# interview prep (blogs) — RSS Amplifier Recent posts from the 2 feeds in the RSS Amplifier directory that cover interview prep. Page: Feed: --- ## [The Offer Is Not the Finish Line (It’s the Negotiation Phase)](https://www.hacked2hired.com/blog/the-offer-is-not-the-finish-line-its-the-negotiation-phase) _2026-02-04 · Jason Pubal · Blog - Hacked2Hired_ The offer is not the finish line. It’s the negotiation phase. In this post, I break down what actually matters when reviewing an offer, why money isn’t the only thing to negotiate, and how I made sure the role worked for my career and my family. ## [Every Final Interview Is Really a Culture Interview](https://www.hacked2hired.com/blog/every-final-interview-is-really-a-culture-interview) _2026-01-31 · Jason Pubal · Blog - Hacked2Hired_ Final interviews are not about proving your technical skills. By the time you reach this stage, those questions are already settled. What interviewers are really evaluating is how you show up under pressure, how you communicate risk, and whether they can trust you inside their decision-making environment. In security leadership roles especially, judgment, tone, and cultural fit matter as much as… ## [The One ChatGPT Prompt That Saves Me From Wasting Time on Bad Job Descriptions](https://www.hacked2hired.com/blog/the-one-chatgpt-prompt-that-saves-me-from-wasting-time-on-bad-job-descriptions) _2026-01-02 · Jason Pubal · Blog - Hacked2Hired_ Most job descriptions are long, vague, and exhausting to decode, especially when you are applying at scale after a layoff. In this post, I share a simple ChatGPT prompt I use to translate job descriptions into plain English and quickly assess how well my experience matches the role. By pasting in a job description and your resume, this approach helps you decide whether a job is worth applying to,… ## [Interview Prep: Keep At It](https://twopug.com/interview-prep-keep-at-it/) _2025-12-15 · twopug · ૮ ⚆ﻌ⚆ა Two Pug ૮ –ﻌ⚆ა_ Jenya's AI Interview Prep Notes Sell Me This Pen The Coding Grind The ML Grind Classic System Design Just Chatting Keep At It All the technical material above won't help unless you carve out the time to sit down and grind through the questions. It takes focus and commitment. This isn't a self-help section - if time and motivation could be solved with a few posts, we'd all be geniuses flying around… ## [Interview Prep: Just Chatting](https://twopug.com/interview-prep-just-chatting/) _2025-12-15 · twopug · ૮ ⚆ﻌ⚆ა Two Pug ૮ –ﻌ⚆ა_ Jenya's AI Interview Prep Notes Sell Me This Pen The Coding Grind The ML Grind Classic System Design Just Chatting Keep At It Technical Deep Dive Prep This type of interview is prevalent at some of the new-big-tech companies. It’s a behavioral interview at its core, but one where you present your prior work. Come up with examples relevant to you, bullet-point them into a chatbot, and ask it to… ## [Interview Prep: Classic System Design](https://twopug.com/interview-prep-classic-system-design/) _2025-12-06 · twopug · ૮ ⚆ﻌ⚆ა Two Pug ૮ –ﻌ⚆ა_ Jenya's AI Interview Prep Notes Sell Me This Pen The Coding Grind The ML Grind Classic System Design Just Chatting Keep At It 1 This note is more focused on classic infrastructure roles. Not every company will run interviews like this, most modern AI Infra roles include ML System interview loops, which differ significantly and align more closely with the topics covered in The ML Grind section.… ## [Interview Prep: The ML Grind](https://twopug.com/interview-prep-ml-grind/) _2025-11-29 · twopug · ૮ ⚆ﻌ⚆ა Two Pug ૮ –ﻌ⚆ა_ Jenya's AI Interview Prep Notes Sell Me This Pen The Coding Grind The ML Grind Classic System Design Just Chatting Keep At It 1 Important: don't skip this, don't reorder, don't try to be too creative, follow the sequence. It will save you weeks of struggling. The Tricks Learn "einsum" This eliminates 90% of the "why the hell is this reshape/view doing that?" confusion. It lets you write the math… ## [Interview Prep: The Coding Grind](https://twopug.com/interview-prep-coding-grind/) _2025-11-29 · twopug · ૮ ⚆ﻌ⚆ა Two Pug ૮ –ﻌ⚆ა_ Jenya's AI Interview Prep Notes Sell Me This Pen The Coding Grind The ML Grind Classic System Design Just Chatting Keep At It 1 Classic DSA (Big Tech: Meta/Amazon/Microsoft/etc) LeetCode pattern matching. Messy "real-world" problems (New Big Tech: OpenAI/Anthropic/etc) Incomplete specs, debugging, data processing, often inside an existing codebase. Hard to prepare for because they’re extensive.… ## [Interview Prep: Sell Me This Pen](https://twopug.com/interview-prep-sell/) _2025-11-29 · twopug · ૮ ⚆ﻌ⚆ა Two Pug ૮ –ﻌ⚆ა_ Jenya's AI Interview Prep Notes Sell Me This Pen The Coding Grind The ML Grind Classic System Design Just Chatting Keep At It Build a Funnel and Keep It Full You want a constant stream of opportunities coming in, and it takes time: Reach out broadly, message everyone you know, and ask people to connect you with "someone who knows someone" for referrals. Don’t wait to talk to recruiters, schedule… ## [Interview Prep](https://twopug.com/interview-prep/) _2025-11-29 · twopug · ૮ ⚆ﻌ⚆ა Two Pug ૮ –ﻌ⚆ა_ Jenya's AI Interview Prep Notes Sell Me This Pen The Coding Grind The ML Grind Classic System Design Just Chatting Keep At It 1 This interview preparation guide is designed for experienced engineers who are now pursuing roles in the AI industry. As you prepare, keep a few important realities in mind: Interviewing is its own skill, separate from what you excel at in your actual day-to-day… ## [Stop CI/CD & Supply-Chain Attacks (Sponsored)](https://crawlproof.com/a/lNEyDsvIcU9o) _2025-11-29 · **Sponsored**_ Per-PR: 17 CI/CD checks and package malware scans with inline Check Run findings. ## [From Panic Tabs to Prepared: Introducing My AI-Powered Interview Prep Kit](https://www.hacked2hired.com/blog/from-panic-tabs-to-prepared-introducing-my-ai-powered-interview-prep-kit) _2025-09-18 · Jason Pubal · Blog - Hacked2Hired_ Over months of refining my interview prep process with GenAI and OpenAI’s deep research tools, I’ve built a system that surfaces only the high-signal insights about companies, interviewers, and hiring managers—while also generating tailored questions and strong practice answers. After seeing friends land excellent tech jobs using this method, I’ve automated and productized it into an AI-Powered… ## [Use ChatGPT Deep Research to Prep for Interviews Like a Pro](https://www.hacked2hired.com/blog/use-chatgpt-deep-research-to-prep-for-interviews-like-a-pro) _2025-08-06 · Jason Pubal · Blog - Hacked2Hired_ ChatGPT’s Deep Research is a powerful tool for job seekers, offering tailored insights into a company’s security posture, leadership, tech stack, and culture. Available on the Plus plan and higher, it gives users 25 high-quality research queries per month—enough to prep for multiple interviews with depth and confidence. With the right prompt, it turns surface-level prep into strategic insight that… ## [Interview Preparation: Building Your Career Success Library](https://www.hacked2hired.com/blog/interview-preparation-building-your-career-success-library) _2025-03-13 · Jason Pubal · Blog - Hacked2Hired_ Interview preparation is more than just rehearsing answers—it’s about building a structured library of career success stories. Following Amazon’s advice to prepare for their final interview, I realized the value of documenting key experiences early in the job search process. This approach not only helps with structured responses but also boosts confidence in interviews. If I had started this… ## [How to Answer “What Are Your Salary Expectations?” After Being Laid Off](https://www.hacked2hired.com/blog/how-to-answer-what-are-your-salary-expectations-after-being-laid-off) _2025-02-25 · Jason Pubal · Blog - Hacked2Hired_ Navigating the “What are your salary expectations?” question is crucial, especially after a layoff. Most job applications require an answer, but you don’t have to lock yourself into a number too early. If possible, leave it blank or use a broad range. In interviews, try to get the employer to share their budget first, and when giving a number, always provide a range based on market data and… ## [How to Use ChatGPT for Interview Preparation](https://www.hacked2hired.com/blog/how-to-use-chatgpt-for-interview-preparation) _2025-02-14 · Jason Pubal · Blog - Hacked2Hired_ ChatGPT can be a powerful tool for job seekers, helping with mock interviews, refining responses using the STAR method, and improving communication skills. It also assists in researching companies, practicing technical questions, and crafting follow-up emails. By leveraging AI for interview prep, candidates can gain confidence and refine their answers to stand out in competitive job markets. ## [Mastering the STAR Method: A Foolproof Way to Ace Behavioral Interviews](https://www.hacked2hired.com/blog/mastering-the-star-method-a-foolproof-way-to-ace-behavioral-interviews) _2025-02-08 · Jason Pubal · Blog - Hacked2Hired_ The STAR method (Situation, Task, Action, Result) is a structured approach to answering behavioral interview questions effectively. It helps candidates provide clear, concise, and compelling responses that highlight their problem-solving skills and real-world impact. By preparing STAR-based answers in advance, job seekers can confidently navigate interviews and showcase their qualifications with… ## [Upskilling After a Layoff: How to Stay Competitive in Cybersecurity](https://www.hacked2hired.com/blog/upskilling-after-a-layoff-how-to-stay-competitive-in-cybersecurity) _2025-01-28 · Jason Pubal · Blog - Hacked2Hired_ This post explores how cybersecurity professionals can leverage a layoff as an opportunity to upskill and stay competitive in a rapidly evolving industry. It provides actionable tips for identifying skill gaps, utilizing free and paid training resources, gaining hands-on experience, and balancing learning with a job search. Whether you’re diving into cloud security, refining your threat analysis…