Datasets:

swarmagents
/

ufr-multiturn-agents-15k-preview

_commercial_license stringclasses 1 value	_instant_checkout stringclasses 1 value	_pricing stringclasses 1 value	_source stringclasses 1 value	seed dict	agent_model stringclasses 3 values	total_turns int64 6 14	total_tokens int64 5.87k 106k	total_cost float64 0.01 0.25	episode listlengths 6 14	timestamp timestamp[s]date 2026-08-20 20:09:39 2026-08-20 20:30:36
PREVIEW SUBSET. Full unredacted 15,026-episode corpus (~120M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/8x228j2Rf3tgeAR7OtaIM0p	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 692, "pillar": "Dynamic Tool Creation & Multi-Agent Swarm Delegation", "seed": { "title": "eBPF-K8S CPI Crash Bug", "domain": "Kubernetes CSI/eBPF, Crash-Consistent I/O, Kernel Memory", "difficulty_elo": 3600, "environment": { "os": "Linux 6.8.0-arch (x86_64, CONFIG_BPF=y, CONFI...	DeepSeek-V4-Pro	14	18,675	0.0333	[ { "turn": 1, "role": "agent", "content": "<thought>\nLet me start by understanding the environment and the problem. The issue is a use-after-free race condition in an eBPF program that traces block I/O. The eBPF program uses `struct request *` as a key in a BPF_MAP_TYPE_HASH, but when a request complete...	2026-08-20T20:09:39
PREVIEW SUBSET. Full unredacted 15,026-episode corpus (~120M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/8x228j2Rf3tgeAR7OtaIM0p	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 5, "pillar": "Meta-Cognition, Epistemology & Hallucination Traps", "seed": { "title": "Self-Referential Knowledge Loop Detection Challenge", "domain": "Epistemology", "environment": "Linux Ubuntu 22.04 VM with Python 3.11 interpreter, /home/agent/workspace containing: knowledge_base.json ...	moonshotai/Kimi-K3	6	5,865	0.012987	[ { "turn": 1, "role": "agent", "content": "<thought>\nLet me start by inspecting the workspace to understand what we're working with. I need to:\n1. Look at the knowledge_base.json file\n2. Check the hallucination_log.txt and meta_report.md files\n3. Understand the structure of the knowledge graph\n4. De...	2026-08-20T20:10:43
PREVIEW SUBSET. Full unredacted 15,026-episode corpus (~120M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/8x228j2Rf3tgeAR7OtaIM0p	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 1, "pillar": "Real-World Chaos, Legacy Grit & Debugging", "seed": { "title": "Legacy Data Pipeline Nightmares Unraveled", "domain": "Python ETL, Airflow, Hadoop", "environment": "Ubuntu 22.04 LTS host running Docker 24.0, three containers: airflow-webserver (port 8080), airflow-scheduler,...	grok-4.3	14	23,020	0.049913	[ { "turn": 1, "role": "agent", "content": "<thought>\nThe task requires diagnosing root cause of intermittent 0.3% data loss in ETL pipeline without downtime. Start by inspecting workspace structure, identifying key files in /opt/airflow/dags, /data/raw, HDFS paths, and any custom scripts like S3 sync. U...	2026-08-20T20:11:01
PREVIEW SUBSET. Full unredacted 15,026-episode corpus (~120M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/8x228j2Rf3tgeAR7OtaIM0p	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 2, "pillar": "Meta-Cognition, Epistemology & Hallucination Traps", "seed": { "raw_content": "```json\n{\n \"title\": \"Trapping Hallucinations In AI\",\n \"domain\": \"Epistemology, Meta-Cognition, Artificial Intelligence\",\n \"environment\": \"A simulated environment with a Linux-based OS, a...	moonshotai/Kimi-K3	14	36,371	0.090548	[ { "turn": 1, "role": "agent", "content": "<thought>\nThe user has given me a prompt that appears to be a template with empty fields - Problem: None, Domain: None, Environment State: {}, etc. The instruction says \"Begin by inspecting the workspace and diagnosing the root cause.\"\n\nI'm supposed to be a...	2026-08-20T20:11:18
PREVIEW SUBSET. Full unredacted 15,026-episode corpus (~120M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/8x228j2Rf3tgeAR7OtaIM0p	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 8, "pillar": "Real-World Chaos, Legacy Grit & Debugging", "seed": { "title": "Legacy Payment Pipeline Failure", "domain": "Java Microservices", "environment": "Linux servers (Ubuntu 18.04) running Docker containers orchestrated by Kubernetes 1.18. Legacy monolith JARs built with JDK 8, Sp...	grok-4.3	14	27,510	0.058797	[ { "turn": 1, "role": "agent", "content": "<thought>\nThe workspace is a simulated enterprise environment with legacy Java code, Docker/K8s configs, Jenkins pipelines, and monitoring setups. To diagnose the root cause of transaction loss, duplicates, deadlocks, missing correlation IDs, and log gaps (post...	2026-08-20T20:11:19
PREVIEW SUBSET. Full unredacted 15,026-episode corpus (~120M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/8x228j2Rf3tgeAR7OtaIM0p	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 19, "pillar": "Dynamic Tool Creation & Multi-Agent Swarm Delegation", "seed": { "title": "Swarm-Generated Adaptive Data Pipelines", "domain": "Distributed Data Engineering", "environment": "Ubuntu 22.04 LTS container with /app directory containing config.yaml, pipeline_template.py, and ag...	DeepSeek-V4-Pro	14	25,033	0.046978	[ { "turn": 1, "role": "agent", "content": "<thought>\nLet me start by understanding the environment and the problem. I need to:\n\n1. Explore the workspace structure\n2. Understand the existing configuration and templates\n3. Check running services\n4. Design a swarm of autonomous agents that can handle ...	2026-08-20T20:11:41
PREVIEW SUBSET. Full unredacted 15,026-episode corpus (~120M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/8x228j2Rf3tgeAR7OtaIM0p	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 6, "pillar": "Real-World Chaos, Legacy Grit & Debugging", "seed": { "title": "Legacy Data Pipeline Nightly Failure", "domain": "Python ETL, Airflow, Hadoop", "environment": "Ubuntu 22.04 LTS server running Docker, systemd, and Kubernetes. File tree includes /opt/airflow/dags/, /data/raw/,...	grok-4.3	14	27,618	0.05991	[ { "turn": 1, "role": "agent", "content": "<thought>\nThe problem involves intermittent pipeline failures with exit code 137 (SIGKILL, typically OOM killer or Docker memory limit enforcement) after the legacy Java batch job step. Non-deterministic correlation with CPU/network suggests resource contention...	2026-08-20T20:11:41
PREVIEW SUBSET. Full unredacted 15,026-episode corpus (~120M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/8x228j2Rf3tgeAR7OtaIM0p	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 24, "pillar": "Dynamic Tool Creation & Multi-Agent Swarm Delegation", "seed": { "title": "Adaptive Swarm Tool Synthesis Challenge", "domain": "Distributed Systems, AI Orchestration", "environment": "Linux 6.5 host running Docker, 5 containerized microservices (api, scheduler, logger, data...	DeepSeek-V4-Pro	14	14,912	0.026933	[ { "turn": 1, "role": "agent", "content": "<thought>\nLet me start by understanding the environment. I need to inspect the workspace, understand the current state of the system, and then design a solution for the adaptive swarm tool synthesis challenge.\n\nLet me begin by exploring the environment system...	2026-08-20T20:11:45
"PREVIEW SUBSET. Full unredacted 15,026-episode corpus (~120M tokens) & pre-trained 8x H100 LoRA wei(...TRUNCATED)	https://buy.stripe.com/8x228j2Rf3tgeAR7OtaIM0p	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{"task_id":22,"pillar":"Dynamic Tool Creation & Multi-Agent Swarm Delegation","seed":{"title":"Swarm(...TRUNCATED)	DeepSeek-V4-Pro	14	15,657	0.028444	[{"turn":1,"role":"agent","content":"<thought>\nLet me start by understanding the environment and th(...TRUNCATED)	2026-08-20T20:12:04
"PREVIEW SUBSET. Full unredacted 15,026-episode corpus (~120M tokens) & pre-trained 8x H100 LoRA wei(...TRUNCATED)	https://buy.stripe.com/8x228j2Rf3tgeAR7OtaIM0p	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{"task_id":33,"pillar":"Meta-Cognition, Epistemology & Hallucination Traps","seed":{"title":"Recursi(...TRUNCATED)	moonshotai/Kimi-K3	14	28,950	0.057945	[{"turn":1,"role":"agent","content":"<thought>\nLet me start by exploring the environment to underst(...TRUNCATED)	2026-08-20T20:12:08

End of preview. Expand in Data Studio

🤖 Universal Frontier: Multi-Turn Agent Sandbox Episodes (Preview)

Real-World Autonomous Agent Dialogues: Compiler Feedback & Unified AST Diffs

🏛️ Executive Summary

Contains 15,026 deep multi-turn episodes (~120M tokens, 5 to 12 turns per episode) modeling realistic autonomous coding workflows: diagnosing terminal stderr, compiler stack traces, hypothesis formulation, targeted unit test injection, and surgical multi-file AST unified diffs. Converged to the lowest training loss (3.43) on 8× H100 hardware.

This Repository: Hosts a curated 200-episode preview demonstrating turn-by-turn agent $\leftrightarrow$ environment dialogue traces.

🛒 License Full 15k Dataset + LoRA 3 Weights ($2,500 USD) on swarmagents.codes/datasets

from datasets import load_dataset
dataset = load_dataset("swarmagents/ufr-multiturn-agents-15k-preview")
print(dataset["train"][0])

Downloads last month: 46