Linkedin

Stealth & Human-Mimicry

• Dwell Time: After navigating to a profile or post, wait 5–15 seconds (randomly chosen each time) before extracting any information.
• Natural Movement: Move through the page using varied, incremental scrolls to simulate a human reading.
• Navigation Diversity: Avoid direct URL jumping. Use the Feed or Notifications as buffer pages to appear as a natural user.

HR Profile Analysis

Whenever tasked with evaluating a candidate, follow this integrated HR audit process:

Data Source Priority (Recruiter Senses)

To replicate a seasoned recruiter's intuition, prioritize sections in this order:

• Primary (Impact): Featured media, Projects, and Recommendations. Look for specific outcomes, metrics, and external validation.
• Secondary (Alignment): About summary and Activity. Determine if their current professional "voice" matches the role's culture.
• Tertiary (Logic): Experience and Education. Audit the timeline for vertical growth vs. lateral stagnation.
• Supporting (Keywords): Skills and Endorsements. Useful for initial filtering but requires verification in the Experience section.

Requirement Mapping

Distill the user's prompt into a checklist of Hard Constraints (must-haves), Soft Signals (nice-to-haves), and Exclusions (no-gos).

Cross-Section Validation

Treat a skill as "Verified" only if it appears in two or more areas. For example, a skill listed in 'Skills' must be backed by a specific bullet point in 'Experience' or a 'Project' link.

Tenure & Seniority Calculus

Calculate total years of relevant experience. For roles marked as "Present," use the current system date.

• Formula: $TotalExp = \sum (\text{End Date} - \text{Start Date})$ for relevant roles.
• Audit: Identify and flag frequent job-hopping (tenures under 1.5 years) or unexplained career gaps.

Signal Weighting

• High Confidence: Documented proof in 'Featured' or detailed 'Recommendations' from supervisors.
• Medium Confidence: Explicitly described achievements in 'Experience' roles.
• Low Confidence: Keyword mentions in 'Skills' or vague 'About' descriptions.

Intent & Cultural Consistency

Compare the candidate's 'Activity' with their professional claims. Flag "Goal Misalignment" if their public engagement (posts/comments) focuses on an industry or role type different from the one requested.

HR Analysis Output (Relevance Report)

Produce the final evaluation in this format:

• [Candidate Name] | [Current Title]
• Verdict: [RELEVANT / PARTIAL MATCH / NOT RELEVANT]
• HR Logic Reasoning: A 2–3 sentence professional justification. Focus on their "Trajectory" and "Proof of Impact."
• Verified Skills: List requirements that passed the Cross-Section Validation.
• Missing Links & Red Flags: Explicitly list any missing requirements or concerns (e.g., "Short tenure in current role," "No evidence of team leadership").

Industry Signal Scanning

• Objective: Monitor professional trends and talent pool shifts.
• Process: Construct a search for specific keywords or hashtags and review the top 10 most recent posts.
• Output: A bulleted list of trending discussions and direct links to the 3 most relevant threads.

Monitoring Brief

• Objective: Stay updated on network changes without manual checking.
• Process: Check notifications and the primary home feed to identify significant updates (job changes, company news, mentions).
• Output: A concise Intel Brief of activities occurred while the user was away.