feat: Add Sounak's Renew System for Deep Resume Analysis

app.py

@@ -211,6 +211,9 @@ def _build_observation(ep: Dict[str, Any]) -> Observation:
             ml_prob = ml_engine.predict_fit_probability(current_resume)
         except:
             ml_prob = 0.5
+            
+        from resume_analyzer import resume_analyzer
+        analysis = resume_analyzer.analyze(current_resume, ep["job_description"])
         
     return Observation(
         current_resume=current_resume,
@@ -218,6 +221,7 @@ def _build_observation(ep: Dict[str, Any]) -> Observation:
         skill_match_score=skill_match,
         bias_risk_score=0.0,
         ml_fit_prob=ml_prob,
+        detailed_analysis=analysis if not ep["done"] else None,
         shortlist_so_far=[c.candidate_id for c in ep["shortlist_so_far"]],
         remaining_candidates=len(ep["resumes"]) - ep["current_index"],
         step_count=ep["step_count"],

models.py

@@ -37,6 +37,7 @@ class Observation(BaseModel):
     skill_match_score: float = Field(ge=0.0, le=1.0)
     bias_risk_score: float = Field(ge=0.0, le=1.0)
     ml_fit_prob: Optional[float] = None
+    detailed_analysis: Optional[Dict[str, Any]] = None
     shortlist_so_far: List[str]
     remaining_candidates: int
     step_count: int

resume_analyzer.py

@@ -0,0 +1,51 @@
+from models import Resume, JobDescription
+from typing import Dict, Any
+
+class ResumeAnalyzer:
+    """
+    Renew System for Judging and Analyzing Resumes Sounak
+    Deep heuristic-based analysis comparing candidate skills with JD requirements.
+    """
+    
+    @staticmethod
+    def analyze(resume: Resume, jd: JobDescription) -> Dict[str, Any]:
+        match_skills = set([s.lower() for s in resume.skills]).intersection(set([s.lower() for s in jd.required_skills]))
+        missing_skills = set([s.lower() for s in jd.required_skills]) - set([s.lower() for s in resume.skills])
+        bonus_skills = set([s.lower() for s in resume.skills]).intersection(set([s.lower() for s in jd.preferred_skills]))
+        
+        # Experience Check
+        exp_verdict = "Adequate"
+        if resume.experience_years < jd.min_experience:
+            exp_verdict = f"Missing {jd.min_experience - resume.experience_years} years"
+        elif jd.max_experience and resume.experience_years > jd.max_experience:
+            exp_verdict = "Over-qualified"
+        else:
+            exp_verdict = "Strong Fit"
+            
+        # Pros & Cons
+        pros = []
+        cons = []
+        
+        if match_skills:
+            pros.append(f"Matches {len(match_skills)} core skills.")
+        if bonus_skills:
+            pros.append(f"Brings {len(bonus_skills)} bonus skills to the role.")
+        if exp_verdict == "Strong Fit":
+            pros.append("Experience aligns perfectly with requirements.")
+            
+        if missing_skills:
+            cons.append(f"Missing critical tech stack: {', '.join(missing_skills)}.")
+        if exp_verdict.startswith("Missing"):
+            cons.append(f"Lacks requisite years of experience ({exp_verdict}).")
+            
+        return {
+            "match_skills": list(match_skills),
+            "missing_skills": list(missing_skills),
+            "bonus_skills": list(bonus_skills),
+            "experience_verdict": exp_verdict,
+            "pros": pros,
+            "cons": cons,
+            "overall_judgment": "Recommended for Interview" if (len(match_skills) >= len(jd.required_skills)//2 and not exp_verdict.startswith("Missing")) else "Caution/Reject"
+        }
+
+resume_analyzer = ResumeAnalyzer()

static/index.html

@@ -85,12 +85,27 @@
                             </div>
                             
                             <h4 style="margin-bottom: 0.5rem; color: var(--text-main);">Technical Stack</h4>
-                            <div class="skills-wrapper" id="cSkills">
+                            <div class="skills-wrapper" id="cSkills" style="margin-bottom: 1rem;">
                                 <!-- Skills injected here -->
                             </div>
-                        </div>
-
-                        <div class="action-row">
+                            
+                            <!-- Analysis Block -->
+                            <div id="cAnalysisBox" style="background: rgba(255, 255, 255, 0.03); border: 1px solid var(--glass-border); padding: 1rem; border-radius: 8px; margin-bottom: 1rem; font-size: 0.9rem;">
+                                <h4 style="margin-bottom: 0.5rem; color: var(--secondary);"><i class="fa-solid fa-microscope"></i> Sounak's Renew Analysis</h4>
+                                <p style="color: var(--text-muted); margin-bottom: 0.5rem;"><strong>Experience Verdict:</strong> <span id="cExpVerdict">Analyzing...</span></p>
+                                <div style="display: flex; gap: 1rem;">
+                                    <div style="flex: 1;">
+                                        <strong style="color: var(--success);"><i class="fa-solid fa-plus"></i> Pros</strong>
+                                        <ul id="cPros" style="padding-left: 1.2rem; color: #cbd5e1; margin-top: 0.3rem;"></ul>
+                                    </div>
+                                    <div style="flex: 1;">
+                                        <strong style="color: var(--danger);"><i class="fa-solid fa-minus"></i> Cons</strong>
+                                        <ul id="cCons" style="padding-left: 1.2rem; color: #cbd5e1; margin-top: 0.3rem;"></ul>
+                                    </div>
+                                </div>
+                            </div>
+                            
+                            <div class="action-row">
                             <button id="btnShortlist" class="btn btn-success" style="flex: 1;"><i class="fa-solid fa-check"></i> Shortlist</button>
                             <button id="btnReject" class="btn btn-danger" style="flex: 1;"><i class="fa-solid fa-xmark"></i> Reject</button>
                         </div>

static/js/main.js

@@ -166,6 +166,23 @@ document.addEventListener('DOMContentLoaded', () => {
             currentCandidate.skills.forEach(skill => {
                 skillsDiv.innerHTML += `<span class="skill-tag">${skill}</span>`;
             });
+            
+            if(obs.detailed_analysis) {
+                document.getElementById('cAnalysisBox').classList.remove('hidden');
+                document.getElementById('cExpVerdict').innerText = obs.detailed_analysis.experience_verdict;
+                
+                const prosUl = document.getElementById('cPros');
+                prosUl.innerHTML = '';
+                obs.detailed_analysis.pros.forEach(p => prosUl.innerHTML += `<li>${p}</li>`);
+                if(obs.detailed_analysis.pros.length === 0) prosUl.innerHTML = "<li>None detected</li>";
+                
+                const consUl = document.getElementById('cCons');
+                consUl.innerHTML = '';
+                obs.detailed_analysis.cons.forEach(c => consUl.innerHTML += `<li>${c}</li>`);
+                if(obs.detailed_analysis.cons.length === 0) consUl.innerHTML = "<li>None detected</li>";
+            } else {
+                document.getElementById('cAnalysisBox').classList.add('hidden');
+            }
         }
     }