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Syllabi – Open-source agentic AI with tools, RAG, and multi-channel deploy

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Hacker News Tool AI Agent AI DevOps
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,
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Syllabi Logo
#### Source

Type: Hacker News Discussion Original Link: https://news.ycombinator.com/item?id=45795186 Publication Date: 2025-11-03

Author: achushankar


Summary
#

WHAT - Syllabi is an open-source platform for creating custom AI chatbots with knowledge bases, multi-app integrations, and omnichannel deployment.

WHY - It is relevant for AI business because it allows transforming documents and data into intelligent knowledge bases, solving the problem of quick and accurate access to information.

WHO - The main actors are developers, companies needing custom chatbots, and the open-source community.

WHERE - It positions itself in the AI chatbot solutions market, offering multi-app integrations and deployment across various channels.

WHEN - It is a consolidated solution, with growing trends due to the increasing demand for intelligent chatbots and omnichannel integrations.

BUSINESS IMPACT:

  • Opportunities: Integration with existing stack to improve operational efficiency and information access.
  • Risks: Competition with other open-source platforms and the need to keep integrations up-to-date.
  • Integration: Possible integration with REST APIs to extend the functionalities of existing chatbots.

TECHNICAL SUMMARY:

  • Core technology stack: Python and R languages, open-source frameworks, advanced retrieval models (RAG).
  • Scalability: High scalability thanks to open-source architecture and multi-app integrations.
  • Technical differentiators: Multi-format support, source citations, omnichannel deployment.

HACKER NEWS DISCUSSION: The discussion on Hacker News mainly highlighted the interest in the functionalities of the tools and APIs offered by Syllabi, with a focus on security and the platform’s architecture. The community appreciated the flexibility and the possibility of multi-app integration, but raised concerns about data security and implementation complexity. The general sentiment is positive, recognizing the platform’s potential, but with the need to address security and implementation challenges. The main themes that emerged were the use of tools, API integration, data security, and the solution’s architecture.


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

Third-Party Feedback
#

Community feedback: The HackerNews community commented with a focus on tools, APIs (7 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 2025-11-12 18:04 Original source: https://news.ycombinator.com/item?id=45795186

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