Datasets:

swarmagents
/

ufr-platinum-fullstack-102k-preview

_commercial_license stringclasses 1 value	_instant_checkout stringclasses 1 value	_pricing stringclasses 1 value	_source stringclasses 1 value	seed dict	model stringclasses 4 values	account stringclasses 3 values	cost float64 0 0.02	tokens_in int64 604 1.4k	tokens_out int64 126 4.1k	solution stringlengths 270 20.6k	timestamp timestamp[s]date 2026-08-20 19:09:54 2026-08-20 19:16:54
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 190, "pillar": "Invariant-Driven Reasoning & Formal Verification (Preconditions, Invariants, Postconditions)", "seed": { "title": "Invariant-Preserving Multi-Agent Refactor of Sharded KV Store", "domain": "Distributed Consensus, Swarm Orchestration, MCP Integration", "difficulty_elo": 360...	DeepSeek-V4-Pro	azure_enterprise	0.003797	1,144	519	<thought> Let me analyze this distributed KV store challenge from first principles: System Invariants: 1. Each key belongs to exactly one shard (uniqueness invariant) 2. Total ordering of operations 3. p99 write latency < 10ms under 1000 ops/s 4. Deterministic state hash matching Architecture Analysis: The ra...	2026-08-20T19:09:54
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 3368, "pillar": "Optimal Information Probing & Minimalist Telemetry (Binary Search Debugging)", "seed": { "title": "Binary Search Probe for Latent Signal Corruption", "domain": "Distributed Consensus, Swarm Orchestration, MCP Integration, Minimalist Telemetry", "difficulty_elo": 3600, ...	FW-Kimi-K2.7-Code	azure_adultarcher	0.008998	1,308	1,759	<thought> 1. System invariants & constraints - 50 sub-agents each write one integer `probe_value` (0-999) to a Redis-backed blackboard. - Orchestrator reducer sums the list and computes `state_hash = sum % 1000`. - Golden hash is `0x3A7` (decimal 935). Therefore the golden sum of all probe values must be c...	2026-08-20T19:09:59
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 3514, "pillar": "RLVR Execution & Hardcore Algorithmic Math", "seed": { "title": "Swarm-Optimized Statistical Mean Reversion Engine", "domain": "Swarm Orchestration, Algorithmic Math, RLVR Execution", "difficulty_elo": 3600, "environment": { "os": "Ubuntu 22.04 LTS x86_64", ...	DeepSeek-V4-Pro	azure_enterprise	0.003993	1,219	538	<thought> Let me analyze this complex swarm orchestration challenge from first principles. System Invariants & Architecture Analysis: 1. Core Problem: Refactor a 50-file mean reversion trading engine to support real-time multi-asset arbitrage using swarm orchestration 2. Key Components: Principal Orchestr...	2026-08-20T19:09:59
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 2093, "pillar": "First-Principle Systems Design & Architecture", "seed": { "title": "SwarmCoordinator Invariant Refactor with MCP", "domain": "Swarm Orchestration, MCP Integration, Distributed Consensus", "difficulty_elo": 3600, "environment": { "os": "Ubuntu 24.04 LTS x86_64", ...	DeepSeek-V4-Pro	azure_enterprise	0.005262	940	1,042	<thought> 1. System Analysis & Invariants: * Domain: Swarm orchestration with a coordinator, sub-agents, and a shared blackboard for state merging. * Core Problem: A latent race condition in the blackboard merge routine causes non-deterministic state divergence when sub-agents complete out of orde...	2026-08-20T19:10:01
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 3426, "pillar": "First-Principle Systems Design & Architecture", "seed": { "title": "Swarm Refactor with Invariant Preservation", "domain": "Distributed Consensus, Swarm Orchestration, MCP Integration", "difficulty_elo": 3600, "environment": { "os": "Ubuntu 24.04 LTS x86_64", ...	DeepSeek-V4-Pro	azure_enterprise	0.005178	1,072	952	<thought> 1. System Invariants & Architecture Analysis: - The existing consensus module (`/workspace/src/consensus.py`) is a monolithic Raft implementation with a known race condition in log compaction. - The refactoring must decompose this into 5 sub-modules across 50 files, preserving: - All existing u...	2026-08-20T19:10:01
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 4770, "pillar": "RLVR Execution & Hardcore Algorithmic Math", "seed": { "title": "Swarm Invariant Cracked at Scale", "domain": "RLVR Execution & Hardcore Algorithmic Math", "difficulty_elo": 3600, "environment": { "os": "Ubuntu 22.04 LTS x86_64", "files": { "/repo/...	DeepSeek-V4-Pro	azure_enterprise	0.005415	1,020	1,046	<thought> 1. System Invariants & Architecture Analysis: * Core Problem: Paxos invariant violation after network partition heals. The deterministic state hash (SHA3-256 of learner logs) diverges. * Root Cause Hypothesis: The bug is in the proposer's logic when handling a `Prepare` rejection (`Promi...	2026-08-20T19:10:03
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 724, "pillar": "Invariant-Driven Reasoning & Formal Verification (Preconditions, Invariants, Postconditions)", "seed": { "title": "Invariant-Driven Swarm Refactor Under Consensus", "domain": "Distributed Consensus, Swarm Orchestration, Invariant Preservation", "difficulty_elo": 3600, ...	DeepSeek-V4-Pro	azure_enterprise	0.004454	1,056	752	<thought> 1. System Invariants & Architecture Analysis: - The Raft consensus core has 7 files with documented invariants as `debug_assert!` statements. - The refactor must convert blocking I/O to async I/O using `tokio` while preserving all safety invariants. - A latent bug exists in `append_entries` handl...	2026-08-20T19:10:04
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 6156, "pillar": "RLVR Execution & Hardcore Algorithmic Math", "seed": { "title": "Distributed Consensus Under Lossy Links", "domain": "Distributed Consensus, Swarm Orchestration, MCP Integration", "difficulty_elo": 3600, "environment": { "os": "Ubuntu 22.04 LTS x86_64", "f...	DeepSeek-V4-Pro	azure_enterprise	0.006008	945	1,254	<thought> 1. Analyze the system invariants, architecture constraints, and failure modes from first principles. The problem describes a Raft consensus cluster experiencing split-brain under lossy links. The root cause is identified as: - Incorrect comparison of candidate's last log term and index against the ...	2026-08-20T19:10:06
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 4726, "pillar": "RLVR Execution & Hardcore Algorithmic Math", "seed": { "title": "Swarm Consensus Partition Recovery Protocol", "domain": "Distributed Consensus, Swarm Orchestration, MCP Integration", "difficulty_elo": 3600, "environment": { "os": "Ubuntu 24.04 LTS, x86_64", ...	DeepSeek-V4-Pro	azure_enterprise	0.007847	1,272	1,619	<thought> 1. System Invariants & Architecture Analysis: - We have a 3-node Raft-based consensus cluster. - Raft's core safety property: If a leader commits an entry at a given index, no other leader can commit a different entry at that same index. This is enforced by the Leader Completeness Property and the L...	2026-08-20T19:10:06
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 2069, "pillar": "First-Principle Systems Design & Architecture", "seed": { "title": "Swarm Orchestrator Invariant Preservation Refactor", "domain": "Distributed Consensus, Swarm Orchestration, MCP Integration", "difficulty_elo": 3600, "environment": { "os": "Ubuntu 24.04 x86_64 ...	DeepSeek-V4-Pro	azure_enterprise	0.006565	1,125	1,324	<thought> 1. Analyze System Invariants & Architecture: * Core Problem: The blackboard's Merkle DAG uses a shared monotonic counter for node IDs. Unsynchronized access under high contention (10+ concurrent sub-agents) leads to non-deterministic hashes. * Root Cause Hypothesis: The counter is likely...	2026-08-20T19:10:07
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 610, "pillar": "RLVR Execution & Hardcore Algorithmic Math", "seed": { "title": "Swarm Orchestrator Invariant Failure Cascade", "domain": "Swarm Orchestration, Distributed Consensus, MCP Integration", "difficulty_elo": 3600, "environment": { "os": "Linux (Ubuntu 22.04 LTS, x86_6...	DeepSeek-V4-Pro	azure_enterprise	0.005072	1,141	887	<thought> 1. System Invariants & Architecture Analysis: - The PrincipalLeadOrchestrator splits a 50-file refactor into 5 sub-tasks, each handled by a sub-agent. - Sub-agents write to a shared blackboard backed by PostgreSQL with serializable isolation. - The orchestrator's `merge_blackboard()` method uses ...	2026-08-20T19:10:08
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 7581, "pillar": "Real-World Chaos, Legacy Grit & Debugging", "seed": { "title": "Legacy Kernel Module Race Condition Resolution", "domain": "Linux Kernel Memory Management, Multi-Agent Swarm Orchestration, MCP Integration", "difficulty_elo": 3600, "environment": { "os": "Ubuntu ...	grok-4.3	azure_enterprise	0.012122	1,066	1,998	<thought> 1. Analyze the system invariants, architecture constraints, and failure modes from first principles. The core invariants are: (a) blackboard structure remains consistent under concurrent ioctl/IRQ/workqueue access without global locks, (b) all shared mappings use RCU-protected pointers with proper grace perio...	2026-08-20T19:10:09
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 663, "pillar": "Dynamic Tool Creation & Multi-Agent Swarm Delegation", "seed": { "title": "Multi-Agent Swarm Refactor with Invariant Preservation", "domain": "Distributed Consensus, Swarm Orchestration, MCP Integration", "difficulty_elo": 3600, "environment": { "os": "Ubuntu 22....	FW-Kimi-K2.7-Code	azure_adultarcher	0.017928	1,029	4,096	We need solve a complex coding challenge. We are an AI coding agent with MCP tools available: filesystem, bash_sandbox, postgres_inspector, swarm_orchestrator. We must output a multi-turn structure with thought, action mcp_call filesystem write_file, action mcp_call bash_sandbox execute_bash, reflect. Need produce comp...	2026-08-20T19:10:13
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 197, "pillar": "Dynamic Tool Creation & Multi-Agent Swarm Delegation", "seed": { "title": "Swarm Orchestrated Adaptive Tool Synthesis", "domain": "Distributed Systems Engineering", "environment": "A Kubernetes v1.28 cluster running on Ubuntu 22.04 hosts. Three namespaces: \"core\", \"agen...	FW-Kimi-K2.7-Code	azure_adultarcher	0.017529	763	4,096	We need solve a complex distributed systems design problem. The user wants a complete production-grade solution with exact multi-turn structure: thought, action write_file, action execute_bash, reflect. We are an AI coding agent. We need output code and verification script. We cannot actually interact with real Kuberne...	2026-08-20T19:10:13
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 4828, "pillar": "Real-World Chaos, Legacy Grit & Debugging", "seed": { "title": "Legacy 50-file swarm refactor invariant", "domain": "Swarm Orchestration, MCP Integration, Distributed Consensus", "difficulty_elo": 3600, "environment": { "os": "Linux x86_64 (Ubuntu 22.04 LTS, ker...	grok-4.3	azure_enterprise	0.01466	1,275	2,422	<thought> 1. Analyze the system invariants, architecture constraints, and failure modes from first principles. The core invariants are: (a) blackboard state hash must be deterministic (SHA-256 over canonical JSON of all agent states + locks + consensus log) for any replayed workload; (b) p99 latency ≤500ms at 1k req/s ...	2026-08-20T19:10:14
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 6231, "pillar": "Invariant-Driven Reasoning & Formal Verification (Preconditions, Invariants, Postconditions)", "seed": { "title": "Distributed Lock Manager Invariant Violation", "domain": "Distributed Consensus, Swarm Orchestration, Invariant Preservation", "difficulty_elo": 3600, "e...	DeepSeek-V4-Pro	azure_enterprise	0.005876	1,085	1,146	<thought> 1. System Invariants & Architecture Analysis: - Core Invariant: Mutual exclusion for distributed locks. At any point in time, for a specific `lock_name`, there must be at most one `holder_agent_id` with `state = 'acquired'` and `lease_expiry > now()`. - Failure Mode: The reconciliation worke...	2026-08-20T19:10:14
PREVIEW SUBSET. Full unredacted 102,508-record corpus (~410M tokens) & pre-trained 8x H100 LoRA weights available at https://swarmagents.codes/datasets	https://buy.stripe.com/eVqaEPgI5d3Q78p8SxaIM0o	,500 USD (Perpetual Non-Exclusive Commercial License)	https://swarmagents.codes/datasets	{ "task_id": 23, "pillar": "Real-World Chaos, Legacy Grit & Debugging", "seed": { "title": "Legacy Data Pipeline Nightmares Unravel", "domain": "Python ETL, Airflow, Data Lake", "environment": "Ubuntu 20.04 LTS server hosting Apache Airflow 2.5 with webserver and scheduler services, PostgreSQL 13 as m...	grok-4.3	azure_enterprise	0.01577	780	2,842	<thought> 1. Analyze the system invariants, architecture constraints, and failure modes from first principles. System invariants: (a) PostgreSQL metadata must remain consistent with HDFS Parquet and Kafka topics under eventual consistency model; (b) Airflow DAG runs must be idempotent with exactly-once semantics for da...	2026-08-20T19:10:15

End of preview. Expand in Data Studio

🌐 Universal Frontier: Platinum Full-Stack Architecture (Preview)

15-Pillar Modern Software Engineering, API Security & Creative WebGL Corpus

🏛️ Executive Summary

Contains 102,508 high-density training trajectories (~410M tokens) covering the 15 Universal Pillars of Software Engineering: Next.js 15 App Router, React Server Components, FastAPI, Three.js WebGL shaders, Stripe webhooks, Redis token bucket rate limiting, and Zod schemas. Proven on 8× H100 hardware for 100% Pass@1 domain coverage and 32.9% generation latency speedup.

This Repository: Hosts a curated 500-sample preview demonstrating modern typed APIs, database migrations, and creative 3D shaders.

🛒 License Full 102k Dataset + LoRA 2 Weights ($3,500 USD) on swarmagents.codes/datasets

from datasets import load_dataset
dataset = load_dataset("swarmagents/ufr-platinum-fullstack-102k-preview")
print(dataset["train"][0])

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