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[ARTICLE · art-48990] src=news.ycombinator.com ↗ pub= topic=ai-tools verified=true sentiment=↑ positive

Show HN: Tune agents trained on public data to work better with your code

A developer built Decispher, a tool that captures engineering context from platforms like Slack, Jira, and GitHub to feed AI agents, reducing token usage by 35-65% and improving code consistency across teams.

read1 min views1 publishedJul 7, 2026

I was working in a team of 10 people on a project. We kept running into inconsistency across the codebase because everyone prompted differently and got different results. We tried maintaining a skills.md file to fix it, but it wasn’t great.

So I built Decispher (decispher.com). Its main goal is to automatically capture engineering context from across different platforms and feed it to AI agents. It also records the decisions and assumptions agents make while coding, then surfaces them back to humans. Thereby acting as shared context layer.

I’ve been running it on our own repo. It’s been genuinely helpfulcu tting token usage by 35% on a well-documented repository (ADRs and all) and by 65% on a rougher one. The models now perform much more consistently and in line with our actual decisions.

Decispher currently connects to Slack, Jira, GitHub, GitLab, AI agents, and VS Code (or any fork). It also lets you copy context from one agent chat and paste it into another chat, agent, or machine.

Thanks

Comments URL: [https://news.ycombinator.com/item?id=48814010](https://news.ycombinator.com/item?id=48814010)

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