AI Phishing Detection Specialist
An AI Phishing Detection Specialist designs, trains, and deploys machine learning and NLP-based systems that identify phishing ema…
Skill Guide
The foundational knowledge of email transmission protocols (SMTP), message format standards (MIME), and authentication mechanisms (SPF, DKIM, DMARC) required to send, parse, secure, and troubleshoot email at a system level.
Scenario
You need to verify how an email is constructed and transmitted at the protocol level without a GUI client.
Scenario
You are tasked with creating a service that ingests raw email, extracts attachments, and verifies the sender's authenticity.
Scenario
The organization requires an on-premise email gateway that filters inbound mail for threats and enforces strict DMARC policy on outbound mail to protect the brand.
Use Postfix for low-level SMTP simulation and production gateways. Python libraries are essential for scripted parsing and automation. Wireshark is non-negotiable for protocol-level traffic analysis. Use OpenDKIM/SPF for self-hosted authentication. Commercial APIs are used for benchmarking deliverability and monitoring.
These are the authoritative technical specifications. Refer to them to resolve ambiguities in behavior, implement compliant parsers, and ensure interoperability. They are the ultimate reference for debugging and security analysis.
Answer Strategy
Structure the answer using a systematic method: 1) Verify Sender Reputation, 2) Analyze Content & Headers, 3) Check Authentication. Start by checking IP/domain blacklists (MXToolbox). Then, examine the full email headers for `Received` paths and `Authentication-Results` to see SPF/DKIM/DMARC status. Finally, inspect content for spam triggers. Sample: 'I would first check our sending IP against major DNS blacklists like Spamhaus. Next, I'd have the user send me a raw email to inspect the full headers, focusing on the `Authentication-Results` to confirm our SPF, DKIM, and DMARC records are passing and aligned. I would also analyze the message body and subject line for common spam filters. The goal is to isolate whether it's a reputation, authentication, or content issue.'
Answer Strategy
Test conceptual clarity on protocol layers. Explain that the envelope (MAIL FROM/RCPT TO) is used for transport, while the header (From/To) is for display. Mismatch is a red flag. Sample: 'The SMTP envelope contains the routing commands used between mail servers, specifically `MAIL FROM` and `RCPT TO`. The MIME message is the payload, containing the user-visible `From:`, `To:`, and `Subject:` headers. This distinction is critical for spam filtering because the envelope sender (the Return-Path) is where authentication checks like SPF are validated. A common spam tactic is to have a legitimate-looking `From:` header in the message while using a malicious or spoofed envelope sender, which is why DMARC is needed to enforce alignment between the two.'
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