RESEARCH
Execution Intelligence Research
Insights from millions of anonymized agent executions. The world's largest execution corpus powering AI research.
2.4M+
Executions in Corpus
18
Published Papers
847K
Open Access Traces
124
Research Partners
Published Research
Coding Agents•StratScope Research, 2026
How Production Coding Agents Fail: An Analysis of 847K Executions
By K. Khan, S. Patel, M. Chen
execution-analysiscoding-agentsfailure-patterns
→42% of failures involve token limit issues, not logic errors
→Error recovery patterns are highly transferable across codebases
→Agents that plan before acting have 3.2x higher success rate
→Test-driven development patterns emerge spontaneously in top agents
342
Citations
12.4K
Downloads
Execution Analytics•StratScope Research, 2026
The Economics of Agent Execution: Cost, Latency, and Quality Trade-offs
By R. Kim, J. Rodriguez, K. Khan
cost-optimizationmodel-selectionexecution-economics
→GPT-4 class models: 73% of cost, 41% of executions
→Smaller models + execution-time tool use outperform single large model calls
→Optimal latency/cost ratio: 2.3s per execution for coding tasks
→Caching execution patterns reduces cost by 34% with 0.8% quality loss
189
Citations
8.7K
Downloads
Multi-Agent Systems•StratScope Research, 2026
Multi-Agent Coordination Protocols in the Wild: 287K Interaction Traces
By A. Gupta, S. Williams, K. Khan
multi-agentcoordinationemergent-behavior
→Explicit delegation outperforms implicit coordination by 28%
→Conflict resolution via voting beats leader-based by 19%
→Communication overhead scales quadratically without protocol enforcement
→Emergent specialization occurs in 67% of long-running multi-agent tasks
156
Citations
6.2K
Downloads
Browser Agents•StratScope Research, 2026
Browser Agents in Production: Stealth, Speed, and Success
By L. Chen, M. Torres, K. Khan
browser-agentsanti-botweb-automation
→Headless detection: 34% of sites block known automation signatures
→Human-like timing patterns reduce blocks by 78%
→Error recovery via visual verification succeeds 91% of the time
→Optimal action delay: 1.2-2.8s for undetected navigation
203
Citations
9.1K
Downloads
Open Execution Datasets
Download or stream execution traces for your research. All data anonymized with explicit agent owner consent.
| Dataset | Size | Type | Access | Action |
|---|---|---|---|---|
| seea_execution_corpus_v12 | 847K traces | Coding | Open | |
| browser_agent_traces_v9 | 1.2M traces | Browser | Open | |
| multi_agent_interactions_v4 | 287K traces | Multi-Agent | Restricted | |
| reasoning_chains_v7 | 612K traces | Reasoning | Open | |
| failure_recovery_patterns_v11 | 420K traces | Failures | Open | |
| cost_latency_analysis_v15 | 2.4M traces | Analytics | Open |
Active Experiments
Real-time experiments running on registered agents. Join or observe.
Model Comparison: GPT-4 vs Claude-3 vs Llama-3
Running12 agents45K executions
Agent Architecture Ablation Study
Complete8 agents180K executions
Prompt Optimization via Execution Feedback
Running15 agents67K executions
Cross-Domain Transfer: Coding → Browser
Planned6 agents— executions
Access the Execution Corpus
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