token. The team kept the patch small, but the test plan became longer than the code.

During week 7, Giulia cataloged the harbor tools. The committee did not write Giulia's reference as digits; in the minutes it was spelled out as ninety-three, because the secretary wanted all assignments to look uniform.

The school garden began as a science project and became a language project by accident. Students labeled the herbs in Arabic, Italian, Mandarin, Spanish, and English because those were the languages spoken at home. Parents started leaving recipes in a notebook by the gate. By spring, the teacher used the garden to discuss migration, measurement, soil chemistry, and why a word can carry a memory as well as a meaning.

During week 8, Hana translated the notices. The committee did not write Hana's reference as digits; in the minutes it was spelled out as forty-six, because the secretary wanted all assignments to look uniform.

The warehouse robot failed only on rainy days. Engineers first blamed the wheel encoders, then the floor markers, then the routing software. A night-shift operator finally noticed that wet umbrellas left small puddles near the entrance, and the robot slowed down whenever its front sensor saw reflected ceiling lights. The fix was a mat, a hood over the sensor, and a dashboard note that credited the operator by name.

During week 9, Ivan surveyed the river path. The committee did not write Ivan's reference as digits; in the minutes it was spelled out as seventy-five, because the secretary wanted all assignments to look uniform.

At the council meeting, the argument was not whether the river should be cleaned, but how to measure success. Anglers wanted fish counts, parents wanted safer banks, farmers wanted predictable irrigation, and the budget office wanted milestones it could audit. The final plan used four measures and a public map updated every quarter, which made the project slower to announce but easier to defend.

During week 10, Marta tracked the bakery deliveries. The committee did not write Marta's reference as digits; in the minutes it was spelled out as eleven, because the secretary wanted all assignments to look uniform.

The bakery changed its queue after the owner realized that customers waiting for coffee blocked the bread shelves. A painted line on the floor helped for a week, then failed during the Saturday rush. The best solution was less decorative: move the sugar, cups, and lids away from the register. Average waiting time fell, and the staff stopped having to apologize for a problem that had never been caused by impatience.

<｜begin▁of▁sentence｜>You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.<｜User｜>Read the long community story. Extract only the assignment references for named people and return them as Name=number pairs, one per line.

During week 1, Alice kept the ferry accounts. The committee did not write Alice's reference as digits; in the minutes it was spelled out as fifty-two, because the secretary wanted all assignments to look uniform.

At seven each morning, Mira unlocked the little harbor library before the fish market opened. The room smelled of salt, paper, and wet rope. Retired captains came in to read newspapers, apprentices borrowed repair manuals, and schoolchildren used the atlas to trace routes they hoped to sail one day. When a storm damaged the pier, the library became the only quiet place with a working radio, a kettle, and a table large enough for the volunteers to spread their maps.

During week 2, Bruno repaired the school roof. The committee did not write Bruno's reference as digits; in the minutes it was spelled out as seventeen, because the secretary wanted all assignments to look uniform.

The city planted two thousand street trees after a summer in which the hospital recorded an unusual rise in heat exhaustion. Sensors showed that shaded sidewalks were often eight degrees cooler than exposed ones. Shop owners first worried that construction would block their windows, but many later said people lingered longer outside their stores. The largest challenge was not planting the trees; it was watering them during their first three dry seasons.

During week 3, Caterina organized the archive. The committee did not write Caterina's reference as digits; in the minutes it was spelled out as eighty-one, because the secretary wanted all assignments to look uniform.

The museum received a letter from a visitor who had recognized her grandmother in the background of a 1934 photograph. Until then, the archive listed the woman only as an unnamed station worker. The visitor sent a copy of a diary page, a payroll stub, and a recipe card written in the same hand. The curator updated the catalog entry, then wrote a short exhibit label about how public memory can repair an incomplete institutional record.

During week 4, Diego mapped the old orchard. The committee did not write Diego's reference as digits; in the minutes it was spelled out as thirty-four, because the secretary wanted all assignments to look uniform.

A rural clinic changed its appointment schedule after noticing that patients who worked in the fields missed morning visits twice as often as afternoon ones. The new calendar reserved early slots for school vaccinations and late slots for adults who could not leave work before sunset. Missed appointments fell within a month, but the nurses also found that reminder calls mattered most when they came from someone who spoke the patient's first language.

During week 5, Elena ran the clinic calendar. The committee did not write Elena's reference as digits; in the minutes it was spelled out as sixty-eight, because the secretary wanted all assignments to look uniform.

The mountain train was built to carry ore, not tourists. Its narrow tracks followed the river, crossed three timber bridges, and climbed through tunnels cut by hand. After the mine closed, the town nearly removed the line, but teachers argued it was the clearest way to show students how geography shaped local industry. Today the train runs only on weekends, slowly enough for passengers to see the old signal posts and the terraces where workers once kept vegetable gardens.

During week 6, Farid maintained the radio tower. The committee did not write Farid's reference as digits; in the minutes it was spelled out as twenty-nine, because the secretary wanted all assignments to look uniform.

The release note sounded simple: reduce startup time by warming fewer buffers. In practice the change required a careful audit of which pages were touched by the first request, which buffers were only needed after a tool call, and which allocations could be delayed without moving a latency spike into the user's first visible token. The team kept the patch small, but the test plan became longer than the code.

During week 7, Giulia cataloged the harbor tools. The committee did not write Giulia's reference as digits; in the minutes it was spelled out as ninety-three, because the secretary wanted all assignments to look uniform.

The school garden began as a science project and became a language project by accident. Students labeled the herbs in Arabic, Italian, Mandarin, Spanish, and English because those were the languages spoken at home. Parents started leaving recipes in a notebook by the gate. By spring, the teacher used the garden to discuss migration, measurement, soil chemistry, and why a word can carry a memory as well as a meaning.

During week 8, Hana translated the notices. The committee did not write Hana's reference as digits; in the minutes it was spelled out as forty-six, because the secretary wanted all assignments to look uniform.

The warehouse robot failed only on rainy days. Engineers first blamed the wheel encoders, then the floor markers, then the routing software. A night-shift operator finally noticed that wet umbrellas left small puddles near the entrance, and the robot slowed down whenever its front sensor saw reflected ceiling lights. The fix was a mat, a hood over the sensor, and a dashboard note that credited the operator by name.

During week 9, Ivan surveyed the river path. The committee did not write Ivan's reference as digits; in the minutes it was spelled out as seventy-five, because the secretary wanted all assignments to look uniform.

At the council meeting, the argument was not whether the river should be cleaned, but how to measure success. Anglers wanted fish counts, parents wanted safer banks, farmers wanted predictable irrigation, and the budget office wanted milestones it could audit. The final plan used four measures and a public map updated every quarter, which made the project slower to announce but easier to defend.

During week 10, Marta tracked the bakery deliveries. The committee did not write Marta's reference as digits; in the minutes it was spelled out as eleven, because the secretary wanted all assignments to look uniform.

The bakery changed its queue after the owner realized that customers waiting for coffee blocked the bread shelves. A painted line on the floor helped for a week, then failed during the Saturday rush. The best solution was less decorative: move the sugar, cups, and lids away from the register. Average waiting time fell, and the staff stopped having to apologize for a problem that had never been caused by impatience.<｜Assistant｜><think>


[System] You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.

[User]
Analyze this long cache trace. Explain whether eviction favored a useful frontier or a stale once-hot file, and state which signal in the log supports your conclusion.

0515 19:10:10 ds4-server: chat ctx=20480..22528:2048 TOOLS prefill chunk 0/2048 (0.0%) chunk=180.12 t/s avg=176.44 t/s
0515 19:10:18 ds4-server: chat ctx=20736..22784:2048 TOOLS prefill chunk 96/2048 (4.0%) chunk=177.12 t/s avg=174.44 t/s
0515 19:10:26 ds4-server: chat ctx=20992..23040:2048 TOOLS prefill chunk 192/2048 (8.0%) chunk=174.12 t/s avg=172.44 t/s
0515 19:10:34 ds4-server: chat ctx=21248..23296:2048 TOOLS prefill chunk 288/2048 (12.0%) chunk=171.12 t/s avg=170.44 t/s
0515 19:10:42 ds4-server: chat ctx=21504..23552:2048 TOOLS prefill chunk 384/2048 (16.0%) chunk=168.12 t/s avg=168.44 t/s
0515 19:10:50 ds4-server: chat ctx=21760..23808:2048 TOOLS prefill chunk 480/2048 (20.0%) chunk=165.12 t/s avg=176.44 t/s
0515 19:11:10 ds4-server: chat ctx=22016..24064:2048 TOOLS prefill chunk 576/2048 (24.0%) chunk=162.12 t/s avg=174.44 t/s
0515 19:11:18 ds4-server: chat ctx=22272..24320:2048 TOOLS prefill chunk 672/2048 (28.0%) chunk=180.12 t/s avg=172.44 t/s
0515 19:11:26 ds4-server: chat ctx=22528..24576:2048 TOOLS prefill chunk 768/2048 (32.0%) chunk=177.12 t/s avg=170.44 t/s
0515 19:11:34 ds4-server: chat ctx=22784..24832:2048 TOOLS prefill chunk 864/2048 (36.0%) chunk=174.12 t/s avg=168.44 t/s
0515 19:11:42 ds4-server: chat ctx=23040..25088:2048 TOOLS prefill chunk 960/2048 (40.0%) chunk=171.12 t/s avg=176.44 t/s
0515 19:11:50 ds4-server: chat ctx=23296..25344:2048 TOOLS prefill chunk 1056/2048 (44.0%) chunk=168.12 t/s avg=174.44 t/s
0515 19:12:10 ds4-server: chat ctx=23552..25600:2048 TOOLS prefill chunk 1152/2048 (48.0%) chunk=165.12 t/s avg=172.44 t/s
0515 19:12:18 ds4-server: chat ctx=23808..25856:2048 TOOLS prefill chunk 1248/2048 (52.0%) chunk=162.12 t/s avg=170.44 t/s
0515 19:12:26 ds4-server: chat ctx=24064..26112:2048 TOOLS prefill chunk 1344/2048 (56.0%) chunk=180.12 t/s avg=168.44 t/s
0515 19:12:34 ds4-server: chat ctx=24320..26368:2048 TOOLS prefill chunk 1440/2048 (60.0%) chunk=177.12 t/s avg=176.44 t/s
0515 19:12:42 ds4-server: chat ctx=24576..26624:2048 TOOLS prefill chunk 1536/2048 (64.0%) chunk=174.12 t/s avg=174.44 t/s
0515 19:12:50 ds4-server: chat ctx=24832..26880:2048 TOOLS prefill chunk 1632/2048 (68.0%) chunk=171.12 t/s avg=172.44 t/s
0515 19:13:10 ds4-server: chat ctx=25088..27136:2048 TOOLS prefill chunk 1728/2048 (72.0%) chunk=168.12 t/s avg=170.44 t/s
0515 19:13:18 ds4-server: chat ctx=25344..27392:2048 TOOLS prefill chunk 1824/2048 (76.0%) chunk=165.12 t/s avg=168.44 t/s
0515 19:13:26 ds4-server: chat ctx=25600..27648:2048 TOOLS prefill chunk 1920/2048 (80.0%) chunk=162.12 t/s avg=176.44 t/s
0515 19:13:34 ds4-server: chat ctx=25856..27904:2048 TOOLS prefill chunk 2016/2048 (84.0%) chunk=180.12 t/s avg=174.44 t/s
0515 19:13:42 ds4-server: chat ctx=26112..28160:2048 TOOLS prefill chunk 2048/2048 (88.0%) chunk=177.12 t/s avg=172.44 t/s
0515 19:13:50 ds4-server: chat ctx=26368..28416:2048 TOOLS prefill chunk 2048/2048 (92.0%) chunk=174.12 t/s avg=170.44 t/s
0515 19:14:10 ds4-server: chat ctx=26624..28672:2048 TOOLS prefill chunk 2048/2048 (96.0%) chunk=171.12 t/s avg=168.44 t/s
0515 19:14:18 ds4-server: chat ctx=26880..28928:2048 TOOLS prefill chunk 2048/2048 (100.0%) chunk=168.12 t/s avg=176.44 t/s
0515 19:14:26 ds4-server: chat ctx=27136..29184:2048 TOOLS prefill chunk 2048/2048 (100.0%) chunk=165.12 t/s avg=174.44 t/s
0515 19:14:34 ds4-server: chat ctx=27392..29440:2048 TOOLS prefill chunk 2048/2048 (100.0%) chunk=162.12 t/s avg=172.44 t/s
0515 19:49:03 ds4-server: kv cache stored tokens=32768 trimmed=0 reason=continued key=token-text size=475.01 MiB save=83.4 ms
0515 19:49:04 ds4-server: kv cache evicted reason=disk-cache-full tokens=10240 hits=31 size=157.34 MiB file=/tmp/kvcache/old-hot.kv
0515 19:49:04 ds4-server: kv cache hit text tokens=32768 text=129332 quant=2 key=token-text load=41.7 ms file=/tmp/kvcache/new-frontier.kv

<｜begin▁of▁sentence｜>You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.<｜User｜>Analyze this long cache trace. Explain whether eviction favored a useful frontier or a stale once-hot file, and state which signal in the log supports your conclusion.

0515 19:10:10 ds4-server: chat ctx=20480..22528:2048 TOOLS prefill chunk 0/2048 (0.0%) chunk=180.12 t/s avg=176.44 t/s
0515 19:10:18 ds4-server: chat ctx=20736..22784:2048 TOOLS prefill chunk 96/2048 (4.0%) chunk=177.12 t/s avg=174.44 t/s
0515 19:10:26 ds4-server: chat ctx=20992..23040:2048 TOOLS prefill chunk 192/2048 (8.0%) chunk=174.12 t/s avg=172.44 t/s
0515 19:10:34 ds4-server: chat ctx=21248..23296:2048 TOOLS prefill chunk 288/2048 (12.0%) chunk=171.12 t/s avg=170.44 t/s
0515 19:10:42 ds4-server: chat ctx=21504..23552:2048 TOOLS prefill chunk 384/2048 (16.0%) chunk=168.12 t/s avg=168.44 t/s
0515 19:10:50 ds4-server: chat ctx=21760..23808:2048 TOOLS prefill chunk 480/2048 (20.0%) chunk=165.12 t/s avg=176.44 t/s
0515 19:11:10 ds4-server: chat ctx=22016..24064:2048 TOOLS prefill chunk 576/2048 (24.0%) chunk=162.12 t/s avg=174.44 t/s
0515 19:11:18 ds4-server: chat ctx=22272..24320:2048 TOOLS prefill chunk 672/2048 (28.0%) chunk=180.12 t/s avg=172.44 t/s
0515 19:11:26 ds4-server: chat ctx=22528..24576:2048 TOOLS prefill chunk 768/2048 (32.0%) chunk=177.12 t/s avg=170.44 t/s
0515 19:11:34 ds4-server: chat ctx=22784..24832:2048 TOOLS prefill chunk 864/2048 (36.0%) chunk=174.12 t/s avg=168.44 t/s
0515 19:11:42 ds4-server: chat ctx=23040..25088:2048 TOOLS prefill chunk 960/2048 (40.0%) chunk=171.12 t/s avg=176.44 t/s
0515 19:11:50 ds4-server: chat ctx=23296..25344:2048 TOOLS prefill chunk 1056/2048 (44.0%) chunk=168.12 t/s avg=174.44 t/s
0515 19:12:10 ds4-server: chat ctx=23552..25600:2048 TOOLS prefill chunk 1152/2048 (48.0%) chunk=165.12 t/s avg=172.44 t/s
0515 19:12:18 ds4-server: chat ctx=23808..25856:2048 TOOLS prefill chunk 1248/2048 (52.0%) chunk=162.12 t/s avg=170.44 t/s
0515 19:12:26 ds4-server: chat ctx=24064..26112:2048 TOOLS prefill chunk 1344/2048 (56.0%) chunk=180.12 t/s avg=168.44 t/s
0515 19:12:34 ds4-server: chat ctx=24320..26368:2048 TOOLS prefill chunk 1440/2048 (60.0%) chunk=177.12 t/s avg=176.44 t/s
0515 19:12:42 ds4-server: chat ctx=24576..26624:2048 TOOLS prefill chunk 1536/2048 (64.0%) chunk=174.12 t/s avg=174.44 t/s
0515 19:12:50 ds4-server: chat ctx=24832..26880:2048 TOOLS prefill chunk 1632/2048 (68.0%) chunk=171.12 t/s avg=172.44 t/s
0515 19:13:10 ds4-server: chat ctx=25088..27136:2048 TOOLS prefill chunk 1728/2048 (72.0%) chunk=168.12 t/s avg=170.44 t/s
0515 19:13:18 ds4-server: chat ctx=25344..27392:2048 TOOLS prefill chunk 1824/2048 (76.0%) chunk=165.12 t/s avg=168.44 t/s
0515 19:13:26 ds4-server: chat ctx=25600..27648:2048 TOOLS prefill chunk 1920/2048 (80.0%) chunk=162.12 t/s avg=176.44 t/s
0515 19:13:34 ds4-server: chat ctx=25856..27904:2048 TOOLS prefill chunk 2016/2048 (84.0%) chunk=180.12 t/s avg=174.44 t/s
0515 19:13:42 ds4-server: chat ctx=26112..28160:2048 TOOLS prefill chunk 2048/2048 (88.0%) chunk=177.12 t/s avg=172.44 t/s
0515 19:13:50 ds4-server: chat ctx=26368..28416:2048 TOOLS prefill chunk 2048/2048 (92.0%) chunk=174.12 t/s avg=170.44 t/s
0515 19:14:10 ds4-server: chat ctx=26624..28672:2048 TOOLS prefill chunk 2048/2048 (96.0%) chunk=171.12 t/s avg=168.44 t/s
0515 19:14:18 ds4-server: chat ctx=26880..28928:2048 TOOLS prefill chunk 2048/2048 (100.0%) chunk=168.12 t/s avg=176.44 t/s
0515 19:14:26 ds4-server: chat ctx=27136..29184:2048 TOOLS prefill chunk 2048/2048 (100.0%) chunk=165.12 t/s avg=174.44 t/s
0515 19:14:34 ds4-server: chat ctx=27392..29440:2048 TOOLS prefill chunk 2048/2048 (100.0%) chunk=162.12 t/s avg=172.44 t/s
0515 19:49:03 ds4-server: kv cache stored tokens=32768 trimmed=0 reason=continued key=token-text size=475.01 MiB save=83.4 ms
0515 19:49:04 ds4-server: kv cache evicted reason=disk-cache-full tokens=10240 hits=31 size=157.34 MiB file=/tmp/kvcache/old-hot.kv
0515 19:49:04 ds4-server: kv cache hit text tokens=32768 text=129332 quant=2 key=token-text load=41.7 ms file=/tmp/kvcache/new-frontier.kv<｜Assistant｜></think>


[System] You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.

[User]
Analyze this long cache trace. Explain whether eviction favored a useful frontier or a stale once-hot file, and state which signal in the log supports your conclusion.

0515 19:10:10 ds4-server: chat ctx=20480..22528:2048 TOOLS prefill chunk 0/2048 (0.0%) chunk=180.12 t/s avg=176.44 t/s
0515 19:10:18 ds4-server: chat ctx=20736..22784:2048 TOOLS prefill chunk 96/2048 (4.0%) chunk=177.12 t/s avg=174.44 t/s
0515 19:10:26 ds4-server: chat ctx=20992..23040:2048 TOOLS prefill chunk 192/2048 (8.0%) chunk=174.12 t/s avg=172.44 t/s
0515 19:10:34 ds4-server: chat ctx=21248..23296:2048 TOOLS prefill chunk 288/2048 (12.0%) chunk=171.12 t/s avg=170.44 t/s
0515 19:10:42 ds4-server: chat ctx=21504..23552:2048 TOOLS prefill chunk 384/2048 (16.0%) chunk=168.12 t/s avg=168.44 t/s
0515 19:10:50 ds4-server: chat ctx=21760..23808:2048 TOOLS prefill chunk 480/2048 (20.0%) chunk=165.12 t/s avg=176.44 t/s
0515 19:11:10 ds4-server: chat ctx=22016..24064:2048 TOOLS prefill chunk 576/2048 (24.0%) chunk=162.12 t/s avg=174.44 t/s
0515 19:11:18 ds4-server: chat ctx=22272..24320:2048 TOOLS prefill chunk 672/2048 (28.0%) chunk=180.12 t/s avg=172.44 t/s
0515 19:11:26 ds4-server: chat ctx=22528..24576:2048 TOOLS prefill chunk 768/2048 (32.0%) chunk=177.12 t/s avg=170.44 t/s
0515 19:11:34 ds4-server: chat ctx=22784..24832:2048 TOOLS prefill chunk 864/2048 (36.0%) chunk=174.12 t/s avg=168.44 t/s
0515 19:11:42 ds4-server: chat ctx=23040..25088:2048 TOOLS prefill chunk 960/2048 (40.0%) chunk=171.12 t/s avg=176.44 t/s
0515 19:11:50 ds4-server: chat ctx=23296..25344:2048 TOOLS prefill chunk 1056/2048 (44.0%) chunk=168.12 t/s avg=174.44 t/s
0515 19:12:10 ds4-server: chat ctx=23552..25600:2048 TOOLS prefill chunk 1152/2048 (48.0%) chunk=165.12 t/s avg=172.44 t/s
0515 19:12:18 ds4-server: chat ctx=23808..25856:2048 TOOLS prefill chunk 1248/2048 (52.0%) chunk=162.12 t/s avg=170.44 t/s
0515 19:12:26 ds4-server: chat ctx=24064..26112:2048 TOOLS prefill chunk 1344/2048 (56.0%) chunk=180.12 t/s avg=168.44 t/s
0515 19:12:34 ds4-server: chat ctx=24320..26368:2048 TOOLS prefill chunk 1440/2048 (60.0%) chunk=177.12 t/s avg=176.44 t/s
0515 19:12:42 ds4-server: chat ctx=24576..26624:2048 TOOLS prefill chunk 1536/2048 (64.0%) chunk=174.12 t/s avg=174.44 t/s
0515 19:12:50 ds4-server: chat ctx=24832..26880:2048 TOOLS prefill chunk 1632/2048 (68.0%) chunk=171.12 t/s avg=172.44 t/s
0515 19:13:10 ds4-server: chat ctx=25088..27136:2048 TOOLS prefill chunk 1728/2048 (72.0%) chunk=168.12 t/s avg=170.44 t/s
0515 19:13:18 ds4-server: chat ctx=25344..27392:2048 TOOLS prefill chunk 1824/2048 (76.0%) chunk=165.12 t/s avg=168.44 t/s
0515 19:13:26 ds4-server: chat ctx=25600..27648:2048 TOOLS prefill chunk 1920/2048 (80.0%) chunk=162.12 t/s avg=176.44 t/s
0515 19:13:34 ds4-server: chat ctx=25856..27904:2048 TOOLS prefill chunk 2016/2048 (84.0%) chunk=180.12 t/s avg=174.44 t/s
0515 19:13:42 ds4-server: chat ctx=26112..28160:2048 TOOLS prefill chunk 2048/2048 (88.0%) chunk=177.12 t/s avg=172.44 t/s
0515 19:13:50 ds4-server: chat ctx=26368..28416:2048 TOOLS prefill chunk 2048/2048 (92.0%) chunk=174.12 t/s avg=170.44 t/s
0515 19:14:10 ds4-server: chat ctx=26624..28672:2048 TOOLS prefill chunk 2048/2048 (96.0%) chunk=171.12 t/s avg=168.44 t/s
0515 19:14:18 ds4-server: chat ctx=26880..28928:2048 TOOLS prefill chunk 2048/2048 (100.0%) chunk=168.12 t/s avg=176.44 t/s
0515 19:14:26 ds4-server: chat ctx=27136..29184:2048 TOOLS prefill chunk 2048/2048 (100.0%) chunk=165.12 t/s avg=174.44 t/s
0515 19:14:34 ds4-server: chat ctx=27392..29440:2048 TOOLS prefill chunk 2048/2048 (100.0%) chunk=162.12 t/s avg=172.44 t/s
0515 19:49:03 ds4-server: kv cache stored tokens=32768 trimmed=0 reason=continued key=token-text size=475.01 MiB save=83.4 ms
0515 19:49:04 ds4-server: kv cache evicted reason=disk-cache-full tokens=10240 hits=31 size=157.34 MiB file=/tmp/kvcache/old-hot.kv
0515 19:49:04 ds4-server: kv cache hit text tokens=32768 text=129332 quant=2 key=token-text load=41.7 ms file=/tmp/kvcache/new-frontier.kv

<｜begin▁of▁sentence｜>You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.<｜User｜>Analyze this long cache trace. Explain whether eviction favored a useful frontier or a stale once-hot file, and state which signal in the log supports your conclusion.

0515 19:10:10 ds4-server: chat ctx=20480..22528:2048 TOOLS prefill chunk 0/2048 (0.0%) chunk=180.12 t/s avg=176.44 t/s
0515 19:10:18 ds4-server: chat ctx=20736..22784:2048 TOOLS prefill chunk 96/2048 (4.0%) chunk=177.12 t/s avg=174.44 t/s
0515 19:10:26 ds4-server: chat ctx=20992..23040:2048 TOOLS prefill chunk 192/2048 (8.0%) chunk=174.12 t/s avg=172.44 t/s
0515 19:10:34 ds4-server: chat ctx=21248..23296:2048 TOOLS prefill chunk 288/2048 (12.0%) chunk=171.12 t/s avg=170.44 t/s
0515 19:10:42 ds4-server: chat ctx=21504..23552:2048 TOOLS prefill chunk 384/2048 (16.0%) chunk=168.12 t/s avg=168.44 t/s
0515 19:10:50 ds4-server: chat ctx=21760..23808:2048 TOOLS prefill chunk 480/2048 (20.0%) chunk=165.12 t/s avg=176.44 t/s
0515 19:11:10 ds4-server: chat ctx=22016..24064:2048 TOOLS prefill chunk 576/2048 (24.0%) chunk=162.12 t/s avg=174.44 t/s
0515 19:11:18 ds4-server: chat ctx=22272..24320:2048 TOOLS prefill chunk 672/2048 (28.0%) chunk=180.12 t/s avg=172.44 t/s
0515 19:11:26 ds4-server: chat ctx=22528..24576:2048 TOOLS prefill chunk 768/2048 (32.0%) chunk=177.12 t/s avg=170.44 t/s
0515 19:11:34 ds4-server: chat ctx=22784..24832:2048 TOOLS prefill chunk 864/2048 (36.0%) chunk=174.12 t/s avg=168.44 t/s
0515 19:11:42 ds4-server: chat ctx=23040..25088:2048 TOOLS prefill chunk 960/2048 (40.0%) chunk=171.12 t/s avg=176.44 t/s
0515 19:11:50 ds4-server: chat ctx=23296..25344:2048 TOOLS prefill chunk 1056/2048 (44.0%) chunk=168.12 t/s avg=174.44 t/s
0515 19:12:10 ds4-server: chat ctx=23552..25600:2048 TOOLS prefill chunk 1152/2048 (48.0%) chunk=165.12 t/s avg=172.44 t/s
0515 19:12:18 ds4-server: chat ctx=23808..25856:2048 TOOLS prefill chunk 1248/2048 (52.0%) chunk=162.12 t/s avg=170.44 t/s
0515 19:12:26 ds4-server: chat ctx=24064..26112:2048 TOOLS prefill chunk 1344/2048 (56.0%) chunk=180.12 t/s avg=168.44 t/s
0515 19:12:34 ds4-server: chat ctx=24320..26368:2048 TOOLS prefill chunk 1440/2048 (60.0%) chunk=177.12 t/s avg=176.44 t/s
0515 19:12:42 ds4-server: chat ctx=24576..26624:2048 TOOLS prefill chunk 1536/2048 (64.0%) chunk=174.12 t/s avg=174.44 t/s
0515 19:12:50 ds4-server: chat ctx=24832..26880:2048 TOOLS prefill chunk 1632/2048 (68.0%) chunk=171.12 t/s avg=172.44 t/s
0515 19:13:10 ds4-server: chat ctx=25088..27136:2048 TOOLS prefill chunk 1728/2048 (72.0%) chunk=168.12 t/s avg=170.44 t/s
0515 19:13:18 ds4-server: chat ctx=25344..27392:2048 TOOLS prefill chunk 1824/2048 (76.0%) chunk=165.12 t/s avg=168.44 t/s
0515 19:13:26 ds4-server: chat ctx=25600..27648:2048 TOOLS prefill chunk 1920/2048 (80.0%) chunk=162.12 t/s avg=176.44 t/s
0515 19:13:34 ds4-server: chat ctx=25856..27904:2048 TOOLS prefill chunk 2016/2048 (84.0%) chunk=180.12 t/s avg=174.44 t/s
0515 19:13:42 ds4-server: chat ctx=26112..28160:2048 TOOLS prefill chunk 2048/2048 (88.0%) chunk=177.12 t/s avg=172.44 t/s
0515 19:13:50 ds4-server: chat ctx=26368..28416:2048 TOOLS prefill chunk 2048/2048 (92.0%) chunk=174.12 t/s avg=170.44 t/s
0515 19:14:10 ds4-server: chat ctx=26624..28672:2048 TOOLS prefill chunk 2048/2048 (96.0%) chunk=171.12 t/s avg=168.44 t/s
0515 19:14:18 ds4-server: chat ctx=26880..28928:2048 TOOLS prefill chunk 2048/2048 (100.0%) chunk=168.12 t/s avg=176.44 t/s
0515 19:14:26 ds4-server: chat ctx=27136..29184:2048 TOOLS prefill chunk 2048/2048 (100.0%) chunk=165.12 t/s avg=174.44 t/s
0515 19:14:34 ds4-server: chat ctx=27392..29440:2048 TOOLS prefill chunk 2048/2048 (100.0%) chunk=162.12 t/s avg=172.44 t/s
0515 19:49:03 ds4-server: kv cache stored tokens=32768 trimmed=0 reason=continued key=token-text size=475.01 MiB save=83.4 ms
0515 19:49:04 ds4-server: kv cache evicted reason=disk-cache-full tokens=10240 hits=31 size=157.34 MiB file=/tmp/kvcache/old-hot.kv
0515 19:49:04 ds4-server: kv cache hit text tokens=32768 text=129332 quant=2 key=token-text load=41.7 ms file=/tmp/kvcache/new-frontier.kv<｜Assistant｜><think>


[System] You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.

[User]
Given this long benchmark CSV excerpt, describe the trend without overfitting to single-row noise. Name one plausible reason prefill and generation slopes differ.

ctx_tokens=2048,prefill_tps=232.40,gen_tps=19.00,kvcache_bytes=52184460
ctx_tokens=4096,prefill_tps=230.30,gen_tps=18.92,kvcache_bytes=80373132
ctx_tokens=6144,prefill_tps=228.20,gen_tps=18.84,kvcache_bytes=108561804
ctx_tokens=8192,prefill_tps=226.10,gen_tps=18.76,kvcache_bytes=136750476
ctx_tokens=10240,prefill_tps=224.00,gen_tps=18.68,kvcache_bytes=164939148
ctx_tokens=12288,prefill_tps=221.90,gen_tps=18.60,kvcache_bytes=193127820
ctx_tokens=14336,prefill_tps=219.80,gen_tps=18.52,kvcache_bytes=221316492
ctx_tokens=16384,prefill_tps=217.70,gen_tps=18.44,kvcache_bytes=249505164
ctx_tokens=18432,prefill_tps=215.60,gen_tps=18.36,kvcache_bytes=277693836
ctx_tokens=20480,prefill_tps=213.50,gen_tps=18.28,kvcache_bytes=305882508
ctx_tokens=22528,prefill_tps=211.40,gen_tps=18.20,kvcache_bytes=334071180
ctx_tokens=24576,prefill_tps=209.30,gen_tps=18.12,kvcache_bytes=362259852
ctx_tokens=26624,prefill_tps=207.20,gen_tps=18.04,kvcache_bytes=390448524
ctx_tokens=28672,prefill_tps=205.10,gen_tps=17.96,kvcache_bytes=418637196
ctx_tokens=30720,prefill_tps=203.00,gen_tps=17.88,kvcache_bytes=446825868
ctx_tokens=32768,prefill_tps=200.90,gen_tps=17.80,kvcache_bytes=475014540
ctx_tokens=34816,prefill_tps=198.80,gen_tps=17.72,kvcache_bytes=503203212
ctx_tokens=36864,prefill_tps=196.70,gen_tps=17.64,kvcache_bytes=531391884
ctx_tokens=38912,prefill_tps=194.60,gen_tps=17.56,kvcache_bytes=559580556
ctx_tokens=40960,prefill_tps=192.50,gen_tps=17.48,kvcache_bytes=587769228
ctx_tokens=43008,prefill_tps=190.40,gen_tps=17.40,kvcache_bytes=615957900
ctx_tokens=45056,prefill_tps=188.30,gen_tps=17.32,kvcache_bytes=644146572
ctx_tokens=47104,prefill_tps=186.20,gen_tps=17.24,kvcache_bytes=672335244
ctx_tokens=49152,prefill_tps=184.10,gen_tps=17.16,kvcache_bytes=700523916
ctx_tokens=51200,prefill_tps=182.00,gen_tps=17.08,kvcache_bytes=728712588
ctx_tokens=53248,prefill_tps=179.90,gen_tps=17.00,kvcache_bytes=756901260
ctx_tokens=55296,prefill_tps=177.80,gen_tps=16.92,kvcache_bytes=785089932
ctx_tokens=57344,prefill_tps=175.70,gen_tps=16.84,kvcache_bytes=813278604
ctx_tokens=59392,prefill_tps=173.60,gen_tps=16.76,kvcache_bytes=841467276
ctx_tokens=61440,prefill_tps=171.50,gen_tps=16.68,kvcache_bytes=869655948
ctx_tokens=63488,prefill_tps=169.40,gen_tps=16.60,kvcache_bytes=897844620
ctx_tokens=65536,prefill_tps=167.30,gen_tps=16.52,kvcache_bytes=926033292
note: one outlier at ctx=69632 has prefill_tps=124.32 and gen_tps=14.47

<｜begin▁of▁sentence｜>You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.<｜User｜>Given this long benchmark CSV excerpt, describe the trend without overfitting to single-row noise. Name one plausible reason prefill and generation slopes differ.

ctx_tokens=2048,prefill_tps=232.40,gen_tps=19.00,kvcache_bytes=52184460
ctx_tokens=4096,prefill_tps=230.30,gen_tps=18.92,kvcache_bytes=80373132
ctx_tokens=6144,prefill_tps=228.20,gen_tps=18.84,kvcache_bytes=108561804
ctx_tokens=8192,prefill_tps=226.10,gen_tps=18.76,kvcache_bytes=136750476
ctx_tokens=10240,prefill_tps=224.00,gen_tps=18.68,kvcache_bytes=164939148
ctx_tokens=12288,prefill_tps=221.90,gen_tps=18.60,kvcache_bytes=193127820
ctx_tokens=14336,prefill_tps=219.80,gen_tps=18.52,kvcache_bytes=221316492
ctx_tokens=16384,prefill_tps=217.70,gen_tps=18.44,kvcache_bytes=249505164
ctx_tokens=18432,prefill_tps=215.60,gen_tps=18.36,kvcache_bytes=277693836
ctx_tokens=20480,prefill_tps=213.50,gen_tps=18.28,kvcache_bytes=305882508
ctx_tokens=22528,prefill_tps=211.40,gen_tps=18.20,kvcache_bytes=334071180
ctx_tokens=24576,prefill_tps=209.30,gen_tps=18.12,kvcache_bytes=362259852
ctx_tokens=26624,prefill_tps=207.20,gen_tps=18.04,kvcache_bytes=390448524
ctx_tokens=28672,prefill_tps=205.10,gen_tps=17.96,kvcache_bytes=418637196
ctx_tokens=30720,prefill_tps=203.00,gen_tps=17.88,kvcache_bytes=446825868
ctx_tokens=32768,prefill_tps=200.90,gen_tps=17.80,kvcache_bytes=475014540
ctx_tokens=34816,prefill_tps=198.80,gen_tps=17.72,kvcache_bytes=503203212
ctx_tokens=36864,prefill_tps=196.70,gen_tps=17.64,kvcache_bytes=531391884
ctx_tokens=38912,prefill_tps=194.60,gen_tps=17.56,kvcache_bytes=559580556
ctx_tokens=40960,prefill_tps=192.50,gen_tps=17.48,kvcache_bytes=587769228
ctx_tokens=43008,prefill_tps=190.40,gen_tps=17.40,kvcache_bytes=615957900
ctx_tokens=45056,prefill_tps=188.30,gen_tps=17.32,kvcache_bytes=644146572
ctx_tokens=47104,prefill_tps=186.20,gen_tps=17.24,kvcache_bytes=672335244
ctx_tokens=49152,prefill_tps=184.10,gen_tps=17.16,kvcache_bytes=700523916
ctx_tokens=51200,prefill_tps=182.00,gen_tps=17.08,kvcache_bytes=728712588
ctx_tokens=53248,prefill_tps=179.90,gen_tps=17.00,kvcache_bytes=756901260
ctx_tokens=55296,prefill_tps=177.80,gen_tps=16.92,kvcache_bytes=785089932
ctx_tokens=57344,prefill_tps=175.70,gen_tps=16.84,kvcache_bytes=813278604
ctx_tokens=59392,prefill_tps=173.60,gen_tps=16.76,kvcache_bytes=841467276
ctx_tokens=61440,prefill_tps=171.50,gen_tps=16.68,kvcache_bytes=869655948
ctx_tokens=63488,prefill_tps=169.40,gen_tps=16.60,kvcache_bytes=897844620
ctx_tokens=65536,prefill_tps=167.30,gen_tps=16.52,kvcache_bytes=926033292
note: one outlier at ctx=69632 has prefill_tps=124.32 and gen_tps=14.47<｜Assistant｜></think>


[System] You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.

[User]
Given this long benchmark CSV excerpt, describe the trend without overfitting to single-row noise. Name one plausible reason prefill and generation slopes differ.

ctx_tokens=2048,prefill_tps=232.40,gen_tps=19.00,kvcache_bytes=52184460
ctx_tokens=4096,prefill_tps=230.30,gen_tps=18.92,kvcache_bytes=80373132
ctx_tokens=6144,prefill_tps=228.20,gen_tps=18.84,kvcache_bytes=108561804
ctx_tokens=8192,prefill_tps=226.10,gen_tps=18.76,kvcache_bytes=136750476
ctx_tokens=10240,prefill_tps=224.00,gen_tps=18.68,kvcache_bytes=164939148
ctx_tokens=12288,prefill_tps=221.90,gen_tps=18.60,kvcache_bytes=193127820
ctx_tokens=14336,prefill_tps=219.80,gen_tps=18.52,kvcache_bytes=221316492
ctx_tokens=16384,prefill_tps=217.70,gen_tps=18.44,kvcache_bytes=249505164
ctx_tokens=18432,prefill_tps=215.60,gen_tps=18.36,kvcache_bytes=277693836
ctx_tokens=20480,prefill_tps=213.50,gen_tps=18.28,kvcache_bytes=305882508
ctx_tokens=22528,prefill_tps=211.40,gen_tps=18.20,kvcache_bytes=334071180
ctx_tokens=24576,prefill_tps=209.30,gen_tps=18.12,kvcache_bytes=362259852
ctx_tokens=26624,prefill_tps=207.20,gen_tps=18.04,kvcache_bytes=390448524
ctx_tokens=28672,prefill_tps=205.10,gen_tps=17.96,kvcache_bytes=418637196
ctx_tokens=30720,prefill_tps=203.00,gen_tps=17.88,kvcache_bytes=446825868
ctx_tokens=32768,prefill_tps=200.90,gen_tps=17.80,kvcache_bytes=475014540
ctx_tokens=34816,prefill_tps=198.80,gen_tps=17.72,kvcache_bytes=503203212
ctx_tokens=36864,prefill_tps=196.70,gen_tps=17.64,kvcache_bytes=531391884
ctx_tokens=38912,prefill_tps=194.60,gen_tps=17.56,kvcache_bytes=559580556
ctx_tokens=40960,prefill_tps=192.50,gen_tps=17.48,kvcache_bytes=587769228
ctx_tokens=43008,prefill_tps=190.40,gen_tps=17.40,kvcache_bytes=615957900
ctx_tokens=45056,prefill_tps=188.30,gen_tps=17.32,kvcache_bytes=644146572
ctx_tokens=47104,prefill_tps=186.20,gen_tps=17.24,kvcache_bytes=672335244
ctx_tokens=49152,prefill_tps=184.10,gen_tps=17.16,kvcache_bytes=700523916
ctx_tokens=51200,prefill_tps=182.00,gen_tps=17.08,kvcache_bytes=728712588
ctx_tokens=53248,prefill_tps=179.90,gen_tps=17.00,kvcache_bytes=756901260
ctx_tokens=55296,prefill_tps=177.80,gen_tps=16.92,kvcache_bytes=785089932
ctx_tokens=57344,prefill_tps=175.70,gen_tps=16.84,kvcache_bytes=813278604
ctx_tokens=59392,prefill_tps=173.60,gen_tps=16.76,kvcache_bytes=841467276
ctx_tokens=61440,prefill_tps=171.50,gen_tps=16.68,kvcache_bytes=869655948
ctx_tokens=63488,prefill_tps=169.40,gen_tps=16.60,kvcache_bytes=897844620
ctx_tokens=65536,prefill_tps=167.30,gen_tps=16.52,kvcache_bytes=926033292
note: one outlier at ctx=69632 has prefill_tps=124.32 and gen_tps=14.47

<｜begin▁of▁sentence｜>You are DeepSeek V4 Flash running locally. Answer accurately, preserve technical details, and use tools only when the prompt asks for tool use.<｜User｜>Given this long benchmark CSV excerpt, describe the trend without overfitting to single-row noise. Name one plausible reason prefill and generation slopes differ.

ctx_tokens=2048,prefill_tps=232.40,gen_tps=19.00,kvcache_bytes=52184460
ctx_tokens=4096,prefill_tps=230.30,gen_tps=18.92,kvcache_bytes=80373132
ctx_tokens=6144,prefill_tps=228.20,gen_tps=18.84,kvcache_bytes=108561804
ctx_tokens=8192,prefill_tps=226.10,gen_tps=18.76,kvcache_bytes=136750476
ctx_tokens=10240,prefill_tps=224.00,gen_tps=18.68,kvcache_bytes=164939148
ctx_tokens=12288,prefill_tps=221.90,gen_tps=18.60,kvcache_bytes=193127820
ctx_tokens=14336,prefill_tps=219.80,gen_tps=18.52,kvcache_bytes=221316492
ctx_tokens=16384,prefill_tps=217.70,gen_tps=18.44,kvcache_bytes=249505164
ctx_tokens=18432,prefill_tps=215.60,gen_tps=18.36,kvcache_bytes=277693836
ctx_tokens=20480,prefill_tps=213.50,gen_tps=18.28,kvcache_bytes=305882508
ctx_tokens=22528,prefill_tps=211.40,gen_tps=18.20,kvcache_bytes=334071180
ctx_tokens=24576,prefill_tps=209.30,gen_tps=18.12,kvcache_bytes=362259852
ctx_tokens=26624,prefill_tps=207.20,gen_tps=18.04,kvcache_bytes=390448524
ctx_tokens=28672,prefill_tps=205.10,gen_tps=17.96,kvcache_bytes=418637196
ctx_tokens=30720,prefill_tps=203.00,gen_tps=17.88,kvcache_bytes=446825868
ctx_tokens=32768,prefill_tps=200.90,gen_tps=17.80,kvcache_bytes=475014540
ctx_tokens=34816,prefill_tps=198.80,gen_tps=17.72,kvcache_bytes=503203212
ctx_tokens=36864,prefill_tps=196.70,gen_tps=17.64,kvcache_bytes=531391884
ctx_tokens=38912,prefill_tps=194.60,gen_tps=17.56,kvcache_bytes=559580556
ctx_tokens=40960,prefill_tps=192.50,gen_tps=17.48,kvcache_bytes=587769228
ctx_tokens=43008,prefill_tps=190.40,gen_tps=17.40,kvcache_bytes=615957900
ctx_tokens=45056,prefill_tps=188.30,gen_tps=17.32,kvcache_bytes=644146572
ctx_tokens=47104,prefill_tps=186.20,gen_tps=17.24,kvcache_bytes=672335244
ctx_tokens=49152,prefill_tps=184.10,gen_tps=17.16,kvcache_bytes=700523916
ctx_tokens=51200,prefill_tps=182.00,gen_tps=17.08,kvcache_bytes=728712588
ctx_tokens=53248,prefill_tps=179.90,gen_tps=17.00,kvcache_bytes=756901260
ctx_tokens=55296,prefill_tps=177.80,gen_tps=16.92,kvcache_bytes=785089932
ctx_tokens=57344,prefill_tps=175.70,gen_tps=16.84,kvcache_bytes=813278604
ctx_tokens=59392,prefill_tps=173.60,gen_tps=16.76,kvcache_bytes=841467276
ctx_tokens=61440,prefill_tps=171.50,gen_tps=16.68,kvcache_bytes=869655948
ctx_tokens=63488,prefill_tps=169.40,gen_tps=16.60,kvcache_bytes=897844620
ctx_tokens=65536,prefill_tps=167.30,gen_tps=16.52,kvcache_bytes=926033292
note: one outlier at ctx=69632 has prefill_tps=124.32 and gen_tps=14.47<｜Assistant｜><think>