组合打分

%%{init: {"fontFamily": "Inter, sans-serif", "flowchart": {"rankSpacing": 35, "wrappingWidth": 300, "subGraphTitleMargin": {"top": 12, "bottom": 36}}}}%%
flowchart LR
    resume["candidate resume"]

    subgraph req["TypeSafe evaluates questions<br/>in parallel"]
        direction TB
        py["<b>Score:</b> Python depth"]
        lead["<b>Score:</b> team leadership"]
        arch["<b>Score:</b> system design"]
        general["<b>Score:</b> generalist"]
        %% Invisible links stack the questions; they are answered in parallel.
        py ~~~ lead ~~~ arch ~~~ general
    end

    resume -- "one request<br/>resume + 4 questions" --> req
    req -- "one response<br/>4 score answers" --> normalize["<b>normalize scores to 0–1</b><br/>divide each by 4 in your code"]
    normalize --> ic["<b>senior IC weights</b><br/>40% Python + 10% leadership<br/>40% design + 10% generalist"]
    normalize --> em["<b>engineering manager weights</b><br/>15% Python + 40% leadership<br/>20% design + 25% generalist"]
    ic --> rank["rank candidates<br/>for each role"]
    em --> rank

{
  "model": "jev-latest",
  "questions": {
    "python_depth": {
      "type": "score",
      "instructions": "How much depth of python experience does this candidate have, based on the supplied resume?",
      "criteria": [
        "No Python experience mentioned",
        "Mentioned but no detail",
        "Used in projects, some specifics",
        "Primary language, multiple projects",
        "Deep expertise: architecture, performance, libraries"
      ]
    },
    "team_leadership": {
      "type": "score",
      "instructions": "How much experience does this candidate have managing or leading engineering teams?",
      "criteria": [
        "No management experience mentioned",
        "Informal mentorship or tech lead role",
        "Led a small team or project",
        "Managed a team with direct reports",
        "Managed multiple teams or an engineering org"
      ]
    },
    "system_design": {
      "type": "score",
      "instructions": "How much experience does this candidate have designing large-scale or distributed systems?",
      "criteria": [
        "No architecture work mentioned",
        "Contributed to design discussions",
        "Designed components of a larger system",
        "Owned architecture of a significant system",
        "Designed systems at scale across multiple domains"
      ]
    },
    "generalist": {
      "type": "score",
      "instructions": "How much evidence is there that this candidate picks up unfamiliar tools, roles, or domains outside their core specialty?",
      "criteria": [
        "Only one domain or role mentioned",
        "Some variety but within a narrow field",
        "Worked across a few different areas or tech stacks",
        "Regularly moved between domains, wore many hats",
        "Track record of ramping up in unfamiliar areas and delivering"
      ]
    }
  }
}

py      = response.answers["python_depth"].score / 4
lead    = response.answers["team_leadership"].score / 4
arch    = response.answers["system_design"].score / 4
general = response.answers["generalist"].score / 4

# Senior IC
ic_score = (0.40 * py) + (0.10 * lead) + (0.40 * arch) + (0.10 * general)

# Engineering Manager
em_score = (0.15 * py) + (0.40 * lead) + (0.20 * arch) + (0.25 * general)