Monday, July 13, 2026
ProAgent Provenance Logger
An SDK that wraps any AI agent framework (LangChain, CrewAI, etc.) and creates a tamper-evident, customer-controlled append-only log of every LLM call, tool use, and reasoning step, enabling auditability for SOC 2 and HIPAA compliance where agents make decisions.
Target Audience
Engineering leads at healthtech and fintech startups (15-100 people) building AI agents that handle patient data or financial transactions. Today they have no auditable trail of the agent’s internal decision process, so compliance officers block deployment.
Why Now
Dev.to article 'The Agent Faked a Test Log, Then Believed It' highlights real-world provenance failure; Hacker News post 'Mechanistic interpretability researchers applying causality theory to LLMs' shows demand for understanding AI decisions; Product Hunt 'Auriko — Trading desk for LLM calls' indicates LLMs are now used in high-stakes domains requiring trust.
Export to .md with a startup plan — implementation, monetization, first customers.
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