OK, I've got it. I'll do that.
npx skills add https://github.com/ShaheerKhawaja/ProductionOS --skill pos-debug
Please help me install this Agent Skill. Skill: pos-debug Source: https://github.com/ShaheerKhawaja/ProductionOS/tree/main/skills/pos-debug Command: npx skills add https://github.com/ShaheerKhawaja/ProductionOS --skill pos-debug
Debugging complex failures often requires capturing context, patterns, and outcomes to avoid repeating mistakes. This Skill automates reproducing bugs, forming hypotheses, running tests, and applying fixes while accumulating a memory of recurring patterns.
Run the pos-debug skill with an action and a target to start diagnosing, fixing, or verifying a bug.
High-intent search queries and answers about installing and using this skill.
Debug recurring bugs by reproducing failures to establish a baseline, hypothesizing root causes using historical bug-pattern memory, and validating minimal fixes against regressions. This approach automates the diagnosis cycle while accumulating memory of recurring patterns to accelerate future resolution.
Bug-pattern memory is a local domain store that captures debugging context, patterns, and outcomes from past incidents. It helps fix recurring component failures by leveraging historical data to form root cause hypotheses faster, avoiding repeated mistakes during the debugging workflow.
Verify bug fixes and prevent regressions by applying minimal fixes and validating them against stored evaluation data. The process uses rubric-driven evaluation for each debugging action, ensuring fixes are confirmed through automated testing before resolution.
Yes, memory-driven debugging workflows require a local domain memory store at ~/.productionos/domains/pos-debug/. This store accumulates context and patterns from recurring bugs, enabling the system to hypothesize root causes based on past incidents and accelerate resolution.
The best way to diagnose complex failures is to reproduce them across environments to establish a reliable baseline, then hypothesize root causes using historical bug-pattern memory. This structured approach guides you from reproduction to verification with learning from past incidents.
Debugging workflows repeat mistakes when they fail to capture context, patterns, and outcomes from past incidents. Using bug-pattern memory automates the accumulation of this debugging history, allowing you to hypothesize root causes based on recurring patterns rather than starting fresh each time.
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