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

.gitignore

@@ -1,3 +1,4 @@
 data/db
 vendor/
-build/
+build/
+.env

cmd/hireme/main.go

@@ -63,7 +63,7 @@ func newRootCmd() *cobra.Command {
 			}
 
 			// 4. Initialize Worker Pool
-			pool := worker.NewWorkerPool(database, llmAnalyzer, 3, filterCfg)
+			pool := worker.NewWorkerPool(database, llmAnalyzer, 3, cfg.AnalysisThreshold, filterCfg)
 			pool.Start() // Auto start the worker pool
 
 			// Setup UI Server & Routes

data/config/config.yaml

@@ -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"

data/config/filters.yaml

@@ -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

data/config/prompts/system_prompt.txt

@@ -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": ["..."]
+}

data/config/prompts/user_prompt.txt

@@ -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.

data/config/targets.yaml

@@ -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

internal/analyzer/analyzer.go

@@ -9,6 +9,9 @@ import (
 )
 
 type AnalysisOutput struct {
+	AIScore              float64  `json:"ai_score"`
+	IsQualified          bool     `json:"is_qualified"`
+	Summary              string   `json:"summary"`
 	MatchedHighlights    []string `json:"matched_highlights"`
 	MissingHighlights    []string `json:"missing_highlights"`
 	TailoringSuggestions []string `json:"tailoring_suggestions"`
@@ -25,12 +28,12 @@ func NewAnalyzer(cfg *config.Config) (LLMAnalyzer, error) {
 		if cfg.GeminiAPIKey == "" {
 			return nil, fmt.Errorf("GEMINI_API_KEY is required for provider 'gemini'")
 		}
-		return NewGeminiAnalyzer(cfg.GeminiAPIKey), nil
+		return NewGeminiAnalyzer(cfg.GeminiAPIKey, cfg.SystemPrompt, cfg.UserPrompt), nil
 	case "deepseek":
 		if cfg.DeepSeekAPIKey == "" {
 			return nil, fmt.Errorf("DEEPSEEK_API_KEY is required for provider 'deepseek'")
 		}
-		return NewDeepSeekAnalyzer(cfg.DeepSeekAPIKey, cfg.DeepSeekBaseURL), nil
+		return NewDeepSeekAnalyzer(cfg.DeepSeekAPIKey, cfg.DeepSeekBaseURL, cfg.SystemPrompt, cfg.UserPrompt), nil
 	case "mock":
 		return NewMockAnalyzer(), nil
 	default:

internal/analyzer/analyzer_test.go

@@ -0,0 +1,50 @@
+package analyzer
+
+import (
+	"context"
+	"testing"
+)
+
+func TestCleanJSONResponse(t *testing.T) {
+	cases := []struct {
+		input    string
+		expected string
+	}{
+		{
+			input:    "```json\n{\"ai_score\": 90}\n```",
+			expected: "{\"ai_score\": 90}",
+		},
+		{
+			input:    "```\n{\"ai_score\": 85}\n```",
+			expected: "{\"ai_score\": 85}",
+		},
+		{
+			input:    "{\"ai_score\": 95}",
+			expected: "{\"ai_score\": 95}",
+		},
+	}
+
+	for _, c := range cases {
+		out := cleanJSONResponse(c.input)
+		if out != c.expected {
+			t.Errorf("cleanJSONResponse(%q) = %q, expected %q", c.input, out, c.expected)
+		}
+	}
+}
+
+func TestMockAnalyzer(t *testing.T) {
+	mock := NewMockAnalyzer()
+	res, err := mock.AnalyzeJD(context.Background(), "Senior AI Infrastructure Engineer", "Building GKE and K8s runtimes.")
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+	if res.AIScore <= 0 {
+		t.Errorf("expected positive AI score, got %f", res.AIScore)
+	}
+	if !res.IsQualified {
+		t.Errorf("expected IsQualified=true, got false")
+	}
+	if len(res.MatchedHighlights) == 0 {
+		t.Errorf("expected matched highlights to not be empty")
+	}
+}

internal/analyzer/deepseek.go

@@ -12,38 +12,48 @@ import (
 )
 
 type DeepSeekAnalyzer struct {
-	apiKey  string
-	baseURL string
-	client  *http.Client
+	apiKey             string
+	baseURL            string
+	systemPrompt       string
+	userPromptTemplate string
+	client             *http.Client
 }
 
-func NewDeepSeekAnalyzer(apiKey, baseURL string) *DeepSeekAnalyzer {
+func NewDeepSeekAnalyzer(apiKey, baseURL, systemPrompt, userPromptTemplate string) *DeepSeekAnalyzer {
 	if baseURL == "" {
 		baseURL = "https://api.deepseek.com"
 	}
 	return &DeepSeekAnalyzer{
-		apiKey:  apiKey,
-		baseURL: strings.TrimRight(baseURL, "/"),
-		client:  &http.Client{Timeout: 30 * time.Second},
+		apiKey:             apiKey,
+		baseURL:            strings.TrimRight(baseURL, "/"),
+		systemPrompt:       systemPrompt,
+		userPromptTemplate: userPromptTemplate,
+		client:             &http.Client{Timeout: 30 * time.Second},
 	}
 }
 
-func (d *DeepSeekAnalyzer) AnalyzeJD(ctx context.Context, jobTitle, rawContent string) (*AnalysisOutput, error) {
-	prompt := fmt.Sprintf(`You are an expert technical resume screener. Analyze the following job description for the title "%s".
-Provide a structured JSON output with 3 fields:
-- "matched_highlights": list of 3-5 core technical skills/requirements matched (e.g. ["Go (Golang)", "Microservices", "REST APIs"]).
-- "missing_highlights": list of 1-3 missing skills, experience gaps, or extra requirements (e.g. ["10+ yrs experience", "Kubernetes administration"]).
-- "tailoring_suggestions": list of 2-3 specific action points for tailoring a resume to this JD.
+func (d *DeepSeekAnalyzer) buildUserPrompt(jobTitle, rawContent string) string {
+	if d.userPromptTemplate == "" {
+		return fmt.Sprintf("Analyze the following job description for candidate Pengzhan Hao.\n\nJob Title: %s\n\nJob Description:\n%s\n\nProvide the structured evaluation adhering to the JSON schema.", jobTitle, rawContent)
+	}
+	res := strings.ReplaceAll(d.userPromptTemplate, "{{.JobTitle}}", jobTitle)
+	res = strings.ReplaceAll(res, "{{.JobContent}}", rawContent)
+	return res
+}
 
-Job Title: %s
-Job Content:
-%s`, jobTitle, jobTitle, rawContent)
+func (d *DeepSeekAnalyzer) AnalyzeJD(ctx context.Context, jobTitle, rawContent string) (*AnalysisOutput, error) {
+	sysPrompt := d.systemPrompt
+	if sysPrompt == "" {
+		sysPrompt = "You are an expert technical resume screener. You MUST respond with a valid JSON object matching {\"ai_score\": 80.0, \"is_qualified\": true, \"summary\": \"...\", \"matched_highlights\": [...], \"missing_highlights\": [...], \"tailoring_suggestions\": [...]}."
+	}
+
+	userPrompt := d.buildUserPrompt(jobTitle, rawContent)
 
 	reqBody := map[string]interface{}{
 		"model": "deepseek-chat",
 		"messages": []map[string]string{
-			{"role": "system", "content": "You are a professional hiring assistant. You MUST respond ONLY with valid JSON matching {\"matched_highlights\": [...], \"missing_highlights\": [...], \"tailoring_suggestions\": [...]}."},
-			{"role": "user", "content": prompt},
+			{"role": "system", "content": sysPrompt},
+			{"role": "user", "content": userPrompt},
 		},
 		"response_format": map[string]string{
 			"type": "json_object",
@@ -99,7 +109,28 @@ Job Content:
 
 	var output AnalysisOutput
 	if err := json.Unmarshal([]byte(rawJSON), &output); err != nil {
-		return nil, fmt.Errorf("failed to parse DeepSeek JSON output: %w", err)
+		return nil, fmt.Errorf("failed to parse DeepSeek JSON output: %w (content: %s)", err, rawJSON)
+	}
+
+	// Sanitize output bounds
+	if output.AIScore < 0 {
+		output.AIScore = 0
+	} else if output.AIScore > 100 {
+		output.AIScore = 100
+	}
+
+	if output.AIScore >= 60.0 {
+		output.IsQualified = true
+	}
+
+	if output.MatchedHighlights == nil {
+		output.MatchedHighlights = []string{}
+	}
+	if output.MissingHighlights == nil {
+		output.MissingHighlights = []string{}
+	}
+	if output.TailoringSuggestions == nil {
+		output.TailoringSuggestions = []string{}
 	}
 
 	return &output, nil

internal/analyzer/gemini.go

@@ -7,40 +7,49 @@ import (
 	"fmt"
 	"io"
 	"net/http"
+	"strings"
 	"time"
 )
 
 type GeminiAnalyzer struct {
-	apiKey string
-	client *http.Client
+	apiKey             string
+	systemPrompt       string
+	userPromptTemplate string
+	client             *http.Client
 }
 
-func NewGeminiAnalyzer(apiKey string) *GeminiAnalyzer {
+func NewGeminiAnalyzer(apiKey, systemPrompt, userPromptTemplate string) *GeminiAnalyzer {
 	return &GeminiAnalyzer{
-		apiKey: apiKey,
-		client: &http.Client{Timeout: 30 * time.Second},
+		apiKey:             apiKey,
+		systemPrompt:       systemPrompt,
+		userPromptTemplate: userPromptTemplate,
+		client:             &http.Client{Timeout: 30 * time.Second},
 	}
 }
 
+func (g *GeminiAnalyzer) buildUserPrompt(jobTitle, rawContent string) string {
+	if g.userPromptTemplate == "" {
+		return fmt.Sprintf("Analyze the following job description for candidate Pengzhan Hao.\n\nJob Title: %s\n\nJob Content:\n%s\n\nRespond with structured JSON.", jobTitle, rawContent)
+	}
+	res := strings.ReplaceAll(g.userPromptTemplate, "{{.JobTitle}}", jobTitle)
+	res = strings.ReplaceAll(res, "{{.JobContent}}", rawContent)
+	return res
+}
+
 func (g *GeminiAnalyzer) AnalyzeJD(ctx context.Context, jobTitle, rawContent string) (*AnalysisOutput, error) {
-	prompt := fmt.Sprintf(`You are an expert technical resume screener. Analyze the following job description for the title "%s".
-Provide a structured JSON output with 3 fields:
-- "matched_highlights": list of 3-5 core technical skills/requirements matched (e.g. ["Go (Golang)", "Microservices", "REST APIs"]).
-- "missing_highlights": list of 1-3 missing skills, experience gaps, or extra requirements (e.g. ["10+ yrs experience", "Kubernetes administration"]).
-- "tailoring_suggestions": list of 2-3 specific action points for tailoring a resume to this JD.
+	sysPrompt := g.systemPrompt
+	if sysPrompt == "" {
+		sysPrompt = "You are an expert technical resume screener. Respond STRICTLY with valid JSON matching {\"ai_score\": 85.0, \"is_qualified\": true, \"summary\": \"...\", \"matched_highlights\": [...], \"missing_highlights\": [...], \"tailoring_suggestions\": [...]}."
+	}
 
-Job Title: %s
-Job Content:
-%s
-
-Respond STRICTLY with valid JSON matching the format:
-{"matched_highlights": [...], "missing_highlights": [...], "tailoring_suggestions": [...]}`, jobTitle, jobTitle, rawContent)
+	userPrompt := g.buildUserPrompt(jobTitle, rawContent)
+	fullPrompt := fmt.Sprintf("%s\n\n%s", sysPrompt, userPrompt)
 
 	reqBody := map[string]interface{}{
 		"contents": []map[string]interface{}{
 			{
 				"parts": []map[string]string{
-					{"text": prompt},
+					{"text": fullPrompt},
 				},
 			},
 		},
@@ -102,5 +111,15 @@ Respond STRICTLY with valid JSON matching the format:
 		return nil, fmt.Errorf("failed to parse Gemini JSON output: %w", err)
 	}
 
+	if output.AIScore < 0 {
+		output.AIScore = 0
+	} else if output.AIScore > 100 {
+		output.AIScore = 100
+	}
+
+	if output.AIScore >= 60.0 {
+		output.IsQualified = true
+	}
+
 	return &output, nil
 }

internal/analyzer/mock.go

@@ -10,11 +10,13 @@ func NewMockAnalyzer() *MockAnalyzer {
 	return &MockAnalyzer{}
 }
 
-// AnalyzeJD returns empty slices for mock provider so no fake mock text is injected into side panel during debug
 func (m *MockAnalyzer) AnalyzeJD(ctx context.Context, jobTitle, rawContent string) (*AnalysisOutput, error) {
 	return &AnalysisOutput{
-		MatchedHighlights:    []string{},
+		AIScore:              75.0,
+		IsQualified:          true,
+		Summary:              "Mock analysis: relevant systems and distributed infrastructure role.",
+		MatchedHighlights:    []string{"Golang", "Distributed Systems", "Kubernetes"},
 		MissingHighlights:    []string{},
-		TailoringSuggestions: []string{},
+		TailoringSuggestions: []string{"Highlight Google GKE runtime experience."},
 	}, nil
 }

internal/config/config.go

@@ -5,18 +5,72 @@ import (
 	"strings"
 
 	"github.com/spf13/pflag"
+	"gopkg.in/yaml.v3"
 )
 
+type AppConfigFile struct {
+	Server struct {
+		Port     string `yaml:"port"`
+		LogLevel string `yaml:"log_level"`
+	} `yaml:"server"`
+	AITrigger struct {
+		AnalysisThreshold float64 `yaml:"analysis_threshold"`
+	} `yaml:"ai_trigger"`
+	Prompts struct {
+		SystemPromptPath string `yaml:"system_prompt_path"`
+		UserPromptPath   string `yaml:"user_prompt_path"`
+	} `yaml:"prompts"`
+}
+
 type Config struct {
-	Port            string
-	DBPath          string
-	TargetConfig    string
-	FilterConfig    string
-	LogLevel        string
-	LLMProvider     string // "gemini", "deepseek", "mock"
-	GeminiAPIKey    string
-	DeepSeekAPIKey  string
-	DeepSeekBaseURL string
+	Port              string
+	DBPath            string
+	TargetConfig      string
+	FilterConfig      string
+	AppConfig         string
+	LogLevel          string
+	LLMProvider       string // "gemini", "deepseek", "mock"
+	GeminiAPIKey      string
+	DeepSeekAPIKey    string
+	DeepSeekBaseURL   string
+	AnalysisThreshold float64
+	SystemPromptPath  string
+	UserPromptPath    string
+	SystemPrompt      string
+	UserPrompt        string
+}
+
+func init() {
+	LoadEnvFile(".env")
+}
+
+// LoadEnvFile parses a simple KEY=VALUE .env file if it exists without overriding existing env vars
+func LoadEnvFile(filenames ...string) {
+	if len(filenames) == 0 {
+		filenames = []string{".env"}
+	}
+	for _, filename := range filenames {
+		data, err := os.ReadFile(filename)
+		if err != nil {
+			continue
+		}
+		lines := strings.Split(string(data), "\n")
+		for _, line := range lines {
+			line = strings.TrimSpace(line)
+			if line == "" || strings.HasPrefix(line, "#") {
+				continue
+			}
+			parts := strings.SplitN(line, "=", 2)
+			if len(parts) == 2 {
+				key := strings.TrimSpace(parts[0])
+				val := strings.TrimSpace(parts[1])
+				val = strings.Trim(val, `"'`)
+				if os.Getenv(key) == "" {
+					os.Setenv(key, val)
+				}
+			}
+		}
+	}
 }
 
 func RegisterFlags(flags *pflag.FlagSet) *Config {
@@ -26,21 +80,71 @@ func RegisterFlags(flags *pflag.FlagSet) *Config {
 	flags.StringVarP(&cfg.DBPath, "db", "d", getEnvOrDefault("DB_PATH", "data/db/hireme.db"), "Path to database file")
 	flags.StringVarP(&cfg.TargetConfig, "target-config", "c", getEnvOrDefault("TARGET_CONFIG", "data/config/targets.yaml"), "Path to targets YAML file")
 	flags.StringVarP(&cfg.FilterConfig, "filter-config", "f", getEnvOrDefault("FILTER_CONFIG", "data/config/filters.yaml"), "Path to filters YAML file")
+	flags.StringVar(&cfg.AppConfig, "app-config", getEnvOrDefault("APP_CONFIG", "data/config/config.yaml"), "Path to app YAML config file")
 	flags.StringVar(&cfg.LogLevel, "log-level", getEnvOrDefault("LOG_LEVEL", "info"), "Logging level (trace, debug, info, error)")
 	flags.StringVarP(&cfg.LLMProvider, "llm-provider", "l", getEnvOrDefault("LLM_PROVIDER", ""), "Active LLM Provider (gemini, deepseek, mock)")
 	flags.StringVar(&cfg.GeminiAPIKey, "gemini-api-key", os.Getenv("GEMINI_API_KEY"), "Gemini API Key")
 	flags.StringVar(&cfg.DeepSeekAPIKey, "deepseek-api-key", os.Getenv("DEEPSEEK_API_KEY"), "DeepSeek API Key")
 	flags.StringVar(&cfg.DeepSeekBaseURL, "deepseek-base-url", getEnvOrDefault("DEEPSEEK_BASE_URL", "https://api.deepseek.com"), "DeepSeek Base URL")
+	flags.Float64Var(&cfg.AnalysisThreshold, "analysis-threshold", 25.0, "Threshold score from filter to trigger LLM analysis")
 
 	return cfg
 }
 
 func (c *Config) Normalize() {
+	// Re-check env vars in case .env was loaded after initial flag binding
+	if c.DeepSeekAPIKey == "" {
+		c.DeepSeekAPIKey = os.Getenv("DEEPSEEK_API_KEY")
+	}
+	if c.GeminiAPIKey == "" {
+		c.GeminiAPIKey = os.Getenv("GEMINI_API_KEY")
+	}
+
+	// Load data/config/config.yaml if present
+	if c.AppConfig != "" {
+		if data, err := os.ReadFile(c.AppConfig); err == nil {
+			var appCfg AppConfigFile
+			if err := yaml.Unmarshal(data, &appCfg); err == nil {
+				if appCfg.Server.Port != "" && c.Port == "8080" {
+					c.Port = appCfg.Server.Port
+				}
+				if appCfg.Server.LogLevel != "" && c.LogLevel == "info" {
+					c.LogLevel = appCfg.Server.LogLevel
+				}
+				if appCfg.AITrigger.AnalysisThreshold > 0 {
+					c.AnalysisThreshold = appCfg.AITrigger.AnalysisThreshold
+				}
+				if appCfg.Prompts.SystemPromptPath != "" {
+					c.SystemPromptPath = appCfg.Prompts.SystemPromptPath
+				}
+				if appCfg.Prompts.UserPromptPath != "" {
+					c.UserPromptPath = appCfg.Prompts.UserPromptPath
+				}
+			}
+		}
+	}
+
+	if c.SystemPromptPath == "" {
+		c.SystemPromptPath = "data/config/prompts/system_prompt.txt"
+	}
+	if c.UserPromptPath == "" {
+		c.UserPromptPath = "data/config/prompts/user_prompt.txt"
+	}
+
+	// Load prompt contents from files
+	if promptData, err := os.ReadFile(c.SystemPromptPath); err == nil {
+		c.SystemPrompt = strings.TrimSpace(string(promptData))
+	}
+	if userPromptData, err := os.ReadFile(c.UserPromptPath); err == nil {
+		c.UserPrompt = strings.TrimSpace(string(userPromptData))
+	}
+
+	// Determine LLM provider
 	if c.LLMProvider == "" {
-		if c.GeminiAPIKey != "" {
-			c.LLMProvider = "gemini"
-		} else if c.DeepSeekAPIKey != "" {
+		if c.DeepSeekAPIKey != "" {
 			c.LLMProvider = "deepseek"
+		} else if c.GeminiAPIKey != "" {
+			c.LLMProvider = "gemini"
 		} else {
 			c.LLMProvider = "mock"
 		}

internal/config/config_test.go

@@ -0,0 +1,46 @@
+package config
+
+import (
+	"os"
+	"path/filepath"
+	"testing"
+)
+
+func TestConfigLoadEnvAndAppConfig(t *testing.T) {
+	tempDir := t.TempDir()
+	envPath := filepath.Join(tempDir, ".env")
+	configYAMLPath := filepath.Join(tempDir, "config.yaml")
+
+	_ = os.WriteFile(envPath, []byte("TEST_SECRET_KEY=12345\nDEEPSEEK_API_KEY=test-sk-key\n"), 0644)
+	_ = os.WriteFile(configYAMLPath, []byte(`
+server:
+  port: "9090"
+  log_level: "debug"
+ai_trigger:
+  analysis_threshold: 35.0
+prompts:
+  system_prompt_path: "sys.txt"
+`), 0644)
+
+	LoadEnvFile(envPath)
+	if os.Getenv("TEST_SECRET_KEY") != "12345" {
+		t.Errorf("expected TEST_SECRET_KEY to be 12345, got %q", os.Getenv("TEST_SECRET_KEY"))
+	}
+
+	cfg := &Config{
+		Port:      "8080",
+		LogLevel:  "info",
+		AppConfig: configYAMLPath,
+	}
+	cfg.Normalize()
+
+	if cfg.Port != "9090" {
+		t.Errorf("expected port 9090 from config.yaml, got %s", cfg.Port)
+	}
+	if cfg.AnalysisThreshold != 35.0 {
+		t.Errorf("expected analysis threshold 35.0, got %f", cfg.AnalysisThreshold)
+	}
+	if cfg.LLMProvider != "deepseek" {
+		t.Errorf("expected LLMProvider to be deepseek, got %s", cfg.LLMProvider)
+	}
+}

internal/config/filters.go

@@ -9,8 +9,9 @@ import (
 )
 
 type FilterConfig struct {
-	HardKeywords   []string               `yaml:"hard_keywords"`
-	ScoringWeights []filter.KeywordWeight `yaml:"scoring_weights"`
+	HardKeywords      []string               `yaml:"hard_keywords"`
+	AnalysisThreshold float64                `yaml:"analysis_threshold"`
+	ScoringWeights    []filter.KeywordWeight `yaml:"scoring_weights"`
 }
 
 func LoadFilterConfig(path string) (*FilterConfig, error) {
@@ -20,6 +21,8 @@ func LoadFilterConfig(path string) (*FilterConfig, error) {
 	}
 
 	var cfg FilterConfig
+	// Default threshold if not specified
+	cfg.AnalysisThreshold = 25.0
 	if err := yaml.Unmarshal(data, &cfg); err != nil {
 		return nil, fmt.Errorf("failed to unmarshal filter config: %w", err)
 	}

internal/db/db.go

@@ -62,8 +62,10 @@ func (db *DB) migrate() error {
 	CREATE TABLE IF NOT EXISTS job_analyses (
 		id INTEGER PRIMARY KEY AUTOINCREMENT,
 		raw_job_id INTEGER UNIQUE NOT NULL REFERENCES raw_jobs(id) ON DELETE CASCADE,
+		filter_score REAL DEFAULT 0.0,
 		score REAL DEFAULT 0.0,
 		is_qualified BOOLEAN NOT NULL DEFAULT 0,
+		summary TEXT,
 		matched_highlights JSON,
 		missing_highlights JSON,
 		tailoring_suggestions JSON,
@@ -125,5 +127,40 @@ func (db *DB) migrate() error {
 		}
 	}
 
+	// Dynamic migration for job_analyses: check if filter_score and summary exist
+	var hasFilterScore, hasSummary bool
+	rowsA, err := db.Query(`PRAGMA table_info(job_analyses)`)
+	if err == nil {
+		for rowsA.Next() {
+			var cid int
+			var name, ctype string
+			var notnull, pk int
+			var dfltValue sql.NullString
+			if err := rowsA.Scan(&cid, &name, &ctype, &notnull, &dfltValue, &pk); err == nil {
+				if name == "filter_score" {
+					hasFilterScore = true
+				}
+				if name == "summary" {
+					hasSummary = true
+				}
+			}
+		}
+		_ = rowsA.Close()
+	}
+
+	if !hasFilterScore {
+		if _, err := db.Exec(`ALTER TABLE job_analyses ADD COLUMN filter_score REAL DEFAULT 0.0`); err != nil {
+			logger.Log.Warnw("Failed to add filter_score column", "component", "DB", "error", err)
+		} else {
+			_, _ = db.Exec(`UPDATE job_analyses SET filter_score = score WHERE filter_score IS NULL OR filter_score = 0.0`)
+		}
+	}
+
+	if !hasSummary {
+		if _, err := db.Exec(`ALTER TABLE job_analyses ADD COLUMN summary TEXT`); err != nil {
+			logger.Log.Warnw("Failed to add summary column", "component", "DB", "error", err)
+		}
+	}
+
 	return nil
 }

internal/db/models.go

@@ -41,12 +41,14 @@ type Task struct {
 type JobAnalysis struct {
 	ID                   int64      `json:"id"`
 	RawJobID             int64      `json:"raw_job_id"`
+	FilterScore          float64    `json:"filter_score"`
 	Score                float64    `json:"score"`
 	IsQualified          bool       `json:"is_qualified"`
+	Summary              string     `json:"summary"`
 	MatchedHighlights    string     `json:"matched_highlights"`    // JSON array string
 	MissingHighlights    string     `json:"missing_highlights"`    // JSON array string
 	TailoringSuggestions string     `json:"tailoring_suggestions"` // JSON array string
-	Status               string     `json:"status"`               // 'PENDING', 'PARSED', 'FILTERED_OUT', 'FAILED'
+	Status               string     `json:"status"`               // 'PENDING', 'PARSED', 'FILTERED_OUT', 'REJECTED', 'FAILED'
 	AnalyzedAt           *time.Time `json:"analyzed_at"`
 }
 

internal/db/queries.go

@@ -10,11 +10,11 @@ import (
 )
 
 // Target Queries
-func (db *DB) CreateTarget(name, targetURL, platform string) (*SearchTarget, error) {
-	query := `INSERT INTO search_targets (name, target_url, platform, is_active) VALUES (?, ?, ?, 1) RETURNING id, name, target_url, platform, is_active, last_crawled_at`
+func (db *DB) CreateTarget(name, targetURL, platform string, isActive bool) (*SearchTarget, error) {
+	query := `INSERT INTO search_targets (name, target_url, platform, is_active) VALUES (?, ?, ?, ?) RETURNING id, name, target_url, platform, is_active, last_crawled_at`
 	var target SearchTarget
 	var lastCrawled sql.NullTime
-	err := db.QueryRow(query, name, targetURL, platform).Scan(
+	err := db.QueryRow(query, name, targetURL, platform, isActive).Scan(
 		&target.ID, &target.Name, &target.TargetURL, &target.Platform, &target.IsActive, &lastCrawled,
 	)
 	if err != nil {
@@ -78,6 +78,12 @@ func (db *DB) ToggleTargetStatus(id int64) error {
 	return err
 }
 
+func (db *DB) SetTargetActive(id int64, isActive bool) error {
+	query := `UPDATE search_targets SET is_active = ? WHERE id = ?`
+	_, err := db.Exec(query, isActive, id)
+	return err
+}
+
 func (db *DB) UpdateTargetCrawledAt(id int64) error {
 	query := `UPDATE search_targets SET last_crawled_at = CURRENT_TIMESTAMP WHERE id = ?`
 	_, err := db.Exec(query, id)
@@ -408,49 +414,59 @@ func tokenizeToVector(text string) map[string]int {
 }
 
 // Job Analyses Queries
-func (db *DB) CreateJobAnalysis(rawJobID int64, score float64, isQualified bool, status string) error {
+func (db *DB) CreateJobAnalysis(rawJobID int64, filterScore, score float64, isQualified bool, status string) error {
 	query := `
-	INSERT INTO job_analyses (raw_job_id, score, is_qualified, status)
-	VALUES (?, ?, ?, ?)
-	ON CONFLICT(raw_job_id) DO UPDATE SET score=excluded.score, is_qualified=excluded.is_qualified, status=excluded.status
+	INSERT INTO job_analyses (raw_job_id, filter_score, score, is_qualified, status)
+	VALUES (?, ?, ?, ?, ?)
+	ON CONFLICT(raw_job_id) DO UPDATE SET filter_score=excluded.filter_score, score=excluded.score, is_qualified=excluded.is_qualified, status=excluded.status
 	`
-	_, err := db.Exec(query, rawJobID, score, isQualified, status)
+	_, err := db.Exec(query, rawJobID, filterScore, score, isQualified, status)
 	return err
 }
 
-func (db *DB) CreateJobAnalysisFull(rawJobID int64, score float64, isQualified bool, matched, missing, tailoring, status string) error {
+func (db *DB) CreateJobAnalysisFull(rawJobID int64, filterScore, score float64, isQualified bool, summary, matched, missing, tailoring, status string) error {
 	query := `
-		INSERT INTO job_analyses (raw_job_id, score, is_qualified, matched_highlights, missing_highlights, tailoring_suggestions, status, analyzed_at) 
-		VALUES (?, ?, ?, ?, ?, ?, ?, CURRENT_TIMESTAMP)
+		INSERT INTO job_analyses (raw_job_id, filter_score, score, is_qualified, summary, matched_highlights, missing_highlights, tailoring_suggestions, status, analyzed_at) 
+		VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, CURRENT_TIMESTAMP)
+		ON CONFLICT(raw_job_id) DO UPDATE SET 
+			filter_score=excluded.filter_score,
+			score=excluded.score,
+			is_qualified=excluded.is_qualified,
+			summary=excluded.summary,
+			matched_highlights=excluded.matched_highlights,
+			missing_highlights=excluded.missing_highlights,
+			tailoring_suggestions=excluded.tailoring_suggestions,
+			status=excluded.status,
+			analyzed_at=CURRENT_TIMESTAMP
 	`
-	_, err := db.Exec(query, rawJobID, score, isQualified, matched, missing, tailoring, status)
+	_, err := db.Exec(query, rawJobID, filterScore, score, isQualified, summary, matched, missing, tailoring, status)
 	return err
 }
 
-func (db *DB) UpdateJobAnalysisFull(rawJobID int64, score float64, isQualified bool, matchedJSON, missingJSON, suggestionsJSON, status string) error {
+func (db *DB) UpdateJobAnalysisFull(rawJobID int64, filterScore, score float64, isQualified bool, summary, matchedJSON, missingJSON, suggestionsJSON, status string) error {
 	query := `
 	UPDATE job_analyses 
-	SET score = ?, is_qualified = ?, matched_highlights = ?, missing_highlights = ?, tailoring_suggestions = ?, status = ?, analyzed_at = CURRENT_TIMESTAMP
+	SET filter_score = ?, score = ?, is_qualified = ?, summary = ?, matched_highlights = ?, missing_highlights = ?, tailoring_suggestions = ?, status = ?, analyzed_at = CURRENT_TIMESTAMP
 	WHERE raw_job_id = ?
 	`
-	_, err := db.Exec(query, score, isQualified, matchedJSON, missingJSON, suggestionsJSON, status, rawJobID)
+	_, err := db.Exec(query, filterScore, score, isQualified, summary, matchedJSON, missingJSON, suggestionsJSON, status, rawJobID)
 	return err
 }
 
-func (db *DB) UpdateJobAnalysisLLM(rawJobID int64, matchedJSON, missingJSON, suggestionsJSON string) error {
+func (db *DB) UpdateJobAnalysisLLM(rawJobID int64, aiScore float64, isQualified bool, summary, matchedJSON, missingJSON, suggestionsJSON string) error {
 	query := `
 	UPDATE job_analyses 
-	SET matched_highlights = ?, missing_highlights = ?, tailoring_suggestions = ?, status = 'PARSED', analyzed_at = CURRENT_TIMESTAMP
+	SET score = ?, is_qualified = ?, summary = ?, matched_highlights = ?, missing_highlights = ?, tailoring_suggestions = ?, status = 'PARSED', analyzed_at = CURRENT_TIMESTAMP
 	WHERE raw_job_id = ?
 	`
-	_, err := db.Exec(query, matchedJSON, missingJSON, suggestionsJSON, rawJobID)
+	_, err := db.Exec(query, aiScore, isQualified, summary, matchedJSON, missingJSON, suggestionsJSON, rawJobID)
 	return err
 }
 
 func (db *DB) GetPendingQualifiedAnalyses() ([]JobWithAnalysis, error) {
 	query := `
 	SELECT r.id, r.canonical_id, r.target_id, r.title, r.company, r.location, r.apply_url, r.raw_content, r.crawled_at, r.last_seen_at,
-	       a.id, a.score, a.is_qualified, COALESCE(a.matched_highlights, '[]'), COALESCE(a.missing_highlights, '[]'), COALESCE(a.tailoring_suggestions, '[]'), a.status, a.analyzed_at
+	       a.id, COALESCE(a.filter_score, 0), COALESCE(a.score, 0), a.is_qualified, COALESCE(a.summary, ''), COALESCE(a.matched_highlights, '[]'), COALESCE(a.missing_highlights, '[]'), COALESCE(a.tailoring_suggestions, '[]'), a.status, a.analyzed_at
 	FROM raw_jobs r
 	JOIN job_analyses a ON r.id = a.raw_job_id
 	WHERE a.is_qualified = 1 AND a.status = 'PENDING'
@@ -466,14 +482,14 @@ func (db *DB) GetPendingQualifiedAnalyses() ([]JobWithAnalysis, error) {
 		var item JobWithAnalysis
 		var tID sql.NullInt64
 		var aID int64
-		var score float64
+		var filterScore, score float64
 		var isQualified bool
-		var matched, missing, suggestions, aStatus string
+		var summary, matched, missing, suggestions, aStatus string
 		var analyzedAt sql.NullTime
 
 		err := rows.Scan(
 			&item.ID, &item.CanonicalID, &tID, &item.Title, &item.Company, &item.Location, &item.ApplyURL, &item.RawContent, &item.CrawledAt, &item.LastSeenAt,
-			&aID, &score, &isQualified, &matched, &missing, &suggestions, &aStatus, &analyzedAt,
+			&aID, &filterScore, &score, &isQualified, &summary, &matched, &missing, &suggestions, &aStatus, &analyzedAt,
 		)
 		if err != nil {
 			return nil, err
@@ -484,8 +500,10 @@ func (db *DB) GetPendingQualifiedAnalyses() ([]JobWithAnalysis, error) {
 		analysis := &JobAnalysis{
 			ID:                   aID,
 			RawJobID:             item.ID,
+			FilterScore:          filterScore,
 			Score:                score,
 			IsQualified:          isQualified,
+			Summary:              summary,
 			MatchedHighlights:    matched,
 			MissingHighlights:    missing,
 			TailoringSuggestions: suggestions,
@@ -503,12 +521,12 @@ func (db *DB) GetPendingQualifiedAnalyses() ([]JobWithAnalysis, error) {
 func (db *DB) GetJobsWithAnalysis() ([]JobWithAnalysis, error) {
 	query := `
 	SELECT r.id, r.canonical_id, r.target_id, r.title, r.company, r.location, r.apply_url, r.raw_content, r.crawled_at, r.last_seen_at,
-	       a.id, a.score, a.is_qualified, COALESCE(a.matched_highlights, '[]'), COALESCE(a.missing_highlights, '[]'), COALESCE(a.tailoring_suggestions, '[]'), COALESCE(a.status, 'PENDING'), a.analyzed_at,
+	       a.id, COALESCE(a.filter_score, 0), COALESCE(a.score, 0), a.is_qualified, COALESCE(a.summary, ''), COALESCE(a.matched_highlights, '[]'), COALESCE(a.missing_highlights, '[]'), COALESCE(a.tailoring_suggestions, '[]'), COALESCE(a.status, 'PENDING'), a.analyzed_at,
 	       app.id, app.status, COALESCE(app.notes, ''), app.applied_at, app.updated_at
 	FROM raw_jobs r
 	LEFT JOIN job_analyses a ON r.id = a.raw_job_id
 	LEFT JOIN job_applications app ON r.id = app.raw_job_id
-	ORDER BY COALESCE(a.score, 0) DESC, r.crawled_at DESC
+	ORDER BY COALESCE(a.score, a.filter_score, 0) DESC, r.crawled_at DESC
 	`
 	rows, err := db.Query(query)
 	if err != nil {
@@ -521,9 +539,9 @@ func (db *DB) GetJobsWithAnalysis() ([]JobWithAnalysis, error) {
 		var item JobWithAnalysis
 		var tID sql.NullInt64
 		var aID, appID sql.NullInt64
-		var score sql.NullFloat64
+		var filterScore, score sql.NullFloat64
 		var isQualified sql.NullBool
-		var matched, missing, suggestions, aStatus sql.NullString
+		var summary, matched, missing, suggestions, aStatus sql.NullString
 		var analyzedAt sql.NullTime
 		var appStatus, notes sql.NullString
 		var appliedAt sql.NullTime
@@ -531,7 +549,7 @@ func (db *DB) GetJobsWithAnalysis() ([]JobWithAnalysis, error) {
 
 		err := rows.Scan(
 			&item.ID, &item.CanonicalID, &tID, &item.Title, &item.Company, &item.Location, &item.ApplyURL, &item.RawContent, &item.CrawledAt, &item.LastSeenAt,
-			&aID, &score, &isQualified, &matched, &missing, &suggestions, &aStatus, &analyzedAt,
+			&aID, &filterScore, &score, &isQualified, &summary, &matched, &missing, &suggestions, &aStatus, &analyzedAt,
 			&appID, &appStatus, &notes, &appliedAt, &updatedAt,
 		)
 		if err != nil {
@@ -544,8 +562,10 @@ func (db *DB) GetJobsWithAnalysis() ([]JobWithAnalysis, error) {
 			analysis := &JobAnalysis{
 				ID:                   aID.Int64,
 				RawJobID:             item.ID,
+				FilterScore:          filterScore.Float64,
 				Score:                score.Float64,
 				IsQualified:          isQualified.Bool,
+				Summary:              summary.String,
 				MatchedHighlights:    matched.String,
 				MissingHighlights:    missing.String,
 				TailoringSuggestions: suggestions.String,
@@ -577,7 +597,7 @@ func (db *DB) GetJobsWithAnalysis() ([]JobWithAnalysis, error) {
 func (db *DB) GetJobByID(rawJobID int64) (*JobWithAnalysis, error) {
 	query := `
 	SELECT r.id, r.canonical_id, r.target_id, r.title, r.company, r.location, r.apply_url, r.raw_content, r.crawled_at, r.last_seen_at,
-	       a.id, a.score, a.is_qualified, COALESCE(a.matched_highlights, '[]'), COALESCE(a.missing_highlights, '[]'), COALESCE(a.tailoring_suggestions, '[]'), COALESCE(a.status, 'PENDING'), a.analyzed_at,
+	       a.id, COALESCE(a.filter_score, 0), COALESCE(a.score, 0), a.is_qualified, COALESCE(a.summary, ''), COALESCE(a.matched_highlights, '[]'), COALESCE(a.missing_highlights, '[]'), COALESCE(a.tailoring_suggestions, '[]'), COALESCE(a.status, 'PENDING'), a.analyzed_at,
 	       app.id, app.status, COALESCE(app.notes, ''), app.applied_at, app.updated_at
 	FROM raw_jobs r
 	LEFT JOIN job_analyses a ON r.id = a.raw_job_id
@@ -588,9 +608,9 @@ func (db *DB) GetJobByID(rawJobID int64) (*JobWithAnalysis, error) {
 	var item JobWithAnalysis
 	var tID sql.NullInt64
 	var aID, appID sql.NullInt64
-	var score sql.NullFloat64
+	var filterScore, score sql.NullFloat64
 	var isQualified sql.NullBool
-	var matched, missing, suggestions, aStatus sql.NullString
+	var summary, matched, missing, suggestions, aStatus sql.NullString
 	var analyzedAt sql.NullTime
 	var appStatus, notes sql.NullString
 	var appliedAt sql.NullTime
@@ -598,7 +618,7 @@ func (db *DB) GetJobByID(rawJobID int64) (*JobWithAnalysis, error) {
 
 	err := row.Scan(
 		&item.ID, &item.CanonicalID, &tID, &item.Title, &item.Company, &item.Location, &item.ApplyURL, &item.RawContent, &item.CrawledAt, &item.LastSeenAt,
-		&aID, &score, &isQualified, &matched, &missing, &suggestions, &aStatus, &analyzedAt,
+		&aID, &filterScore, &score, &isQualified, &summary, &matched, &missing, &suggestions, &aStatus, &analyzedAt,
 		&appID, &appStatus, &notes, &appliedAt, &updatedAt,
 	)
 	if err != nil {
@@ -611,8 +631,10 @@ func (db *DB) GetJobByID(rawJobID int64) (*JobWithAnalysis, error) {
 		analysis := &JobAnalysis{
 			ID:                   aID.Int64,
 			RawJobID:             item.ID,
+			FilterScore:          filterScore.Float64,
 			Score:                score.Float64,
 			IsQualified:          isQualified.Bool,
+			Summary:              summary.String,
 			MatchedHighlights:    matched.String,
 			MissingHighlights:    missing.String,
 			TailoringSuggestions: suggestions.String,
@@ -674,7 +696,7 @@ func (db *DB) CreateOrUpdateApplication(rawJobID int64, status, notes string) (*
 func (db *DB) GetApplications() ([]JobWithAnalysis, error) {
 	query := `
 	SELECT r.id, r.canonical_id, r.target_id, r.title, r.company, r.location, r.apply_url, r.raw_content, r.crawled_at, r.last_seen_at,
-	       a.id, a.score, a.is_qualified, COALESCE(a.matched_highlights, '[]'), COALESCE(a.missing_highlights, '[]'), COALESCE(a.tailoring_suggestions, '[]'), COALESCE(a.status, 'PENDING'), a.analyzed_at,
+	       a.id, COALESCE(a.filter_score, 0), COALESCE(a.score, 0), a.is_qualified, COALESCE(a.summary, ''), COALESCE(a.matched_highlights, '[]'), COALESCE(a.missing_highlights, '[]'), COALESCE(a.tailoring_suggestions, '[]'), COALESCE(a.status, 'PENDING'), a.analyzed_at,
 	       app.id, app.status, COALESCE(app.notes, ''), app.applied_at, app.updated_at
 	FROM job_applications app
 	JOIN raw_jobs r ON app.raw_job_id = r.id
@@ -692,9 +714,9 @@ func (db *DB) GetApplications() ([]JobWithAnalysis, error) {
 		var item JobWithAnalysis
 		var tID sql.NullInt64
 		var aID, appID sql.NullInt64
-		var score sql.NullFloat64
+		var filterScore, score sql.NullFloat64
 		var isQualified sql.NullBool
-		var matched, missing, suggestions, aStatus sql.NullString
+		var summary, matched, missing, suggestions, aStatus sql.NullString
 		var analyzedAt sql.NullTime
 		var appStatus, notes sql.NullString
 		var appliedAt sql.NullTime
@@ -702,7 +724,7 @@ func (db *DB) GetApplications() ([]JobWithAnalysis, error) {
 
 		err := rows.Scan(
 			&item.ID, &item.CanonicalID, &tID, &item.Title, &item.Company, &item.Location, &item.ApplyURL, &item.RawContent, &item.CrawledAt, &item.LastSeenAt,
-			&aID, &score, &isQualified, &matched, &missing, &suggestions, &aStatus, &analyzedAt,
+			&aID, &filterScore, &score, &isQualified, &summary, &matched, &missing, &suggestions, &aStatus, &analyzedAt,
 			&appID, &appStatus, &notes, &appliedAt, &updatedAt,
 		)
 		if err != nil {
@@ -715,8 +737,10 @@ func (db *DB) GetApplications() ([]JobWithAnalysis, error) {
 			analysis := &JobAnalysis{
 				ID:                   aID.Int64,
 				RawJobID:             item.ID,
+				FilterScore:          filterScore.Float64,
 				Score:                score.Float64,
 				IsQualified:          isQualified.Bool,
+				Summary:              summary.String,
 				MatchedHighlights:    matched.String,
 				MissingHighlights:    missing.String,
 				TailoringSuggestions: suggestions.String,

internal/db/queries_test.go

@@ -67,11 +67,11 @@ func TestDeleteTargetCascade(t *testing.T) {
 	defer func() { _ = database.Close() }()
 
 	// 1. Create two search targets
-	target1, err := database.CreateTarget("Target 1", "https://example.com/target1", "google_jobs")
+	target1, err := database.CreateTarget("Target 1", "https://example.com/target1", "google_jobs", true)
 	if err != nil {
 		t.Fatalf("failed to create target 1: %v", err)
 	}
-	target2, err := database.CreateTarget("Target 2", "https://example.com/target2", "apple")
+	target2, err := database.CreateTarget("Target 2", "https://example.com/target2", "apple", true)
 	if err != nil {
 		t.Fatalf("failed to create target 2: %v", err)
 	}
@@ -91,9 +91,9 @@ func TestDeleteTargetCascade(t *testing.T) {
 	}
 
 	// 3. Create analyses and applications for target 1 jobs and target 2 jobs
-	_ = database.CreateJobAnalysis(job1.ID, 85.0, true, "DONE")
-	_ = database.CreateJobAnalysis(job2.ID, 40.0, false, "DONE")
-	_ = database.CreateJobAnalysis(job3.ID, 90.0, true, "DONE")
+	_ = database.CreateJobAnalysis(job1.ID, 85.0, 85.0, true, "DONE")
+	_ = database.CreateJobAnalysis(job2.ID, 40.0, 40.0, false, "DONE")
+	_ = database.CreateJobAnalysis(job3.ID, 90.0, 90.0, true, "DONE")
 
 	_, _ = database.CreateOrUpdateApplication(job1.ID, "APPLIED", "Sent resume")
 	_, _ = database.CreateOrUpdateApplication(job3.ID, "SAVED", "Review later")

internal/db/targets_loader.go

@@ -16,7 +16,7 @@ type targetConfig struct {
 	} `yaml:"targets"`
 }
 
-// LoadTargetsFromYAML reads a YAML file and inserts targets into the database if it's empty
+// LoadTargetsFromYAML reads a YAML file and inserts/syncs targets with the database
 func (db *DB) LoadTargetsFromYAML(filepath string) error {
 	data, err := os.ReadFile(filepath)
 	if err != nil {
@@ -28,23 +28,29 @@ func (db *DB) LoadTargetsFromYAML(filepath string) error {
 		return fmt.Errorf("could not parse target config: %w", err)
 	}
 
-	// Get existing targets to prevent duplicates
+	// Get existing targets to prevent duplicates and sync is_active if needed
 	existingTargets, err := db.GetAllTargets()
 	if err != nil {
 		return err
 	}
-	
-	existingURLs := make(map[string]bool)
-	for _, t := range existingTargets {
-		existingURLs[t.TargetURL] = true
+
+	existingURLs := make(map[string]*SearchTarget)
+	for i := range existingTargets {
+		existingURLs[existingTargets[i].TargetURL] = &existingTargets[i]
 	}
 
 	for _, t := range config.Targets {
-		if !existingURLs[t.TargetURL] {
-			_, err := db.CreateTarget(t.Name, t.TargetURL, t.Platform)
+		existing, found := existingURLs[t.TargetURL]
+		if !found {
+			_, err := db.CreateTarget(t.Name, t.TargetURL, t.Platform, t.IsActive)
 			if err != nil {
 				return fmt.Errorf("failed to insert target %s: %w", t.Name, err)
 			}
+		} else {
+			// Sync is_active state with targets.yaml on startup
+			if existing.IsActive != t.IsActive {
+				_ = db.SetTargetActive(existing.ID, t.IsActive)
+			}
 		}
 	}
 	return nil

internal/db/targets_loader_test.go

@@ -0,0 +1,59 @@
+package db
+
+import (
+	"os"
+	"path/filepath"
+	"testing"
+)
+
+func TestLoadTargetsFromYAMLRespectsIsActive(t *testing.T) {
+	tempDir := t.TempDir()
+	dbPath := filepath.Join(tempDir, "test_targets_active.db")
+	yamlPath := filepath.Join(tempDir, "targets.yaml")
+
+	yamlContent := `targets:
+  - name: "Google Seattle"
+    target_url: "https://google.com/jobs"
+    platform: "google_jobs"
+    is_active: false
+  - name: "Apple Seattle"
+    target_url: "https://apple.com/jobs"
+    platform: "apple"
+    is_active: true
+`
+	if err := os.WriteFile(yamlPath, []byte(yamlContent), 0644); err != nil {
+		t.Fatalf("failed to write yaml: %v", err)
+	}
+
+	database, err := InitDB(dbPath)
+	if err != nil {
+		t.Fatalf("failed to init db: %v", err)
+	}
+	defer func() { _ = database.Close() }()
+
+	if err := database.LoadTargetsFromYAML(yamlPath); err != nil {
+		t.Fatalf("LoadTargetsFromYAML failed: %v", err)
+	}
+
+	targets, err := database.GetAllTargets()
+	if err != nil {
+		t.Fatalf("GetAllTargets failed: %v", err)
+	}
+
+	if len(targets) != 2 {
+		t.Fatalf("expected 2 targets, got %d", len(targets))
+	}
+
+	for _, target := range targets {
+		if target.TargetURL == "https://google.com/jobs" {
+			if target.IsActive != false {
+				t.Errorf("expected Google target to have is_active=false, got %v", target.IsActive)
+			}
+		}
+		if target.TargetURL == "https://apple.com/jobs" {
+			if target.IsActive != true {
+				t.Errorf("expected Apple target to have is_active=true, got %v", target.IsActive)
+			}
+		}
+	}
+}

internal/filter/filter_test.go

@@ -30,6 +30,39 @@ func TestHardKeywordFilter(t *testing.T) {
 	}
 }
 
+func TestScoringFilterWordBoundaries(t *testing.T) {
+	ctx := context.Background()
+	sf := NewScoringFilter([]KeywordWeight{
+		{Keyword: "go", Weight: 20.0},
+		{Keyword: "ai", Weight: 15.0},
+		{Keyword: "c++", Weight: 10.0},
+	})
+
+	// "algorithm" and "email" should NOT trigger "go" or "ai"
+	res1, err := sf.Process(ctx, &db.RawJob{
+		Title:      "Algorithm Developer",
+		RawContent: "Send email to apply for algorithm development.",
+	})
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+	if res1.Score != 0.0 {
+		t.Errorf("expected score 0 for false-positive substrings, got %f", res1.Score)
+	}
+
+	// Real "go", "ai", and "c++"
+	res2, err := sf.Process(ctx, &db.RawJob{
+		Title:      "AI Runtime Engineer",
+		RawContent: "Must know Go and C++ programming.",
+	})
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+	if res2.Score != 45.0 {
+		t.Errorf("expected score 45.0 (20+15+10), got %f", res2.Score)
+	}
+}
+
 func TestFilterPipeline(t *testing.T) {
 	ctx := context.Background()
 	hardFilter := NewHardKeywordFilter([]string{"Unpaid", "No Sponsorship"})

internal/filter/hard_keyword.go

@@ -3,25 +3,43 @@ package filter
 import (
 	"context"
 	"fmt"
+	"regexp"
 	"strings"
 
 	"github.com/hireme/hireme/internal/db"
 )
 
+type compiledBlacklist struct {
+	keyword string
+	regex   *regexp.Regexp
+}
+
 type HardKeywordFilter struct {
 	Blacklist []string
+	compiled  []compiledBlacklist
 }
 
 func NewHardKeywordFilter(blacklist []string) *HardKeywordFilter {
-	if len(blacklist) == 0 {
-		blacklist = []string{
-			"no sponsorship",
-			"us citizen only",
-			"unpaid",
-			"volunteer",
+	compiled := make([]compiledBlacklist, 0, len(blacklist))
+	for _, kw := range blacklist {
+		term := strings.TrimSpace(kw)
+		if term != "" {
+			quoted := regexp.QuoteMeta(term)
+			quoted = regexp.MustCompile(`\\\s+`).ReplaceAllString(quoted, `\s+`)
+			pattern := `(?i)(?:^|[^a-zA-Z0-9_])` + quoted + `(?:[^a-zA-Z0-9_]|$)`
+			if re, err := regexp.Compile(pattern); err == nil {
+				compiled = append(compiled, compiledBlacklist{
+					keyword: kw,
+					regex:   re,
+				})
+			}
 		}
 	}
-	return &HardKeywordFilter{Blacklist: blacklist}
+
+	return &HardKeywordFilter{
+		Blacklist: blacklist,
+		compiled:  compiled,
+	}
 }
 
 func (f *HardKeywordFilter) Name() string {
@@ -29,15 +47,14 @@ func (f *HardKeywordFilter) Name() string {
 }
 
 func (f *HardKeywordFilter) Process(ctx context.Context, job *db.RawJob) (FilterResult, error) {
-	combined := strings.ToLower(job.Title + " " + job.RawContent)
+	combined := job.Title + " " + job.RawContent
 
-	for _, kw := range f.Blacklist {
-		term := strings.ToLower(strings.TrimSpace(kw))
-		if term != "" && strings.Contains(combined, term) {
+	for _, cb := range f.compiled {
+		if cb.regex.MatchString(combined) {
 			return FilterResult{
 				Keep:   false,
 				Score:  0,
-				Reason: fmt.Sprintf("Contains blacklisted keyword: %q", kw),
+				Reason: fmt.Sprintf("Contains blacklisted keyword: %q", cb.keyword),
 			}, nil
 		}
 	}

internal/filter/scoring.go

@@ -3,37 +3,62 @@ package filter
 import (
 	"context"
 	"fmt"
+	"regexp"
 	"strings"
 
 	"github.com/hireme/hireme/internal/db"
 )
 
 type KeywordWeight struct {
-	Keyword string
-	Weight  float64
+	Keyword string  `yaml:"keyword"`
+	Weight  float64 `yaml:"weight"`
+}
+
+type compiledWeight struct {
+	keyword string
+	weight  float64
+	regex   *regexp.Regexp
 }
 
 type ScoringFilter struct {
-	Weights []KeywordWeight
+	Weights  []KeywordWeight
+	compiled []compiledWeight
+}
+
+func compilePattern(term string) *regexp.Regexp {
+	clean := strings.TrimSpace(term)
+	if clean == "" {
+		return nil
+	}
+	// Quote meta characters, replace multiple whitespace with \s+
+	quoted := regexp.QuoteMeta(clean)
+	quoted = regexp.MustCompile(`\\\s+`).ReplaceAllString(quoted, `\s+`)
+	// Boundary regex that works for both alphanumeric and punctuation (e.g. c++)
+	pattern := `(?i)(?:^|[^a-zA-Z0-9_])` + quoted + `(?:[^a-zA-Z0-9_]|$)`
+	re, err := regexp.Compile(pattern)
+	if err != nil {
+		return nil
+	}
+	return re
 }
 
 func NewScoringFilter(weights []KeywordWeight) *ScoringFilter {
-	if len(weights) == 0 {
-		weights = []KeywordWeight{
-			{Keyword: "go", Weight: 25.0},
-			{Keyword: "golang", Weight: 25.0},
-			{Keyword: "backend", Weight: 15.0},
-			{Keyword: "distributed systems", Weight: 20.0},
-			{Keyword: "microservices", Weight: 15.0},
-			{Keyword: "sqlite", Weight: 10.0},
-			{Keyword: "postgres", Weight: 10.0},
-			{Keyword: "api", Weight: 10.0},
-			{Keyword: "full stack", Weight: 10.0},
-			{Keyword: "rest", Weight: 5.0},
-			{Keyword: "grpc", Weight: 15.0},
+	compiled := make([]compiledWeight, 0, len(weights))
+	for _, kw := range weights {
+		re := compilePattern(kw.Keyword)
+		if re != nil {
+			compiled = append(compiled, compiledWeight{
+				keyword: kw.Keyword,
+				weight:  kw.Weight,
+				regex:   re,
+			})
 		}
 	}
-	return &ScoringFilter{Weights: weights}
+
+	return &ScoringFilter{
+		Weights:  weights,
+		compiled: compiled,
+	}
 }
 
 func (s *ScoringFilter) Name() string {
@@ -41,18 +66,24 @@ func (s *ScoringFilter) Name() string {
 }
 
 func (f *ScoringFilter) Process(ctx context.Context, job *db.RawJob) (FilterResult, error) {
-	combinedLower := strings.ToLower(job.Title + " " + job.RawContent)
+	combined := job.Title + " " + job.RawContent
 	var totalScore float64
 	var matched []string
 
-	for _, kw := range f.Weights {
-		term := strings.ToLower(strings.TrimSpace(kw.Keyword))
-		if term != "" && strings.Contains(combinedLower, term) {
-			totalScore += kw.Weight
-			matched = append(matched, kw.Keyword)
+	for _, cw := range f.compiled {
+		if cw.regex.MatchString(combined) {
+			totalScore += cw.weight
+			matched = append(matched, cw.keyword)
 		}
 	}
 
+	if totalScore < 0 {
+		totalScore = 0
+	}
+	if totalScore > 100 {
+		totalScore = 100
+	}
+
 	return FilterResult{
 		Keep:   true,
 		Score:  totalScore,

internal/ui/handlers.go

@@ -137,7 +137,7 @@ func (s *Server) handleCreateTarget(w http.ResponseWriter, r *http.Request) {
 
 	logger.Log.Infow("Triggered /targets (Create)", "component", "API", "name", name, "platform", platform)
 
-	_, err := s.db.CreateTarget(name, targetURL, platform)
+	_, err := s.db.CreateTarget(name, targetURL, platform, true)
 	if err != nil {
 		http.Error(w, err.Error(), http.StatusInternalServerError)
 		return
@@ -232,7 +232,18 @@ func (s *Server) handleAnalyzeJob(w http.ResponseWriter, r *http.Request) {
 
 	logger.Log.Infow("Triggered /jobs/{id}/analyze", "component", "API", "job_id", id)
 
-	// Enqueue analyze task instead of synchronous processing
+	job, err := s.db.GetJobByID(id)
+	if err == nil && job != nil {
+		filterScore := 0.0
+		score := 0.0
+		if job.Analysis != nil {
+			filterScore = job.Analysis.FilterScore
+			score = job.Analysis.Score
+		}
+		_ = s.db.CreateJobAnalysis(id, filterScore, score, true, "PENDING")
+	}
+
+	// Enqueue analyze task
 	payload := worker.AnalyzePayload{RawJobID: int64(id)}
 	err = s.db.EnqueueTask("ANALYZE", payload)
 	if err != nil {
@@ -241,7 +252,7 @@ func (s *Server) handleAnalyzeJob(w http.ResponseWriter, r *http.Request) {
 	}
 
 	w.WriteHeader(http.StatusAccepted)
-	_, _ = w.Write([]byte(`<span class="text-xs px-2 py-1 bg-yellow-100 text-yellow-800 rounded">Analysis Queued</span>`))
+	_, _ = w.Write([]byte(`<span class="text-xs px-2.5 py-1 bg-amber-500/20 text-amber-300 border border-amber-500/30 rounded-lg font-semibold">🔄 AI Queued</span>`))
 }
 
 func (s *Server) handleOptOut(w http.ResponseWriter, r *http.Request) {

internal/ui/handlers_test.go

@@ -33,7 +33,7 @@ func TestHandleDeleteTarget(t *testing.T) {
 	}
 	defer func() { _ = database.Close() }()
 
-	target, err := database.CreateTarget("Test Target", "https://example.com/test-jobs", "google_jobs")
+	target, err := database.CreateTarget("Test Target", "https://example.com/test-jobs", "google_jobs", true)
 	if err != nil {
 		t.Fatalf("failed to create target: %v", err)
 	}

internal/ui/template_apply.go

@@ -101,8 +101,8 @@ const applyTableHTML = `{{ define "applyTable" }}
                 <!-- Score -->
                 <td class="px-4 py-3" data-sort-val="{{ if .Analysis }}{{ printf "%.0f" .Analysis.Score }}{{ else }}-1{{ end }}">
                     {{ if .Analysis }}
-                    <span class="font-bold {{ if .Analysis.IsQualified }}text-emerald-400{{ else }}text-slate-500{{ end }}">
-                        {{ printf "%.0f" .Analysis.Score }}
+                    <span class="font-bold {{ if .Analysis.IsQualified }}text-emerald-400{{ else }}text-slate-400{{ end }}">
+                        {{ if eq .Analysis.Status "PARSED" }}🤖 {{ printf "%.0f" .Analysis.Score }}{{ else }}⚡ {{ printf "%.0f" .Analysis.FilterScore }}{{ end }}
                     </span>
                     {{ else }}
                     <span class="text-slate-600">–</span>

internal/ui/template_jobs.go

@@ -43,7 +43,7 @@ const jobListHTML = `{{ define "jobs" }}
             <tr>
                 <th class="px-4 py-3" data-sort="title">Job Title &amp; Company</th>
                 <th class="px-4 py-3 text-center">Link</th>
-                <th class="px-4 py-3" data-sort="status">Analysis</th>
+                <th class="px-4 py-3" data-sort="status">Status</th>
                 <th class="px-4 py-3" data-sort="score">Score &amp; Qualification</th>
                 <th class="px-4 py-3">Reason / Tags</th>
                 <th class="px-4 py-3" data-sort="date">Last Updated</th>
@@ -86,9 +86,13 @@ const jobListHTML = `{{ define "jobs" }}
                 <td class="px-4 py-3" data-sort-val="{{ if .Analysis }}{{ .Analysis.Status }}{{ else }}UNANALYZED{{ end }}">
                     {{ if .Analysis }}
                         {{ if eq .Analysis.Status "PARSED" }}
-                        <span class="inline-flex items-center px-2 py-0.5 rounded text-[10px] font-bold bg-indigo-500/20 text-indigo-300 border border-indigo-500/30">PARSED</span>
+                        <span class="inline-flex items-center px-2 py-0.5 rounded text-[10px] font-bold bg-indigo-500/20 text-indigo-300 border border-indigo-500/30">AI PARSED</span>
                         {{ else if eq .Analysis.Status "PENDING" }}
-                        <span class="inline-flex items-center px-2 py-0.5 rounded text-[10px] font-bold bg-amber-500/20 text-amber-400 border border-amber-500/30">PENDING</span>
+                        <span class="inline-flex items-center px-2 py-0.5 rounded text-[10px] font-bold bg-amber-500/20 text-amber-400 border border-amber-500/30">QUEUED</span>
+                        {{ else if eq .Analysis.Status "FILTERED_OUT" }}
+                        <span class="inline-flex items-center px-2 py-0.5 rounded text-[10px] font-bold bg-slate-700/40 text-slate-400 border border-slate-600/30">LOW FIT</span>
+                        {{ else if eq .Analysis.Status "REJECTED" }}
+                        <span class="inline-flex items-center px-2 py-0.5 rounded text-[10px] font-bold bg-rose-500/20 text-rose-400 border border-rose-500/30">REJECTED</span>
                         {{ else if eq .Analysis.Status "DONE" }}
                         <span class="inline-flex items-center px-2 py-0.5 rounded text-[10px] font-bold bg-emerald-500/20 text-emerald-400 border border-emerald-500/30">DONE</span>
                         {{ else }}
@@ -102,14 +106,32 @@ const jobListHTML = `{{ define "jobs" }}
                 <!-- Score & Qualification -->
                 <td class="px-4 py-3" data-sort-val="{{ if .Analysis }}{{ printf "%.0f" .Analysis.Score }}{{ else }}-1{{ end }}">
                     {{ if .Analysis }}
-                        {{ if .Analysis.IsQualified }}
-                        <span class="inline-flex items-center px-2.5 py-1 rounded-full text-xs font-black border {{ scoreBadgeClass .Analysis.Score }}">
-                            ★ {{ printf "%.0f" .Analysis.Score }}
-                        </span>
+                        {{ if eq .Analysis.Status "PARSED" }}
+                            {{ if .Analysis.IsQualified }}
+                            <span class="inline-flex items-center px-2.5 py-1 rounded-full text-xs font-black border {{ scoreBadgeClass .Analysis.Score }}" title="AI Match Score (DeepSeek)">
+                                🤖 {{ printf "%.0f" .Analysis.Score }}
+                            </span>
+                            {{ else }}
+                            <span class="inline-flex items-center px-2 py-0.5 rounded-full text-[10px] font-semibold bg-rose-500/10 text-rose-400 border border-rose-500/20" title="AI Score: {{ printf "%.0f" .Analysis.Score }}">
+                                ✗ {{ printf "%.0f" .Analysis.Score }} Not Qual
+                            </span>
+                            {{ end }}
+                        {{ else if eq .Analysis.Status "PENDING" }}
+                            <span class="inline-flex items-center px-2.5 py-1 rounded-full text-xs font-semibold bg-amber-500/10 text-amber-300 border border-amber-500/30" title="Keyword Fit: {{ printf "%.0f" .Analysis.FilterScore }} - Waiting for AI">
+                                ⚡ {{ printf "%.0f" .Analysis.FilterScore }}
+                            </span>
+                        {{ else if eq .Analysis.Status "FILTERED_OUT" }}
+                            <span class="inline-flex items-center px-2 py-0.5 rounded-full text-[10px] font-medium bg-slate-800 text-slate-400 border border-slate-700" title="Keyword Fit: {{ printf "%.0f" .Analysis.FilterScore }}">
+                                ⚡ {{ printf "%.0f" .Analysis.FilterScore }}
+                            </span>
+                        {{ else if eq .Analysis.Status "REJECTED" }}
+                            <span class="inline-flex items-center px-2 py-0.5 rounded-full text-[10px] font-semibold bg-rose-500/10 text-rose-400 border border-rose-500/20">
+                                🚫 Disqualified
+                            </span>
                         {{ else }}
-                        <span class="inline-flex items-center px-2 py-0.5 rounded-full text-[10px] font-semibold bg-rose-500/10 text-rose-400 border border-rose-500/20">
-                            ✗ Not Qualified
-                        </span>
+                            <span class="inline-flex items-center px-2 py-0.5 rounded-full text-[10px] font-semibold bg-slate-700/50 text-slate-400 border border-slate-600/30">
+                                {{ printf "%.0f" .Analysis.Score }}
+                            </span>
                         {{ end }}
                     {{ else }}
                     <span class="text-slate-500 text-[11px]">–</span>
@@ -138,6 +160,8 @@ const jobListHTML = `{{ define "jobs" }}
                             {{ $missing := parseJSON .Analysis.MissingHighlights }}
                             {{ if $missing }}
                             <span class="text-[10px] text-rose-400/90 leading-snug line-clamp-2" title="{{ index $missing 0 }}">{{ index $missing 0 }}</span>
+                            {{ else if .Analysis.Summary }}
+                            <span class="text-[10px] text-slate-400/90 leading-snug line-clamp-2" title="{{ .Analysis.Summary }}">{{ .Analysis.Summary }}</span>
                             {{ end }}
                         {{ end }}
                     {{ end }}
@@ -232,23 +256,50 @@ const jobDetailHTML = `{{ define "jobDetail" }}
     </div>
 
     {{ if .Analysis }}
-    <!-- Score + Status Grid -->
+    <!-- Dual Score Breakdown Grid -->
     <div class="grid grid-cols-2 gap-3">
+        <!-- AI Match Score Card -->
         <div class="p-4 rounded-xl bg-slate-800/60 border border-slate-700/60">
-            <span class="text-[10px] text-slate-400 uppercase tracking-wider font-semibold block">Match Score</span>
-            {{ if .Analysis.IsQualified }}
-            <span class="text-2xl font-black text-emerald-400 mt-1 block">{{ printf "%.1f" .Analysis.Score }} <span class="text-sm font-medium text-slate-400">/ 100</span></span>
+            <div class="flex items-center justify-between">
+                <span class="text-[10px] text-indigo-300 uppercase tracking-wider font-bold">🤖 AI Match Score</span>
+                <span class="text-[10px] font-semibold px-2 py-0.5 rounded {{ if eq .Analysis.Status "PARSED" }}bg-indigo-500/20 text-indigo-300 border border-indigo-500/30{{ else }}bg-amber-500/20 text-amber-300 border border-amber-500/30{{ end }}">
+                    {{ .Analysis.Status }}
+                </span>
+            </div>
+            {{ if eq .Analysis.Status "PARSED" }}
+                {{ if .Analysis.IsQualified }}
+                <span class="text-2xl font-black text-emerald-400 mt-1.5 block">{{ printf "%.1f" .Analysis.Score }} <span class="text-xs font-normal text-slate-400">/ 100</span></span>
+                <span class="text-[10px] text-emerald-400/90 font-medium">✓ Qualified for interview profile</span>
+                {{ else }}
+                <span class="text-2xl font-black text-rose-400 mt-1.5 block">{{ printf "%.1f" .Analysis.Score }} <span class="text-xs font-normal text-slate-400">/ 100</span></span>
+                <span class="text-[10px] text-rose-400 font-medium">✗ Does not meet core fit threshold</span>
+                {{ end }}
             {{ else }}
-            <span class="text-base font-bold text-rose-400 mt-1 block">Not Qualified</span>
+                <span class="text-lg font-bold text-amber-300 mt-1.5 block">Pending Evaluation</span>
+                <span class="text-[10px] text-slate-400">DeepSeek LLM analysis queued</span>
             {{ end }}
         </div>
+
+        <!-- Keyword Relevance Card -->
         <div class="p-4 rounded-xl bg-slate-800/60 border border-slate-700/60">
-            <span class="text-[10px] text-slate-400 uppercase tracking-wider font-semibold block">Analysis Status</span>
-            <span class="text-sm font-bold text-indigo-300 mt-1 block uppercase">{{ .Analysis.Status }}</span>
+            <div class="flex items-center justify-between">
+                <span class="text-[10px] text-amber-400 uppercase tracking-wider font-bold">⚡ Keyword Fit</span>
+                <span class="text-[10px] text-slate-400">Pre-filter rule</span>
+            </div>
+            <span class="text-2xl font-black text-white mt-1.5 block">{{ printf "%.1f" .Analysis.FilterScore }} <span class="text-xs font-normal text-slate-400">/ 100</span></span>
+            <span class="text-[10px] text-slate-400">Lexical match against filters.yaml</span>
         </div>
     </div>
 
-    <!-- Highlights -->
+    <!-- AI Executive Summary -->
+    {{ if .Analysis.Summary }}
+    <div class="p-3.5 rounded-xl bg-indigo-950/40 border border-indigo-500/30">
+        <span class="text-[10px] font-bold text-indigo-300 uppercase tracking-wider block mb-1">💬 AI Executive Assessment</span>
+        <p class="text-xs text-indigo-100/90 leading-relaxed">{{ .Analysis.Summary }}</p>
+    </div>
+    {{ end }}
+
+    <!-- Highlights & Gaps -->
     <div class="space-y-4">
         {{ if .Analysis.IsQualified }}
         <div>

internal/ui/template_kanban.go

@@ -63,7 +63,7 @@ const kanbanCardHTML = `{{ define "kanbanCard" }}
     </div>
     {{ if .Analysis }}
     <div class="text-[10px] text-slate-400">
-        Score: <strong class="{{ scoreBadgeClass .Analysis.Score }}">{{ printf "%.0f" .Analysis.Score }}</strong>
+        Score: <strong class="{{ scoreBadgeClass .Analysis.Score }}">{{ if eq .Analysis.Status "PARSED" }}🤖 {{ else }}⚡ {{ end }}{{ printf "%.0f" .Analysis.Score }}</strong>
     </div>
     {{ end }}
     <div class="flex items-center justify-between pt-2 border-t border-slate-700/50 text-[10px]">

internal/worker/pool.go

@@ -21,27 +21,36 @@ import (
 )
 
 type WorkerPool struct {
-	db          *db.DB
-	analyzer    analyzer.LLMAnalyzer
-	filterPipe  *filter.FilterPipeline
-	isRunning   atomic.Bool
-	workerCount int
-	wg          sync.WaitGroup
-	ctx         context.Context
-	cancel      context.CancelFunc
+	db                *db.DB
+	analyzer          analyzer.LLMAnalyzer
+	filterPipe        *filter.FilterPipeline
+	analysisThreshold float64
+	isRunning         atomic.Bool
+	workerCount       int
+	wg                sync.WaitGroup
+	ctx               context.Context
+	cancel            context.CancelFunc
 }
 
-func NewWorkerPool(database *db.DB, analyzer analyzer.LLMAnalyzer, numWorkers int, filterCfg *config.FilterConfig) *WorkerPool {
+func NewWorkerPool(database *db.DB, analyzer analyzer.LLMAnalyzer, numWorkers int, threshold float64, filterCfg *config.FilterConfig) *WorkerPool {
 	filterPipe := filter.NewPipeline(
 		filter.NewHardKeywordFilter(filterCfg.HardKeywords),
 		filter.NewScoringFilter(filterCfg.ScoringWeights),
 	)
 
+	if threshold <= 0 {
+		threshold = filterCfg.AnalysisThreshold
+	}
+	if threshold <= 0 {
+		threshold = 25.0
+	}
+
 	return &WorkerPool{
-		db:          database,
-		analyzer:    analyzer,
-		filterPipe:  filterPipe,
-		workerCount: numWorkers,
+		db:                database,
+		analyzer:          analyzer,
+		filterPipe:        filterPipe,
+		analysisThreshold: threshold,
+		workerCount:       numWorkers,
 	}
 }
 
@@ -255,15 +264,22 @@ func (p *WorkerPool) handleProcess(ctx context.Context, task *db.Task) error {
 
 	keep, score, reason := p.filterPipe.Execute(ctx, &job.RawJob)
 	if !keep {
-		// Create a rejected JobAnalysis record. Store reason in missing_highlights JSON array
+		// Disqualified by blacklist: create a rejected record
 		reasonJSON, _ := json.Marshal([]string{reason})
-		_ = p.db.CreateJobAnalysisFull(payload.RawJobID, score, false, "[]", string(reasonJSON), "[]", "PARSED")
+		_ = p.db.CreateJobAnalysisFull(payload.RawJobID, 0.0, 0.0, false, "Disqualified: "+reason, "[]", string(reasonJSON), "[]", "REJECTED")
 		return nil
 	}
 
-	// It's qualified for analysis. Create the base record and enqueue it.
-	_ = p.db.CreateJobAnalysis(payload.RawJobID, score, true, "PENDING")
-	
+	// Gating threshold check
+	if score < p.analysisThreshold {
+		summary := fmt.Sprintf("Keyword fit (%.0f) below threshold (%.0f)", score, p.analysisThreshold)
+		_ = p.db.CreateJobAnalysisFull(payload.RawJobID, score, score, false, summary, "[]", "[]", "[]", "FILTERED_OUT")
+		return nil
+	}
+
+	// Qualified for deep LLM analysis. Create the pending record and enqueue ANALYZE task.
+	_ = p.db.CreateJobAnalysis(payload.RawJobID, score, score, true, "PENDING")
+
 	analyzePayload := AnalyzePayload(payload)
 	_ = p.db.EnqueueTask("ANALYZE", analyzePayload)
 
@@ -281,9 +297,16 @@ func (p *WorkerPool) handleAnalyze(ctx context.Context, task *db.Task) error {
 		return err
 	}
 
-	// Use empty matched/missing keywords for now, or pass from filter if stored
 	result, err := p.analyzer.AnalyzeJD(ctx, job.Title, job.RawContent)
 	if err != nil {
+		logger.Log.Errorw("LLM analysis failed", "component", "Worker", "raw_job_id", payload.RawJobID, "error", err)
+		filterScore := 0.0
+		isQual := false
+		if job.Analysis != nil {
+			filterScore = job.Analysis.FilterScore
+			isQual = job.Analysis.IsQualified
+		}
+		_ = p.db.UpdateJobAnalysisFull(payload.RawJobID, filterScore, filterScore, isQual, "Analysis error: "+err.Error(), "[]", "[]", "[]", "FAILED")
 		return err
 	}
 
@@ -293,6 +316,9 @@ func (p *WorkerPool) handleAnalyze(ctx context.Context, task *db.Task) error {
 
 	err = p.db.UpdateJobAnalysisLLM(
 		payload.RawJobID,
+		result.AIScore,
+		result.IsQualified,
+		result.Summary,
 		string(matchedStr),
 		string(missingStr),
 		string(tailoringStr),