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Launch HN: Lucidic (YC W25) – Debug, test, and evaluate AI agents in production

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Part : Everything as Code: How We Manage Our Company In One Monorepo At Kasava, we've embraced the concept of "everything as code" to streamline our operations and ensure consistency across our projects. This approach allows us to manage our entire company within a single monorepo, providing a unified source of truth for all our configurations, infrastructure, and applications. **Why a Monorepo?** A monorepo offers several advantages: 1. **Unified Configuration**: All our settings, from development environments to production, are stored in one place. This makes it easier to maintain consistency and reduces the risk of configuration drift. 2. **Simplified Dependency Management**: With all our code in one repository, managing dependencies becomes more straightforward. We can easily track which versions of libraries and tools are being used across different projects. 3. **Enhanced Collaboration**: A single repository fosters better collaboration among team members. Everyone has access to the same codebase, making it easier to share knowledge and work together on projects. 4. **Consistent Build and Deployment Processes**: By standardizing our build and deployment processes, we ensure that all our applications follow the same best practices. This leads to more reliable and predictable deployments. **Our Monorepo Structure** Our monorepo is organized into several key directories: - **/config**: Contains all configuration files for various environments, including development, staging, and production. - **/infrastructure**: Houses the infrastructure as code (IaC) scripts for provisioning and managing our cloud resources. - **/apps**: Includes all our applications, both internal tools and customer-facing products. - **/lib**: Stores reusable libraries and modules that can be shared across different projects. - **/scripts**: Contains utility scripts for automating various tasks, such as data migrations and backups. **Tools and Technologies** To manage our monorepo effectively, we use a combination of tools and technologies: - **Version Control**: Git is our primary version control system, and we use GitHub for hosting our repositories. - **Continuous Integration/Continuous Deployment (CI/CD)**: We employ Jenkins for automating our build, test, and deployment processes. - **Infrastructure as Code (IaC)**: Terraform is our tool of choice for managing cloud infrastructure. - **Configuration Management**: Ansible is used for configuring and managing our servers and applications. - **Monitoring and Logging**: We use Prometheus and Grafana for monitoring,
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Type: Hacker News Discussion Original link: https://news.ycombinator.com/item?id=44735843 Publication date: 2025-07-30

Author: AbhinavX


Summary
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Lucidic AI
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WHAT - Lucidic AI is an interpretability tool for AI agents that facilitates debugging and monitoring of AI agents in production. It allows for visualizing execution traces, cumulative trends, evaluations, and failure modes.

WHY - It is relevant for AI business because it solves the problem of complexity in debugging AI agents, offering advanced tools for monitoring and evaluating agent performance.

WHO - The main actors are Abhinav, Andy, and Jeremy, founders of Lucidic AI, with experience in the field of NLP research at the Stanford AI Lab.

WHERE - It positions itself in the market of observability and interpretability platforms for AI agents, offering advanced solutions for debugging and monitoring.

WHEN - It is a relatively new product, recently launched, with a growth trend linked to the increasing complexity of AI agents in production.

BUSINESS IMPACT:

  • Opportunities: Integration with existing stacks to improve debugging and monitoring of AI agents, reducing development times and improving the quality of AI solutions.
  • Risks: Competition with traditional observability platforms that could quickly adapt to new market needs.
  • Integration: Possible integration with existing logging and monitoring tools, such as OpenTelemetry, to offer a complete observability solution.

TECHNICAL SUMMARY:

  • Core technology stack: Uses OpenTelemetry to transform agent logs into interactive visualizations, with clustering based on state and action embeddings.
  • Scalability: Supports managing large volumes of data through clustering and trajectory visualizations, allowing the analysis of hundreds of executions.
  • Technical differentiators: “Time traveling” to modify states and simulate outcomes, and “rubrics” for customized performance evaluations of agents.

HACKER NEWS DISCUSSION: The discussion on Hacker News mainly highlighted the tool’s utility and its ability to solve complex problems in debugging AI agents. The community appreciated Lucidic AI’s innovative approach to managing the complexity of AI agents, recognizing the tool’s value in improving debugging and monitoring efficiency. The overall sentiment is positive, with a focus on the tool’s practicality and effectiveness in solving real problems. The main themes that emerged concern the tool’s functionality, intuitive design, and solving specific problems related to debugging AI agents.


Use Cases
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  • Private AI Stack: Integration in proprietary pipelines
  • Client Solutions: Implementation for client projects
  • Development Acceleration: Reduction in project time-to-market
  • Strategic Intelligence: Input for technological roadmap
  • Competitive Analysis: Monitoring AI ecosystem

Third-Party Feedback
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Community feedback: The HackerNews community commented with a focus on the tool and design (14 comments).

Full discussion


Resources
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Original Links #


Article suggested and selected by the Human Technology eXcellence team, elaborated through artificial intelligence (in this case with LLM HTX-EU-Mistral3.1Small) on 2025-09-04 19:31 Original source: https://news.ycombinator.com/item?id=44735843

Related Articles #

Articoli Interessanti - This article is part of a series.
Part : Everything as Code: How We Manage Our Company In One Monorepo At Kasava, we've embraced the concept of "everything as code" to streamline our operations and ensure consistency across our projects. This approach allows us to manage our entire company within a single monorepo, providing a unified source of truth for all our configurations, infrastructure, and applications. **Why a Monorepo?** A monorepo offers several advantages: 1. **Unified Configuration**: All our settings, from development environments to production, are stored in one place. This makes it easier to maintain consistency and reduces the risk of configuration drift. 2. **Simplified Dependency Management**: With all our code in one repository, managing dependencies becomes more straightforward. We can easily track which versions of libraries and tools are being used across different projects. 3. **Enhanced Collaboration**: A single repository fosters better collaboration among team members. Everyone has access to the same codebase, making it easier to share knowledge and work together on projects. 4. **Consistent Build and Deployment Processes**: By standardizing our build and deployment processes, we ensure that all our applications follow the same best practices. This leads to more reliable and predictable deployments. **Our Monorepo Structure** Our monorepo is organized into several key directories: - **/config**: Contains all configuration files for various environments, including development, staging, and production. - **/infrastructure**: Houses the infrastructure as code (IaC) scripts for provisioning and managing our cloud resources. - **/apps**: Includes all our applications, both internal tools and customer-facing products. - **/lib**: Stores reusable libraries and modules that can be shared across different projects. - **/scripts**: Contains utility scripts for automating various tasks, such as data migrations and backups. **Tools and Technologies** To manage our monorepo effectively, we use a combination of tools and technologies: - **Version Control**: Git is our primary version control system, and we use GitHub for hosting our repositories. - **Continuous Integration/Continuous Deployment (CI/CD)**: We employ Jenkins for automating our build, test, and deployment processes. - **Infrastructure as Code (IaC)**: Terraform is our tool of choice for managing cloud infrastructure. - **Configuration Management**: Ansible is used for configuring and managing our servers and applications. - **Monitoring and Logging**: We use Prometheus and Grafana for monitoring,
Part : This Article