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Trending Curator

Live Dataset Intelligence.

The Swarm monitors the global AI ecosystem and identifies the highest demand training data opportunities in real time.

Every month we curate the Top 5 dataset needs and produce up to 50,000 verified pairs per vertical.

One subscription.
Five live dataset streams.
Up to 250,000 curated training pairs every month.
$49 / month
Start Curating View Current Signals
Live Swarm Factory
The Swarm continuously produces curated training data based on live market signals.
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The Product

What Trending Curator Does

Most datasets are static.

The AI industry changes weekly.

Trending Curator continuously identifies where AI models are failing and produces the training data needed to fix them.

Subscribers receive curated Dataset Objects built from live market signals.

  • • Up to 50,000 training pairs per vertical
  • • Structured JSONL format
  • • Instruction and reasoning pairs
  • • SwarmJudge validation scoring
  • • Full provenance logs

Delivered monthly.

The AI Data Market Map

Where the world needs training data right now

1
Agent Tool Reliability
Why it matters. AI agents still fail when interacting with tools and APIs. Multi-step workflows break silently. Error recovery is nearly nonexistent in production.
tool invocation reasoning error recovery multi-step workflows
50,000 pairs Cooking
2
Commercial Real Estate Intelligence
Why it matters. LLMs struggle with financial underwriting and deal analysis. The CRE industry runs on spreadsheets and tribal knowledge. Models need structured reasoning over real financial data.
NOI analysis cap rate modeling lease abstraction
50,000 pairs Verifying
3
Clinical Drug Interaction Reasoning
Why it matters. Healthcare models require stronger pharmacology reasoning. Drug-drug interactions are safety-critical. Current models hallucinate dosages and contraindications.
drug interactions contraindications treatment protocols
40,000 pairs Queued
4
Edge AI Infrastructure
Why it matters. Edge deployments are exploding but models lack deployment intelligence. Quantization, memory management, and latency optimization are poorly represented in training data.
Jetson inference model quantization latency optimization
35,000 pairs Cooking
5
AI Model Evaluation
Why it matters. Evaluating AI systems is becoming as important as training them. Benchmarks are gamed. Hallucination detection is unreliable. The industry needs models that can judge other models.
evaluation benchmarks hallucination detection reasoning verification
30,000 pairs Queued
The Pipeline

How The System Works

1
Signal Detection
  • Model releases
  • GitHub repositories
  • HuggingFace models
  • Research papers
  • Developer demand
→
2
Gap Analysis
  • Capability mapping
  • Failure detection
  • Demand scoring
  • Priority ranking
  • Object definition
→
3
Pair Cooking
  • Instruction pairs
  • Reasoning trajectories
  • Domain knowledge
  • Evaluation examples
  • SwarmJudge validation
→
4
Object Release
  • Training pairs
  • JSONL format
  • Verification scoring
  • Dataset provenance
  • Subscriber delivery
Emerging Signals

The Curator Radar

Emerging dataset opportunities detected by the Swarm. Not active yet. Possible future curations based on rising market demand.

AI Safety Reasoning
Constitutional AI training data
Financial Fraud Detection
Transaction pattern reasoning
Supply Chain Forecasting
Multi-variable logistics
Satellite Image Interpretation
Geospatial analysis pairs
Robotics Task Planning
Embodied reasoning chains
Legal Contract Analysis
Clause extraction and risk
Code Review Intelligence
PR review and bug detection
Climate Modeling Data
Environmental prediction pairs
Multilingual Instruction
Low-resource language tuning
Autonomous Vehicle Reasoning
Decision-making trajectories
Pricing

Curator Subscription

Full Access
$49
per month
  • ✓ Access to all curated datasets
  • ✓ Up to 250,000 training pairs per month
  • ✓ 5 live dataset streams
  • ✓ Monthly object releases
  • ✓ Continuous signal updates
  • ✓ JSONL format with provenance
  • ✓ SwarmJudge validation scoring
Start Curating
No per-dataset pricing. One subscription. Full access.
The Thesis

Why This Exists

AI development is entering a new phase.

Models are no longer limited by architecture.

They are limited by training data quality.

SwarmSignal detects the signal.
Trending Curator identifies the need.
The Swarm cooks the pairs.
SwarmJudge verifies the quality.

This is the intelligence refinery.

Join the Swarm.

Build with the datasets shaping the next generation of AI.

Start Curating

Trending Curator is part of the Swarm & Bee intelligence pipeline.

The factory that feeds them all.