Datasets:

Zek-Takai
/

glm53-flash-harvest

id stringlengths 9 17	register stringclasses 10 values	lang stringclasses 2 values	thinking bool 2 classes	turns int32 1 5	temp float32 0.6 1.05	prompt stringlengths 5 3.59k	response stringlengths 49 31k	tokens int32 24 6.14k	messages_json stringclasses 45 values
music12072	music	en	false	1	0.8	Write a minimalist song for Suno about a fox spirit in a snowy forest who wins an argument with the wind, with structure tags like [Verse] and [Chorus].	# Fox and Wind [Intro] [soft ambient pads, wind sounds] [Verse 1] Nine tails trailing through the pines, Snow falls soft where moonlight shines, Wind comes howling, cold and keen, "What's a fox like you still doing in between?" [Chorus] I am older than your gale, I have crossed the frozen trail, Every winter I have ...	451	null
chat37124	chat	en	false	1	0.6	What are the trade-offs of birdwatching in the city? Give a balanced answer. (Answer freshly - angle #21.)	Here's a balanced look at the trade-offs of urban birdwatching: The Upside Accessibility. Your "patch" is right outside the door. No long drives, no expensive optics required to start, no need to carve out a weekend. Fifteen minutes before work can yield a decent list. Novelty and adaptation. Cities host...	453	null
music11210	music	en	false	1	0.6	Write a song about a mountain hermit who teaches an impossible student - verses, chorus, a bridge. Make it playful.	# The Hermit of Halfway Peak (Verse 1) Old Man Fennick lives up past the tree line, Where the wind learns manners and the rocks keep time. He swore off people back in '62, Said, "The only good student is a mountain view." (Verse 2) Then one Tuesday, came a knock-knock-knock, At a door that shouldn't knock, on...	460	null
chat37097	chat	en	false	1	1.05	Give practical advice for someone starting out with pressing and framing flowers. (Answer freshly - angle #20.)	# Pressing & Framing Flowers: A Fresh Starter Guide ## Why This Hobby Clicks Pressed flowers last years when done right. The craft turns a $5 grocery store bouquet into framed art you'll keep for a decade — and once you learn the basics, you can preserve flowers from meaningful occasions (weddings, graduations, a...	461	null
chat37124	chat	en	false	1	1.05	What are the trade-offs of birdwatching in the city? Give a balanced answer. (Answer freshly - angle #21.)	Here's the balanced take on urban birdwatching trade-offs: ## The Upside Accessibility - No road trips, gear-heavy expeditions, or dawn patrols required. You can bird during a lunch break or while waiting for a bus. Abundant edge species - Cities concentrate adaptable birds. Peregrine falcons now nest on sky...	464	null
chat34717	chat	en	false	1	0.6	Explain backpacking solo to a curious teenager. (Answer freshly - angle #5.)	Here's the thing about going backpacking alone: it's the most honest conversation you'll ever have with yourself. What it actually is You carry everything you need to survive on your back—shelter, sleeping bag, food, water filter, stove—and walk into the woods for days. No car, no shortcut, no exit unless you wal...	473	null
chat39213	chat	en	false	1	0.95	Give practical advice for someone starting out with photographing the night sky. (Answer freshly - angle #34.)	# Getting Started with Night Sky Photography Night sky photography rewards patience and preparation. Here's practical advice to get you shooting confidently: ## Essential Gear (Keep It Simple) - Camera with manual controls — even entry-level DSLRs and mirrorless cameras work well - Wide, fast lens — somethin...	522	null
music13722	music	en	false	1	0.6	Write lyrics for a ornate folk ballad about a night-shift radio host who wins an argument with the wind.	# The Wind and the Wireless Tower (A ballad in seven verses) I. The moon hung low on the water tower, The town was sunk in sleep below, When Marlow turned the dial to midnight, And let the amber signal flow. Through copper veins and frozen wires Her voice went riding, soft and slow. II. The wind came down ...	544	null
chat37097	chat	en	false	1	0.95	Give practical advice for someone starting out with pressing and framing flowers. (Answer freshly - angle #20.)	Got it — here's a fresh take, angling it as the honest gaps nobody mentions — the things between "put flower in book" and "hang it on wall" that beginners actually get stuck on. Start with the right flowers, not the pretty ones. Beginners reach for roses and succulents — the water-heavy blooms that turn brown ...	551	null
chat39213	chat	en	false	1	0.8	Give practical advice for someone starting out with photographing the night sky. (Answer freshly - angle #34.)	Starting out in night sky photography is mostly about managing expectations and building skills in the right order. Here's a practical path: Start with what you can see, not what you can't. The Moon is the brightest object in the night sky and infinitely patient. Practice on it first — it's bright enough that you ...	613	null
structured29620	structured	en	false	1	0.8	Create a markdown comparison table of three approaches to a feature-flag rollout system, then a short recommendation. (variant 25: choose different examples than you usually would)	# Feature-Flag Rollout: Three Approaches Compared \| Dimension \| A: Static Config File \| B: Database-Backed Service \| C: Edge-Side Evaluation \| \|---\|---\|---\|prompt\| \| How it works \| Flags live in a YAML/JSON file shipped with each deploy \| Dedicated flag service with DB storage; apps poll or receive pus...	619	null
chat39208	chat	en	false	1	0.8	Give practical advice for someone starting out with reducing food waste. (Answer freshly - angle #34.)	# Reducing Food Waste: Practical Starting Points ## Start with Awareness, Not Guilt Track what you throw away for one week. Keep a note on your fridge or a note on your phone. When you toss something, jot it down. Most people are shocked to discover their top three wasted items — often things like wilted greens, ...	630	null
structured29620	structured	en	false	1	0.95	Create a markdown comparison table of three approaches to a feature-flag rollout system, then a short recommendation. (variant 25: choose different examples than you usually would)	# Feature-Flag Rollout Systems: Three Approaches \| \| Client-Side SDK with Local Rules \| Server-Side Evaluation Service \| GitOps-Driven Static Config \| \|---\|---\|---\|---\| \| How it works \| SDKs in the client apps pull flag definitions once and evaluate rules locally on every request. \| Flags evaluated via...	654	null
chat38081	chat	en	false	1	0.95	What are the trade-offs of restoring a vintage bicycle? Give a balanced answer. (Answer freshly - angle #27.)	You restore a vintage bike and you're immediately caught between two instincts: bring it back to original, or make it ride better than it ever did. That tension is basically the whole story. The case for restoring: You're rescuing something that would otherwise rot in a garage or get scrapped. Original components ...	688	null
chat34717	chat	en	false	1	0.8	Explain backpacking solo to a curious teenager. (Answer freshly - angle #5.)	Here's the thing about solo backpacking that nobody tells you upfront: it's mostly about boredom. Not the bad kind. The kind where your brain, freed from its usual input stream—phones, notifications, other people's faces—starts generating its own entertainment. Day three on the trail, you'll catch yourself deeply inve...	698	null
chat37287	chat	en	false	1	1.05	What are the trade-offs of restoring old furniture? Give a balanced answer. (Answer freshly - angle #22.)	Restoring old furniture involves weighing real costs against real gains, and honestly, the balance point differs from piece to piece. The Case for Restoration Preserving character and history. A century-old dresser carries details — hand-cut dovetails, aged patina, solid hardwood — that new furniture rarely m...	704	null
prose03858	prose	en	false	1	0.95	Write a monologue in the voice of a long-haul trucker who writes poems who receives letters from the future. hard-boiled, flowing, unstructured.	# Rolling Stock They say the road runs straight, but that's a lie painted on asphalt. The road is a serpent. It coils. It remembers. I've been driving eighteen years and I can tell you: the mile markers lie like alibis at a parole hearing. The letters come on Tuesdays. Always Tuesdays. I never know which Tuesday—that...	774	null
code22105	code	en	false	1	0.6	Debug scenario: write a TypeScript version of a priority queue from scratch, then a short comment on its trickiest edge case. (Alternative implementation #6: choose a different approach or style than the obvious one.)	# TypeScript Priority Queue — Alternative Implementation #6: Pairing Heap Most people reach for a binary heap in an array. Here's a different approach: a pairing heap — a multi-way tree with a famously simple `merge` operation. It's the "obvious alternative" to the obvious implementation. ```typescript /** *...	793	null
prose09094	prose	en	false	1	0.95	Write a monologue in the voice of a weather-station volunteer who trades a year of silence for a secret. conspiratorial, flowing, unstructured.	I traded a year of my voice for the secret. I know how that sounds. I know exactly how that sounds. You hear it already, don't you — the hesitation, the way I have to reach for words like they're at the bottom of a deep drawer, words I used to have two hundred of before breakfast, easily, before coffee, before the kett...	800	null
prose01597	prose	en	false	1	0.8	Write a monologue in the voice of a retired thief who discovers the town is slowly moving. melancholy, flowing, unstructured.	The first thing I noticed was the church. Or rather, the church noticing something. Steeple leaning a degree or two off true, and I thought, well, gravity's honest even when I never was, settles everything eventually. I spent forty years making my living off other people's certainty—their locks, their faith in locks, t...	800	null
prose09094	prose	en	false	1	1.05	Write a monologue in the voice of a weather-station volunteer who trades a year of silence for a secret. conspiratorial, flowing, unstructured.	I told them I could do it. Signed the paper myself. A whole year of not speaking—not a word, not a hum, not a hmph, not even the little sounds you make without thinking, the ah of sitting down, the oh of burning your thumb on the kettle. Signed it right there in the CO's office while the barometer was falling lik...	800	null
code23982	code	en	false	1	0.8	Debug scenario: write a SQL version of a virtual DOM differ, then a short comment on its trickiest edge case. (Alternative implementation #7: choose a different approach or style than the obvious one.)	# SQL Virtual DOM Differ The obvious approach would be a `FULL OUTER JOIN` on element path — but that's fragile when structure shifts. Instead, I'll use a hash-tree approach: store each node's subtree hash so we can skip entire unchanged subtrees in O(changed) rather than O(n) diff time, which is the whole point o...	800	null
chat39208	chat	en	false	1	0.95	Give practical advice for someone starting out with reducing food waste. (Answer freshly - angle #34.)	Starting with the why makes everything else easier. Food waste isn't just tossed lettuce — it's water, fuel, labor, and money you paid for, sent to landfill to rot and emit methane. In the US alone, roughly 30–40% of the food supply is wasted, and for an average household, wasted food costs about $1,500 a year. Frami...	800	null
chat38081	chat	en	false	1	1.05	What are the trade-offs of restoring a vintage bicycle? Give a balanced answer. (Answer freshly - angle #27.)	I don't actually have a hidden list of "angles" I'm rotating through, so let me be straight with you: I'll just give you a good, balanced answer. Restoring a vintage bicycle can be a rewarding project, but it comes with genuine trade-offs on both sides. Reasons to do it - Emotional and historical value: Olde...	800	null
structured32519	structured	en	false	1	1.05	Write an API specification for a service that handles database connection pooling: endpoints, methods, request/response schemas. (variant 44: choose different examples than you usually would)	# Database Connection Pool Service — API Specification Version: 1.4.0 Base URL: `https://poolhouse.example.com/api/v1` Protocol: HTTPS, JSON over HTTP/1.1 (HTTP/2 negotiated when supported) --- ## Overview The Connection Pool Service (CPS) manages pools of database connections for consumers, handing the...	800	null
prose05168	prose	en	false	1	0.95	Tell a story about a night nurse who discovers the town is slowly moving. Pure prose, no headings, slow and atmospheric in tone.	The strange thing about night shift is that nothing moves. That's the whole point of it. You sit in the light of the nurses' station between eleven and seven, and the corridor hums its fluorescent hum, and the patients breathe their slow breathing, and the clock on the wall — the one with the second hand that ticks but...	800	null
code22105	code	en	false	1	1.05	Debug scenario: write a TypeScript version of a priority queue from scratch, then a short comment on its trickiest edge case. (Alternative implementation #6: choose a different approach or style than the obvious one.)	# TypeScript Priority Queue — Array-Based In-Place Heap I'll implement a binary min-heap backed by a plain array, using iterative sift operations rather than recursive ones — a style choice that avoids stack-depth concerns on pathological inputs and (in my experience) makes the invariants easier to verify line-by-...	800	null
structured32519	structured	en	false	1	0.6	Write an API specification for a service that handles database connection pooling: endpoints, methods, request/response schemas. (variant 44: choose different examples than you usually would)	# Connection Pool Manager API Specification Version: 2.1.0 Base URL: `https://pool-api.internal.yourco.dev/v2` Protocol: HTTPS only, JSON bodies ## Overview The Connection Pool Manager is a sidecar-style service that mediates all database access for applications. Applications never hold connections thems...	800	null
code25253	code	en	false	1	0.6	Implement a base64 encoder/decoder in SQL. Code only, no explanation. (Alternative implementation #8: choose a different approach or style than the obvious one.)	```sql -- Base64 encoder/decoder in SQL (PostgreSQL) -- Alternative approach: bitwise arithmetic with generate_series instead of loops/UDFs -- ============================================================ -- ENCODER: pure set-based, no loops -- ============================================================ CREATE OR REPL...	800	null
code21652	code	en	false	1	0.95	Implement a two-phase commit coordinator sketch in Bash. Code only, no explanation. (Alternative implementation #5: choose a different approach or style than the obvious one.)	# Two-Phase Commit Coordinator (Alternative #5: file-based WAL with trap-based crash simulation) ```bash #!/usr/bin/env bash # # 2PC coordinator — style: filesystem-as-database, state transitions via atomic # rename, recovery by scanning the WAL directory. Deliberately NOT the obvious # "send prepare to all, wait, sen...	800	null
code14256	code	en	false	1	0.6	Debug scenario: write a SQL version of a cron-expression parser, then a short comment on its trickiest edge case.	# SQL Cron-Expression Parser Here's a PostgreSQL implementation that parses cron expressions and expands them into concrete match times. ## Schema ```sql CREATE TABLE cron_fields ( position INT PRIMARY KEY, -- 0=min, 1=hour, 2=dom, 3=month, 4=dow field_name TEXT NOT NULL, min_val INT NOT NUL...	800	null
prose01597	prose	en	false	1	0.95	Write a monologue in the voice of a retired thief who discovers the town is slowly moving. melancholy, flowing, unstructured.	The ground's been lying to us. That's what I told Delia last spring, when the fence posts started leaning wrong—leaned away from the house instead of toward it, like they were leaving. She said I was seeing things. Maybe I was. Maybe I always was, a little. Old men see things. I used to move things for a living. You u...	800	null
code19217	code	en	false	1	0.8	Debug scenario: write a Bash version of a base64 encoder/decoder, then a short comment on its trickiest edge case. (Alternative implementation #4: choose a different approach or style than the obvious one.)	# Base64 Encoder/Decoder in Bash ## Encoder ```bash #!/usr/bin/env bash # b64enc.sh — pure-Bash base64 encoder set -euo pipefail encode_b64() { local input="$1" local -A b64map=( [0]=A [1]=B [2]=C [3]=D [4]=E [5]=F [6]=G [7]=H [8]=I [9]=J [10]=K [11]=L [12]=M [13]=N [14]=O [15]=P [16]...	800	null
prose10013	prose	en	false	1	1.05	Write the opening chapter of a novel about a beekeeper's apprentice who wins an argument with the wind. melancholy voice, pure narrative prose.	The wind began at the hives before it began anywhere else, and Maren noticed it first as a change in the sound the bees made—not louder, but thinner, the way a choir sounds when the best voices slip away one by one. She was eighteen and had kept bees for nine years with Old Tomas, and in that time she had learned to re...	800	null
prose07731	prose	en	false	1	0.8	Write a letter from a street musician to an old friend, revealing that they are someone who wins an argument with the wind. quietly hopeful tone.	The busking spot by the fountain is mine now. You'd laugh at that — me, with a territory. Three years I've held this corner, and the wind comes through the plaza every afternoon at four like it owns the place, and I keep playing. I need to tell you something, and I want you to hear it the way I mean it, not the way it...	800	null
prose05821	prose	en	false	1	0.95	Write a hard-boiled short story: a long-haul trucker who writes poems who befriends their nemesis. Unbroken prose only.	The odometer rolled past two hundred thousand miles the same week I found the first poem taped to my fuel tank. It was on the back of a McDonald's receipt, pencil, small careful handwriting, the kind of handwriting that never had to fight for space on a page. Mine, when I write, looks like the page owes me money. That'...	800	null
code25154	code	en	false	1	0.6	Debug scenario: write a C version of a simple HTTP server, then a short comment on its trickiest edge case. (Alternative implementation #7: choose a different approach or style than the obvious one.)	# C HTTP Server — Debug Scenario ## The Server ```c /* tiny_httpd.c — minimal HTTP/1.1 server, single-threaded, blocking. * * "Alternative implementation #7": instead of the usual fork-per-connection * or a thread pool, this is a sequential server that handles one request * at a time. Deliberately simple: no c...	800	null
prose09123	prose	en	false	1	0.95	Write a monologue in the voice of a street musician who repairs something that should stay broken. dreamlike, flowing, unstructured.	# The Fixer of Small Catastrophes There's a saxophone came to me last spring with a crack running through it like a river on a map, and the man who brought it said fix it, and I said why, and he looked at me like I'd asked why the sky. Because it's broken, he said. Because broken means stopped. But here's the thin...	800	null
code25253	code	en	false	1	0.8	Implement a base64 encoder/decoder in SQL. Code only, no explanation. (Alternative implementation #8: choose a different approach or style than the obvious one.)	# Alternative #8: Set-Theory Approach — Character as a Set of Bit-Flags Instead of lookup tables or arithmetic on a big integer, treat each base64 character's 6-bit value as a set membership pattern: the character is reconstructed as the union of 8 power-of-two "atoms" {1, 2, 4, 8, 16, '=', 32, 64} — wait, th...	800	null
code18399	code	en	false	1	0.8	Implement a bloom filter in SQL. Code only, no explanation. (Alternative implementation #3: choose a different approach or style than the obvious one.)	```sql -- Bloom filter via integer bit positions packed into BIGINT words. -- Alternative style: bit positions derived from hash values, words stored as rows. CREATE TABLE bloom_words ( word_no INT PRIMARY KEY, bits BIGINT NOT NULL DEFAULT 0 ); -- Insert a word row lazily when first needed, then set its bit...	800	null
code24747	code	en	false	1	0.95	Write a complete SQL implementation of a skip list, with error handling. Code only. (Alternative implementation #7: choose a different approach or style than the obvious one.)	```sql -- ===================================================================== -- SKIP LIST IN SQL — ALTERNATIVE #7: Recursive CTE "pointer chasing" -- ===================================================================== -- Design: Instead of the usual node table + procedural loops, this -- version stores each node's...	800	null
code25616	code	en	false	1	1.05	Write a complete TypeScript implementation of an LRU cache, with error handling. Code only. (Alternative implementation #8: choose a different approach or style than the obvious one.)	# LRU Cache — Alternative Implementation #8 Approach: A doubly-linked-list-free design: the recency order lives in the key order of a single object using non-integer keys. This mimics an "ordered object" approach, explicitly not using `Map` iteration order or a linked list. Alternative style choices: - No...	800	null
code20807	code	en	false	1	0.6	Write a complete C implementation of a producer-consumer queue, with error handling. Code only. (Alternative implementation #5: choose a different approach or style than the obvious one.)	# Producer-Consumer Queue — Alternative #5: Condition Variable Pair with Generation Counter ## Design Rationale The "obvious" approach is a mutex + condition variable + linked list, with `pthread_cond_broadcast` on close. This implementation deliberately diverges: 1. Two condition variables (`not_full`, `not_emp...	800	null
prose01790	prose	en	false	1	0.6	Write a letter from an itinerant portrait painter to an old friend, revealing that they are someone who finds a door that wasn't there yesterday. wistful tone.	# A Letter to an Old Friend Dear Margaret, I hope this letter finds you before the frost does. The days have been gray here, the kind of gray that gets into everything—the wool of my coat, the paint on my palette, the spaces between conversations I have with strangers who sit for me and pay me in coin or kindness or ...	800	null
prose05269	prose	en	false	1	1.05	Write a letter from a mail carrier on skis to an old friend, revealing that they are someone who receives letters from the future. hard-boiled tone.	The rain hit the window of the diner like it had a grudge against the hard-boiled tone I'd been hired to maintain. I knew the deal before I sat down: write a letter to an old friend, hard-boiled noir voice, and somewhere in there, confess that I'm a mail carrier on skis — and that I receive letters from the breaking of...	800	null
structured33967	structured	en	false	1	1.05	Write an API specification for a service that handles a feature-flag rollout system: endpoints, methods, request/response schemas. (variant 54: choose different examples than you usually would)	# Feature-Flag Rollout System — API Specification v1.0 API Version: `v1` Base URL: `https://flags.example-platform.net/api/v1` Content-Type: `application/json` Auth: Bearer token in `Authorization` header. Service tokens for machine clients, user tokens for console access. --- ## 1. Overview This se...	800	null
code22784	code	en	false	1	0.6	Implement an A* pathfinder on a grid in C. Code only, no explanation. (Alternative implementation #6: choose a different approach or style than the obvious one.)	# A* Pathfinding in C — Alternative Implementation #6 Design choice: Instead of the usual binary heap, this uses a sorted doubly-linked list (insertion-sorted open set) and a flat array for the closed set, with nodes allocated from a pool allocator. ```c /* astar.c — A* pathfinder on a grid. * Open s...	800	null
code20301	code	en	false	1	0.8	Write a complete Go implementation of a CSV parser handling quoted fields, with error handling. Code only. (Alternative implementation #4: choose a different approach or style than the obvious one.)	# CSV Parser — Implementation #4: Byte-Slice Index-Based Scanner *Alternative approach: instead of a rune-by-rune state machine over a string, this implementation scans raw bytes with explicit index management, manually tracking field boundaries as byte offsets. It handles quoted fields, escaped quotes (`""`), embedde...	800	null
code16429	code	en	false	1	0.6	Refactor-quality C: write a simple HTTP server as clean, idiomatic code with docstrings. (Alternative implementation #2: choose a different approach or style than the obvious one.)	# A Minimal HTTP Server in C — epoll-based, single-threaded The "obvious" implementation would be a blocking `accept()`/`read()`/`write()` loop or a thread-per-connection model. Instead, here's a single-threaded event-driven server using Linux `epoll` in edge-triggered mode with non-blocking I/O — the architecture...	800	null
code21652	code	en	false	1	0.8	Implement a two-phase commit coordinator sketch in Bash. Code only, no explanation. (Alternative implementation #5: choose a different approach or style than the obvious one.)	```bash #!/usr/bin/env bash # # 2PC coordinator sketch — "Alternative #5" style: instead of a canonical # state machine with explicit state variables, this uses a pure function # pipeline where each phase is a function taking (txn, participants) and # returning a decision, and the coordinator loop is just plumbing. se...	800	null
music11360	music	en	false	1	1.05	Write lyrics for a breathless folk ballad about an itinerant portrait painter who trades a year of silence for a secret.	# The Color of Quiet Verse 1 I came to the village with brushes and stone, A face that I'd borrowed, a name not my own. They hung on my portraits like stars in the night— The way I can catch how a person holds light. Verse 2 The miller's proud daughter, the widow in gray, Each sitting was silver, each sitting...	800	null
prose05821	prose	en	false	1	0.8	Write a hard-boiled short story: a long-haul trucker who writes poems who befriends their nemesis. Unbroken prose only.	The neon sign of the Desert Moon Truck Stop flickered like a bad heart monitor outside Barstow, and I sat in my rig's cab nursing a cup of coffee that tasted like regret and burnt filament. Twenty years on the road, twenty years of hauling freight across this godfavored country, and the only thing I'd ever written wort...	800	null
prose05168	prose	en	false	1	1.05	Tell a story about a night nurse who discovers the town is slowly moving. Pure prose, no headings, slow and atmospheric in tone.	# The Night Shift The hallway lights dim to half power at midnight. This is the way it has always been, the way it will be until dawn, when the day shift arrives with their coffee and their chatter and their questions she has learned to answer without really answering. In the half-dark, the hospital becomes a differen...	800	null
code19875	code	en	false	1	0.6	Write a complete SQL implementation of a streaming median tracker, with error handling. Code only. (Alternative implementation #4: choose a different approach or style than the obvious one.)	# Streaming Median Tracker — SQL Implementation Approach #4: Sliding-Window Bucketed Histogram with Exponential Decay Instead of the typical two-heap approach (which is awkward in SQL anyway), this tracks a fixed-resolution histogram over the value domain with time-decayed weights, giving an approximate s...	800	null
code15998	code	en	false	1	0.95	Implement a bloom filter in Go. Code only, no explanation. (Alternative implementation #2: choose a different approach or style than the obvious one.)	```go package main import ( "fmt" "math" "sort" ) // BloomFilter uses a single bit field (one big []uint64) instead of the // usual slice-of-bitmap-words with k independent hash indices per probe. // Distinctive approach: the k probes are laid out as k contiguous bit // positions packed into consecutive words, der...	800	null
code24747	code	en	false	1	1.05	Write a complete SQL implementation of a skip list, with error handling. Code only. (Alternative implementation #7: choose a different approach or style than the obvious one.)	Skip list in SQL. The obvious approaches are (a) actually writing skip list logic in a PL/pgSQL body, or (7) making PostgreSQL itself do the work — a declarative schema + functions that operate on sets, using CTEs to find predecessors at every level in one statement. ```sql -- =======================================...	800	null
prose02777	prose	en	false	1	0.8	Write the opening chapter of a novel about a street musician who finds their name in a stranger's will. melancholy voice, pure narrative prose.	The rain had been falling since Tuesday. It was the fine, patient kind that doesn't fall so much as hang in the air, and by Friday it had soaked through everything in the city that wasn't already soaked, which was most things. I had my case open in front of the tunnel entrance at Belmont and Western, playing for the st...	800	null

End of preview. Expand in Data Studio

GLM-5.3-Flash On-Policy Harvest

On-policy responses generated by zai-org/GLM-5.3-Flash (reference FP8 weights, vLLM day-0 image, temperatures cycled 0.6/0.8/0.95/1.05), built as training text for speculative-decoding drafter heads (DFlash2 / DSpark family): the drafter learns to predict what the target model actually generates.

Companion page: glm53-flash-internals — a measured profile of the same model's internals (activation landscapes, attention-sink anatomy, FP8 margins to 260k context, sparse-indexer selection maps), produced with Claude Code and Spectra Scope.

The corpus ships in two rounds:

round	file	status
Round 1 — balanced base	`data/glm53_harvest.parquet`	✅ complete
Round 2 — coverage expansion	`data/glm53_harvest_r2.parquet`	✅ complete

Round 1 — available now

46,611 responses / 60,945,988 generated tokens, zero errors (harvested 2026-08-30). Single-turn, thinking disabled, 1,600-token generation cap, synthetic prompt bank (deterministic combinatorics, seed 42).

register	rows	tokens	share
code (8 languages)	13,846	20.7M	34.0%
prose / creative	12,546	17.7M	29.0%
structured (JSON/tables/plans/specs)	9,299	12.4M	20.4%
chat / general	7,087	6.3M	10.3%
music / lyrics	3,754	3.7M	6.1%
operator (CLI/agent-flavored)	79	0.07M	0.1%

Round 2 — available now

18,858 responses / 56,434,338 generated tokens (harvested 2026-08-30; budget-limited run over a 27,462-prompt bank, seed 43, two temperatures per prompt — banked rows are a uniform sample of the design mix). 9,465 rows (50.2%) ran with thinking enabled, carrying 39.95M tokens of inline <think>…</think> chains. 1,709 rows are Chinese.

register	rows	tokens
code (14 languages)	4,139	17.5M
prose / creative	3,377	12.0M
reasoning / math	3,187	10.0M
agentic / tool-calling	1,745	5.5M
zh (Chinese, mixed registers)	1,709	5.1M
chat (open-perfectblend prompts)	3,054	2.8M
structured	911	2.7M
music / lyrics	646	0.7M
multiturn	90	0.06M

Combined corpus: 65,469 responses / 117,380,326 tokens. What round 2 adds:

Thinking-mode coverage: ~48% of prompts run with reasoning enabled — responses carry the full inline <think>…</think> chain before the answer. Round 1 is 100% thinking-off; combined, the corpus covers both serving modes.
New registers: synthetic reasoning/math (step-by-step derivations), agentic/tool-calling (JSON tool-call transcripts against declared tool schemas), Chinese (zh) across code/chat/prose/reasoning, and multi-turn conversations (contexts drawn from the open-perfectblend prompt spine; final assistant turn regenerated on-policy).
Boosted: fresh code (14 languages), prose (new forms: second-person, dialogue-led, flash fiction, poem cycles), and chat (open-perfectblend prompts).
Longer generations: per-register caps 1,600–2,560, raised to 6,144 for thinking rows — round 1's truncation rate does not repeat.

Quick start

from datasets import load_dataset

ds = load_dataset("Zek-Takai/glm53-flash-harvest", data_files="data/*.parquet", split="train")

# Only thinking-mode responses (full inline <think> chains):
thinking = ds.filter(lambda r: r.get("thinking"))

Format

Two Parquet files (zstd), one unified schema:

column	type	description
id	string	register-prefixed prompt id
register	string	code / prose / music / structured / chat / operator / reasoning / agentic / zh / multiturn
lang	string	en / zh
thinking	bool	response contains an inline `<think>…</think>` chain
turns	int32	context turns (1 = single-turn; >1 = multi-turn)
temp	float32	sampling temperature
prompt	string	final user prompt
response	string	GLM-5.3-Flash response
tokens	int32	completion token count
messages_json	string	full chat context for multi-turn rows, else null

Config map

Pull exactly the slice you want by config name:

ds = load_dataset("Zek-Takai/glm53-flash-harvest", "<config>", split="train")

config	rows	tokens	contents
`default`	65,469	117.4M	the full corpus (both rounds)
`round1`	46,611	60.9M	round 1: thinking-off, single-turn
`round2`	18,858	56.4M	round 2: mixed modes, new registers
`thinking_on`	9,465	40.0M	responses with inline `<think>…</think>` chains
`thinking_off`	56,004	77.4M	responses without reasoning chains
`code`	17,985	38.2M	code, 14 languages
`prose`	15,923	29.7M	stories, letters, monologues, poems
`structured`	10,210	15.2M	JSON, tables, plans, specs, runbooks
`reasoning`	3,187	10.0M	math / logic, step-by-step
`chat`	10,141	9.1M	general Q&A / instruct
`agentic`	1,745	5.5M	tool-call transcripts (JSON tool schemas)
`zh`	1,709	5.1M	Chinese, mixed registers
`music`	4,400	4.4M	lyrics with structure tags
`multiturn`	90	0.06M	multi-turn contexts (`messages_json` set)
`operator`	79	0.07M	CLI/agent-flavored prompts

Prompts

prompts/ holds the exact prompt banks (prompts.jsonl, prompts2.jsonl) and their deterministic builders (build_prompts.py seed 42; build_prompts2.py seed 43 + append_multiturn.py seed 44). Round 2 consumed ~34% of its bank.

Provenance & license

Round 1 prompts: synthetic, original. Round 2 prompts: synthetic (code, prose, reasoning, agentic, zh, structured, music) plus human prompt turns from mlabonne/open-perfectblend (via mgoin/open-perfectblend-glm5.2-regen) for the chat and multiturn registers — see the source datasets for underlying prompt licensing. All responses: GLM-5.3-Flash (MIT). Corpus: MIT.

Citation

@misc{glm53flashharvest2026,
  title  = {GLM-5.3-Flash On-Policy Harvest},
  author = {Zek-Takai},
  year   = {2026},
  url    = {https://huggingface.co/datasets/Zek-Takai/glm53-flash-harvest}
}

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