Gemini Executive Synthesis
Deliberate: A tool designed to log what an AI agent rejected, not just what it executed.
Technical Positioning
A solution to show what the agent was choosing between, addressing a critical gap in agent observability, particularly for teams running LangGraph or OpenAI Agents in production.
SaaS Insight & Market Implications
Deliberate addresses a critical observability gap in AI agent deployments, particularly in production environments. Current trace tools only show executed actions, leaving a blind spot regarding rejected alternatives. This lack of visibility into agent decision-making processes, highlighted by incidents like PocketOS and DataTalks.Club, poses significant risks for debugging, auditing, and preventing catastrophic errors. By logging rejected options, Deliberate provides essential context for understanding agent behavior, improving reliability, and enhancing trust in autonomous systems. Its focus on teams using LangGraph or OpenAI Agents in production indicates a direct response to immediate enterprise pain points. This tool is vital for mitigating operational risks and accelerating the safe deployment of AI agents in sensitive or critical applications.
Proprietary Technical Taxonomy
PocketOS incident
DataTalks.Club incident
API call
prod volume
trace tools
LangGraph
OpenAI Agents
prod
Raw Developer Origin & Technical Request
Hacker News
Jun 1, 2026
Show HN: Deliberate – log what your agent rejected, not just what it ran
I'm building Deliberate in response to the PocketOS incident in April and the DataTalks.Club incident in February.
Jer Crane could see the API call that deleted his prod volume. He couldn't see that the agent had other options and picked the worst one. Trace tools show you what ran.
I wanted something that shows you what the agent was choosing between. Early access for teams running LangGraph or OpenAI Agents in prod.
Developer Debate & Comments
No active discussions extracted for this entry yet.
Frequently Asked Questions
Market intelligence mapped to Deliberate: A tool designed to log what an AI agent rejected, not just what it executed..
What problem does Deliberate: A tool designed to log what an AI agent rejected, not just what it executed. solve?
Based on our AI analysis of the original developer request, its primary technical positioning is: A solution to show what the agent was choosing between, addressing a critical gap in agent observability, particularly for teams running LangGraph or OpenAI Agents in production.
What are the foundational technologies related to Deliberate: A tool designed to log what an AI agent rejected, not just what it executed.?
Our proprietary extraction maps Deliberate: A tool designed to log what an AI agent rejected, not just what it executed. to adjacent architectural concepts including PocketOS incident, DataTalks.Club incident, API call, prod volume.
SaaS Metrics