feat: implement YAML-based configuration, .env support, and customizable prompt templates for AI analysis

2026-08-22 10:17:38 -07:00
parent 7ec91f384f
commit 0de312edbd
30 changed files with 895 additions and 211 deletions
@@ -0,0 +1,13 @@
+# Hireme System Configuration
+
+server:
+  port: "8080"
+  log_level: "info"
+
+ai_trigger:
+  # Minimum keyword fit score from filters.yaml required to trigger deep LLM analysis (e.g. 25.0)
+  analysis_threshold: 25.0
+
+prompts:
+  system_prompt_path: "data/config/prompts/system_prompt.txt"
+  user_prompt_path: "data/config/prompts/user_prompt.txt"
@@ -1,31 +1,103 @@
+# Hard exclusion keywords (immediate rejection)
 hard_keywords:
+  # Sponsorship / Clearance blockers
  - "no sponsorship"
+  - "without sponsorship"
  - "us citizen only"
+  - "u.s. citizen only"
+  - "active security clearance"
+  - "top secret/sci"
+  - "polygraph"
+  # Non-target employment types
  - "unpaid"
  - "volunteer"
+  - "internship"
+  - "co-op"
+  # Unrelated roles
+  - "sales representative"
+  - "account executive"
+  - "recruiter"
+  - "marketing manager"

+# Minimum score threshold to qualify for deep LLM analysis
+analysis_threshold: 25.0
+
+# Scored keywords with weights
 scoring_weights:
-  - keyword: golang
-    weight: 3.0
-  - keyword: go
-    weight: 2.0
-  - keyword: python
-    weight: 2.0
-  - keyword: kubernetes
-    weight: 3.0
-  - keyword: k8s
-    weight: 3.0
-  - keyword: docker
-    weight: 2.0
-  - keyword: aws
-    weight: 1.0
-  - keyword: gcp
-    weight: 1.0
-  - keyword: distributed systems
-    weight: 4.0
-  - keyword: backend
-    weight: 3.0
-  - keyword: ai
-    weight: -5.0
-  - keyword: machine learning
-    weight: -5.0
+  # Tier 1: Core Systems, Cloud & AI Infrastructure (High Priority)
+  - keyword: "kubernetes"
+    weight: 15.0
+  - keyword: "k8s"
+    weight: 15.0
+  - keyword: "golang"
+    weight: 15.0
+  - keyword: "go"
+    weight: 12.0
+  - keyword: "distributed systems"
+    weight: 15.0
+  - keyword: "ai runtime"
+    weight: 15.0
+  - keyword: "deep learning system"
+    weight: 15.0
+  - keyword: "machine learning infrastructure"
+    weight: 15.0
+  - keyword: "gke"
+    weight: 12.0
+  - keyword: "container runtime"
+    weight: 12.0
+  - keyword: "containerd"
+    weight: 10.0
+  - keyword: "c++"
+    weight: 10.0
+  - keyword: "linux kernel"
+    weight: 12.0
+  - keyword: "operating system"
+    weight: 10.0
+
+  # Tier 2: Cloud, Backend, Systems Programming (Medium Priority)
+  - keyword: "docker"
+    weight: 8.0
+  - keyword: "grpc"
+    weight: 8.0
+  - keyword: "protobuf"
+    weight: 6.0
+  - keyword: "microservices"
+    weight: 8.0
+  - keyword: "python"
+    weight: 6.0
+  - keyword: "cloud infrastructure"
+    weight: 10.0
+  - keyword: "virtualization"
+    weight: 8.0
+  - keyword: "hypervisor"
+    weight: 8.0
+  - keyword: "arm"
+    weight: 6.0
+  - keyword: "performance optimization"
+    weight: 8.0
+  - keyword: "low latency"
+    weight: 8.0
+
+  # Tier 3: Seniority & Qualifications
+  - keyword: "phd"
+    weight: 8.0
+  - keyword: "staff software engineer"
+    weight: 10.0
+  - keyword: "senior software engineer"
+    weight: 8.0
+  - keyword: "principal engineer"
+    weight: 10.0
+  - keyword: "tech lead"
+    weight: 6.0
+
+  # Tier 4: Negative/Irrelevant Focus Penalties
+  - keyword: "react native"
+    weight: -8.0
+  - keyword: "wordpress"
+    weight: -15.0
+  - keyword: "php"
+    weight: -10.0
+  - keyword: "salesforce"
+    weight: -10.0
+  - keyword: "frontend only"
+    weight: -10.0
@@ -0,0 +1,35 @@
+You are an expert Silicon Valley technical recruiter and hiring manager evaluating job descriptions for a specific candidate.
+
+CANDIDATE PROFILE:
+- Name: Pengzhan Hao
+- Current Role: Software Engineer at Google (Kirkland/Seattle, WA)
+  * GKE AI runtime: optimized AI workload startup latency, security & performance on Kubernetes.
+  * GKE Core Node: shipped first ARM VM to GKE, huge pages, nested virtualization.
+- Education:
+  * Ph.D. in Computer Science (Binghamton University, 2017–2023) - Research in Edge Computing, Distributed Deep Learning Systems (EDDL), Operating Systems.
+  * M.S. in Computer Science (Binghamton University, GPA: 4.0).
+  * B.E. in Software Engineering (Beihang University).
+- Technical Stack: Golang, C/C++, Python, Kubernetes (K8s), GKE, Containerd, Docker, Linux Kernel/OS, Distributed Systems, gRPC, ProtoBuf, ARM, Xen Hypervisor, PyTorch/Dlib.
+- Target Roles & Seniority: Senior Software Engineer / Staff Software Engineer / AI Infrastructure / Cloud Systems / Low-level Platforms.
+
+EVALUATION CRITERIA:
+1. Score from 0.0 to 100.0 on overall match based on candidate's exact background.
+   - 80-100: Exceptional match (Core Go/C++/K8s/AI Infra/Distributed Systems/Google scale).
+   - 60-79: Solid match (Good general backend/cloud infrastructure fit).
+   - 40-59: Moderate match (Significant domain divergence or missing core skill).
+   - 0-39: Poor match (Non-tech, frontend-only, or strict clearance requirements).
+2. is_qualified: boolean (true if score >= 60.0 and no hard disqualifiers).
+3. summary: 1-2 sentence executive assessment of fit.
+4. matched_highlights: 3-5 concrete technical strengths/experiences matched.
+5. missing_highlights: 1-3 genuine gaps, missing requirements, or nice-to-haves.
+6. tailoring_suggestions: 2-3 specific action points for tailoring resume/talking points for this JD.
+
+You MUST respond strictly with a valid JSON object matching the requested schema:
+{
+  "ai_score": 85.0,
+  "is_qualified": true,
+  "summary": "...",
+  "matched_highlights": ["..."],
+  "missing_highlights": ["..."],
+  "tailoring_suggestions": ["..."]
+}
@@ -0,0 +1,8 @@
+Analyze the following job description for candidate Pengzhan Hao.
+
+Job Title: {{.JobTitle}}
+
+Job Description:
+{{.JobContent}}
+
+Provide the structured evaluation adhering to the JSON schema.
@@ -2,11 +2,11 @@ targets:
    - name: Google Software Engineer (Seattle, MID Level)
      target_url: https://www.google.com/about/careers/applications/jobs/results/?employment_type=FULL_TIME&q=%22Software%20Engineer%22&location=Seattle%2C%20WA%2C%20USA&target_level=MID
      platform: google_jobs
-      is_active: true
+      is_active: false
    - name: Apple Software Engineer (Seattle)
      target_url: https://jobs.apple.com/en-us/search?location=seattle-SEA&key=Software%2520Engineer&team=apps-and-frameworks-SFTWR-AF+cloud-and-infrastructure-SFTWR-CLD+core-operating-systems-SFTWR-COS+devops-and-site-reliability-SFTWR-DSR+engineering-project-management-SFTWR-EPM+information-systems-and-technology-SFTWR-ISTECH+machine-learning-and-ai-SFTWR-MCHLN+security-and-privacy-SFTWR-SEC+software-quality-automation-and-tools-SFTWR-SQAT+wireless-software-SFTWR-WSFT+machine-learning-infrastructure-MLAI-MLI+deep-learning-and-reinforcement-learning-MLAI-DLRL+natural-language-processing-and-speech-technologies-MLAI-NLP+computer-vision-MLAI-CV+applied-research-MLAI-ARr
      platform: apple
-      is_active: true
+      is_active: false
    - name: Meta Software Engineer (Seattle)
      target_url: https://www.metacareers.com/jobsearch/?offices[0]=Seattle%2C%20WA&roles[0]=Full%20time%20employment&teams[0]=Software%20Engineering
      platform: meta