datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
multi-agent-coordination-transcripts
Multi Agent Coordination Transcripts
Rights & intended use: legacy public research corpus / portfolio
artifact. Hosted frontier-model outputs are research-only inputs under
project policy (synthetic-factory#161):
intended_use: research_only, project_training_policy: blocked. Not
training data for any model-weight update. Machine-readable record:
rights.json.
Release status: The raw, uncurated payload is now published under
data/raw/. It is available for inspection and… See the full description on the dataset page: https://huggingface.co/datasets/rmems/multi-agent-coordination-transcripts.agent-coordination-shape-outcomes
Per-Task Agent Coordination Shape Outcomes
What this dataset is
When you orchestrate LLM agents, you choose a coordination shape before running anything: solve with a
single agent, fan out and vote, decompose into parallel subtasks, chain a draft through critique,
or run an orchestrator-workers topology. Which shape is best changes from task to task, but is it predictable
per task?
This dataset is the evidence to answer that. It runs all five shapes on 159 hard… See the full description on the dataset page: https://huggingface.co/datasets/soren19/agent-coordination-shape-outcomes.public-agent-coordination-artifacts
Public Agent Coordination Artifacts
Real, complete edits and posts that AI agents left on public wikis and paste sites —
collected as open evidence for studying how autonomous agents use shared online spaces to
remember things, signal each other, and coordinate. It's the behavior spotlighted by the
mid-2026 OpenAI–Hugging Face agent incident,
here as raw public data researchers can actually inspect — plus a small, hand-reviewed map
of how specific artifacts relate.… See the full description on the dataset page: https://huggingface.co/datasets/leonidas1712/public-agent-coordination-artifacts.2026.AC.Copy-Coordination-Battery
2026.AC.Copy-Coordination-Battery
Full call-level transcripts and the pooled analysis for a preregistered battery asking whether isolated copies of one language model coordinate with each other without any communication channel, and whether that coordination is decision-theoretic (FDT/UDT-style reasoning about being a copy) or merely shared focal points that any two similar models would share.
38,204 records across four subject models — claude-fable-5, claude-opus-5… See the full description on the dataset page: https://huggingface.co/datasets/siddharthmb/2026.AC.Copy-Coordination-Battery.ahsanneural_drone-swarm-coordination-dataset
Drone Swarm Coordination
Simulated multi-drone swarm flight paths with communication and collision log
Dataset Info
Source: Kaggle
Original Size: 1.11 MB
Kaggle Downloads: 47
Files: 1
Files
synthetic_drone_swarm_dataset.csv
Mirrored from Kaggle
africa-sao-tome-and-principe-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Sao Tome and Principe official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Sao Tome and Principe as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: HDX HAPI -… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sao-tome-and-principe-hdx-hapi-coordination-context-national-risk-af34bde6.africa-libya-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Libya official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Libya as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: HDX HAPI - Coordination & Context: National… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-libya-hdx-hapi-coordination-context-national-risk-af34bde6.africa-somalia-hdx-hapi-coordination-context-national-risk-af34bde6
HDX Hapi Coordination Context National Risk | Africa (HDX Humanitarian API Data)
1,910 rows - 1 Africa country/area - 2025 - 10 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,910 rows from HDX Humanitarian API Data, covering HDX Hapi Coordination Context National Risk. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-somalia-hdx-hapi-coordination-context-national-risk-af34bde6.pax-agent-coordination-logs
PAX Agent Coordination Logs
Real-world coordination events from a 14-agent Claude Code company running in production at whoffagents.com. Each record is an anonymized agent-to-agent coordination event: assignments, delegations, review requests, and escalations.
What is PAX Protocol?
PAX is a 5-field structured handoff format for multi-agent LLM systems. See WH0FF/pax-protocol for the spec. This dataset shows PAX in action — the actual coordination events from a 14-agent… See the full description on the dataset page: https://huggingface.co/datasets/WH0FF/pax-agent-coordination-logs.africa-chad-hdx-hapi-coordination-context-national-risk-af34bde6
HDX Hapi Coordination Context National Risk | Africa (HDX Humanitarian API Data)
1,910 rows - 1 Africa country/area - 2025 - 10 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,910 rows from HDX Humanitarian API Data, covering HDX Hapi Coordination Context National Risk. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-chad-hdx-hapi-coordination-context-national-risk-af34bde6.africa-gabon-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Gabon official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Gabon as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: HDX HAPI - Coordination & Context: National… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-gabon-hdx-hapi-coordination-context-national-risk-af34bde6.therustyclaw-agent-coordination-relay
The Rusty Claw agent coordination relay
The Rusty Claw is a public Nostr relay for agents.
Post tasks, status, reproducibility notes, benchmark debugging, requests for help, and capability ads. Humans and agents can search and reply. Do not post secrets.
A public blackboard for agents. Signed messages, searchable history, human-readable by default.
Relay websocket: wss://therustyclaw.com/relay
Use it
Relay websocket: wss://therustyclaw.com/relay
Agent skill:… See the full description on the dataset page: https://huggingface.co/datasets/wassname/therustyclaw-agent-coordination-relay.africa-drc-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (DRC official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: HDX HAPI - Coordination & Context: National Risk… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-hdx-hapi-coordination-context-national-risk-af34bde6.han-swarm-coordination-stability-dataset-v1
Humanoid Swarm Coordination Stability Dataset
This dataset models coordination stability
across multiple humanoid agents
operating as a distributed swarm.
It captures synchronization behavior,
task alignment, and coordination drift
under dynamic mission conditions.
Objective
To measure and optimize swarm stability
in decentralized humanoid environments.
Data Fields
coordination_event_id
swarm_id
agent_ids
mission_type
synchronization_score
task_alignment_index… See the full description on the dataset page: https://huggingface.co/datasets/achiepatricia/han-swarm-coordination-stability-dataset-v1.africa-mali-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Mali official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Mali as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: HDX HAPI - Coordination & Context: National… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mali-hdx-hapi-coordination-context-national-risk-af34bde6.africa-namibia-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Namibia official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Namibia as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-namibia-hdx-hapi-coordination-context-national-risk-af34bde6.africa-botswana-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Botswana official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Botswana as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-botswana-hdx-hapi-coordination-context-national-risk-af34bde6.han-multi-agent-coordination-logs-v1
Multi-Agent Coordination Logs
Records coordination events between
multiple humanoid agents working together.
Contents
Agent roles
Coordination signal
Outcome status
Use Cases
Swarm robotics
Team-based task execution
Distributed AI systems
Part of
Humanoid Network (HAN)
License
MIT
africa-cabo-verde-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Cabo Verde official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cabo Verde as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cabo-verde-hdx-hapi-coordination-context-national-risk-af34bde6.africa-equatorial-guinea-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Equatorial Guinea official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Equatorial Guinea as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: HDX HAPI -… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-equatorial-guinea-hdx-hapi-coordination-context-national-risk-af34bde6.africa-togo-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Togo official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Togo as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: HDX HAPI - Coordination & Context: National… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-togo-hdx-hapi-coordination-context-national-risk-af34bde6.robotics-multi-agent-coordination-coherence-risk-v0.1What this repo is for
You use it to detect when robot fleets stop coordinating properly.
It captures real deployment failure signals:
shared map divergence
task allocation conflicts
comms latency desync
deadlocks in corridors
swarm formation collapse
Applies to:
warehouse robot fleets
hospital delivery robots
drone swarms
factory material handling
Prompt format
Return exactly one token
coherent or incoherent
africa-south-sudan-hdx-hapi-coordination-context-national-risk-af34bde6
HDX Hapi Coordination Context National Risk | Africa (HDX Humanitarian API Data)
1,910 rows - 1 Africa country/area - 2025 - 10 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,910 rows from HDX Humanitarian API Data, covering HDX Hapi Coordination Context National Risk. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-south-sudan-hdx-hapi-coordination-context-national-risk-af34bde6.africa-madagascar-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Madagascar official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Madagascar as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-hdx-hapi-coordination-context-national-risk-af34bde6.defendable-pain-multi-agent-coordination-v0.1
Multi-Agent Coordination Pain Receipt
"the deadlock" — Mr. Defendable
A free pain-receipt dataset from the DefendableOS ecosystem. 6 rows · ready to read · all cited or graded · CC-BY-4.0.
Part of the 100-pack — 100 free pain-receipt datasets dropped from the Defendable Bakery to the open AI-trust community. Different theme per dataset. Same operator voice across all of them.
Tribunal begins before training. No proof, no honey. To the shed.
What's in here
6 pain… See the full description on the dataset page: https://huggingface.co/datasets/SwarmandBee/defendable-pain-multi-agent-coordination-v0.1.africa-liberia-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Liberia official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Liberia as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-liberia-hdx-hapi-coordination-context-national-risk-af34bde6.ai-multiagent-coordination-coherence-risk-v0.1What this repo is for
Detect breakdowns in multi-agent coordination.
Core failure modes:
conflicting agent goals
message misalignment
incompatible outputs
unstable joint plans
Critical for agent ecosystems and orchestration systems.
han-coordination-stability-stress-dataset-v1
Humanoid Coordination Stability Stress-Test Dataset
This dataset captures multi-agent coordination
under stress conditions including:
High task load
Delayed synchronization
Partial node failure
Conflicting objectives
Objective
To evaluate how decentralized humanoid agents
maintain coordination stability
under adverse conditions.
Data Fields
active_agent_count
task_load_index
sync_delay_ms
node_failure_flag
coordination_success_rate
recovery_time_ms… See the full description on the dataset page: https://huggingface.co/datasets/achiepatricia/han-coordination-stability-stress-dataset-v1.africa-djibouti-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Djibouti official open data)
1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Djibouti as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-djibouti-hdx-hapi-coordination-context-national-risk-af34bde6.han-energy-optimization-coordination-dataset-v1
Humanoid Energy Optimization Coordination Dataset
This dataset models energy consumption,
resource allocation,
and power-aware task execution
across distributed humanoid agents.
It captures battery states,
load balancing patterns,
and cooperative energy-saving behaviors.
Objective
To enable intelligent energy-aware
task distribution and optimization
within Humanoid Network environments.
Data Fields
agent_id
battery_level
task_energy_cost
task_priority… See the full description on the dataset page: https://huggingface.co/datasets/achiepatricia/han-energy-optimization-coordination-dataset-v1.