I'm commercializing Culprit, an AI-powered Jira analysis system that helps engineering teams turn messy issue activity into delivery intelligence.

Culprit helps teams understand delivery risks, sprint health, backlog quality, bottlenecks, and release readiness without spending hours manually reading Jira tickets and writing status reports.

Website: https://culprit.novax.fun
Contact: wxinxings@gmail.com

Culprit is built for engineering and product teams that want clearer visibility into what is actually happening across Jira.

It can help with:

• Delivery-risk analysis
• Sprint and backlog summaries
• Bottleneck detection
• Issue-quality analysis
• Release-readiness reports
• Automated engineering status updates
• Custom workflow intelligence for teams

The goal is simple: help teams see risks earlier, reduce manual reporting work, and make engineering execution easier to understand.

Culprit is powered by Sonechka, my self-developed AI agent engine.

Sonechka is focused on:

• Reliable long-running task execution
• Retrieval and evidence handling
• Memory and continuity
• Workflow automation
• Auditability and traceability
• Tool use with visible boundaries
• TUI and Telegram interaction surfaces

Sonechka is not a thin LLM wrapper. It is an agent runtime designed to make AI automation more useful, inspectable, and trustworthy.

I'm looking for early customers, pilot teams, and paid collaborations for Culprit.

I can help teams build:

• Custom Jira analysis automation
• AI-generated sprint, backlog, and release reports
• Delivery-risk and bottleneck detection
• Engineering workflow intelligence systems
• Internal AI agent automation
• Custom Culprit deployments for specific team workflows

If your team spends too much time reading Jira tickets, writing updates, or manually tracking delivery risks, Culprit can help automate that work.

Available for:

• Paid pilots
• Custom deployments
• Consulting projects
• Technical partnerships
• AI Agent / LLM engineering roles

I'm interested in opportunities around:

• AI Agent engineering
• LLM application infrastructure
• Developer productivity tools
• Workflow automation
• Retrieval and knowledge systems
• Applied AI product engineering

Rust · Python · TypeScript · LLMs · AI Agents · Jira · Retrieval · Automation · TUI · Telegram Bots · Developer Tools

• EasyTranslator - Multilingual CLI translation tool powered by LLM APIs.

Building AI systems that turn engineering work into clear, useful intelligence.