Rank capabilities by risk and value while enforcing dependency DAG.
npx skills add https://github.com/Kohlex/autopilot-plugin --skill front-load
Please help me install this Agent Skill. Skill: front-load Source: https://github.com/Kohlex/autopilot-plugin/tree/main/skills/front-load Command: npx skills add https://github.com/Kohlex/autopilot-plugin --skill front-load
Front-load computes a hard, risk-aware build order for capabilities by ranking items with risk_score and value_score while enforcing the DAG floor from B14 (depends_on). It ensures high-risk items cannot precede their dependencies and surfaces show-stoppers for pre-commit review.
Analyze the product's capabilities.yaml with risk_score and value_score, then run the front-load engine to produce an order and spike list.
High-intent search queries and answers about installing and using this skill.
Compute a risk-aware build order by topologically sorting capabilities using dependency constraints, then ranking ready items by risk_score and value_score. This surfaces high-risk items early for de-risking before commitment.
Front-loading in architecture planning is ordering capabilities by risk and value while respecting dependency prerequisites. It ensures high-risk items are prioritized for early de-risking and cannot bypass their dependencies.
Identify high-risk capabilities by evaluating risk_score values in capabilities.yaml during the ordering process. The engine outputs a dedicated spikes list containing items that require de-risking prior to commitment.
Dependency DAG constraints enforce prerequisite floors so high-risk items cannot precede their dependencies. Within those constraints, the engine prioritizes items by risk_score first, then value_score, producing a deterministic sequence.
Capabilities.yaml must include risk_score and value_score fields for each capability, plus depends_on references defining the dependency DAG. The engine uses these overlays to compute the ordered capability list and spikes output.
Risk-first ordering is not suitable when capabilities lack quantified risk_score or value_score data, or when dependency relationships are undefined. Without these inputs, the engine cannot compute a deterministic build order or generate a spikes list.
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