[Timeless Career Advice] One on Ones

[Timeless Career Advice] Compounding Engineers vs Detractors

[Timeless Career Advice] What Do Software Engineers Do?

Become An Engineer Influencer [Part 2] - Michael's Backstory

Michael saw the transformative power of influence after he left his job at Netflix. This video reveals the new opportunities enabled by cultivating an audience. Michael talks about which platforms he grew on, among Medium, LinkedIn, Twitter, a newsletter, and more.

Connect with Michael:

- LinkedIn: <https://www.linkedin.com/in/michael-lin-tech/>
- Twitter: [https://x.com/\_michaellin](https://x.com/%5C_michaellin)
- Newsletter: <https://www.michaellinwrites.com/>

Write A Stellar Resume As A Software Engineer [Part 11] - Self Ratings

There's tremendous pressure to stand out with your resume as a software engineer, especially as you usually need to beat out 100+ or even 1000+ other engineers to get an interview opportunity. This lesson teaches you:

- Why self ratings don't add any value to a resume
- The dangers behind self ratings on a resume, particularly with more junior engineers

Paper Reading: MyRocks: LSM-Tree Database Storage Engine Serving Facebook's Social Graph

Session led by [Dharin Shah](https://www.linkedin.com/in/dharinshah/)

**Event description**

Facebook uses MySQL to manage tens of petabytes of data in its main database named the User Database (UDB). UDB serves social activities such as likes, comments, and shares. In the past, Facebook used InnoDB, a B+Tree based storage engine as the backend. The challenge was to find an index structure using less space and write amplification.

LSM-tree has the potential to greatly improve these two bottlenecks. RocksDB, an LSM tree-based key/value store was already widely used in variety of applications but had a very low-level key-value interface. To overcome these limitations, MyRocks, a new MySQL storage engine, was built on top of RocksDB by adding relational capabilities. With MyRocks, using the RocksDB API, significant efficiency gains were achieved while still benefiting from all the MySQL features and tools. The transition was mostly transparent to client applications.

The paper was published at the **International Conference on Very Large Databases (VLDB)**: [**https://research.facebook.com/publications/myrocks-lsm-tree-database-storage-engine-serving-facebooks-social-graph/**](https://research.facebook.com/publications/myrocks-lsm-tree-database-storage-engine-serving-facebooks-social-graph/).

Paper authors:

- [**Yoshinori Matsunobu**](https://www.linkedin.com/in/yoshinorimatsunobu/)
- [**Siying Dong**](https://www.linkedin.com/in/siyingdong/)
- Herman Lee

Negotiation Course: Negotiation Is All About Leverage

The idea of **BATNA** (Best Alternative To A Negotiated Agreement) is about your ability to walk away from a deal. It is "*the most advantageous alternative that a negotiating party can take if negotiations fail and an agreement cannot be made.*" This will dictate your success in any kind of negotiation.

**As soon as you want something too badly, and the other party knows that, you will be taken advantage of**. (This is also how Venture Capitalists operate, by the way.)

There are three ingredients needed to gain leverage (and therefore successfully negotiate): 

1. Time (patience)

2. Information

3. Options (leverage)

If you have all 3, you can walk into negotiations with confidence.

Negotiation Course: Recognize The Information Asymmetry

First, let's make clear a harsh truth of the world: Companies are economically incentivized to pay you as little as possible, even if you think they're generous.

**You don’t get what you deserve, you get what you ask for.** Many candidates are unaware how high compensation can go, and therefore never ask about it. This leads to them being underpaid, and the information asymmetry is used to benefit the company.

Recruiters and companies talk to candidates every week or even every day. On the other hand, you probably only talk to a few companies every few years. So recruiters have way more information about what you’re likely making and what you may expect.

Nail Your Promotion As A Software Engineer [Part 28] - This Might Not Be Enough

So many software engineers feel unfairly treated when it comes to their promotion, being stuck at the same level forever. And here's the thing - A lot of them are right! This lesson teaches you:

- The right mentality to have when it comes to deciding between doubling down and jumping ship
- The large career cost of switching teams, especially if you are changing companies in the process
- A framework to use when figuring out whether you should give up and change teams or continue plodding on and fighting for that promotion

Ace Your Tech Interview As A Software Engineer [Part 27] - Hiring Manager Round (Separate)

Congratulations, you went through the onsite loop and did well! But what's this - The engineering director behind the job you're interviewing for wants to talk? This lesson teaches you:

- When separate hiring manager rounds happen (and why that's a good thing)
- How to pass hiring manager rounds and what to expect from them

Handling a PIP: The Ultimate Guide To Navigating A PIP

There are two options after a PIP: either the employee will remove all the doubts about the performance concern, or the employee will be terminated.

Your job as an employee is to judge your manager’s intentions. Your manager is the most important person in the PIP, and more generally, in your career. Many managers view the PIP as a formality before termination, and they’ve already given up on you. In that case, **you need to leave.** You don’t win any bonus points by "proving them wrong."

If the manager is responsive to your questions, provides constant feedback, and has a reasonable PIP plan, you may have a chance to succeed.

However, in the vast majority of cases, our recommendation is that you **must start looking for a** **new job.**

The biggest reason a PIP is not worth fighting is because **you want to work for people who believe in you**. This is critical for career success: you need someone who is unfailingly supportive of you, whether that's a friend, mentor, or manager. A PIP does not feel like support. In fact, it feels like the opposite. Your manager felt your performance was weak enough that they literally spent hours documenting how you fell behind, and then informed you in a legal manner.

The joke is that PIP should stand for “Paid Interview Period”, and that is honestly our recommendation for many tech workers who receive a PIP.

Here is the **PIP Evaluation Framework** in order to make the best decision once you’ve received the PIP. If 1+ of the following are true, you should **not** plan to have a long-term future at your current company.

- Your manager is uncommunicative or closed off
- The time horizon for the assigned work on the PIP is unrealistic (e.g. 1 week for a launch)
- The goalposts for the projects keep shifting
- The PIP work and your “normal duties” result in an unmanageable workload
- Your team is unsupportive

Conclusion: The Ultimate Guide To Navigating A PIP

Thanks for being part of this course! Here are the main takeaways:

- A PIP **does not** mean your career is over
- Make it easy to receive feedback
- You should (probably) start looking for a new job
- Don’t over-share information
- Discussions:
  - [I have been put in PIP. What should I do?](https://www.jointaro.com/question/i2RqeCiAQJ04eU1rp0eQ/i-have-been-put-in-pip-what-should-i-do/)

  - [Bouncing back after termination](https://www.jointaro.com/question/iDARmEmqYKlCIhzKIMNh/bouncing-back-after-termination-what-can-i-do-to-move-forward/)

  - [Advice on PIP with unsupportive team?](https://www.jointaro.com/question/93GBTJ73ayNLPY0sLuHz/advice-on-pip-with-unsupportive-team/)

Pinterest Case Study: The Ultimate Guide To Navigating A PIP

This was a non-engineer who had several years of experience before joining Pinterest.

- **Before**: 90 days after joining, was told they needed to improve

- **During**: “Completely blindsided” when placed on PIP at the 4 month mark. Goalposts kept shifting, didn’t receive feedback until 4 weeks later

- **After**: Took the termination after taking leave for interview prep

What is a PIP? The Ultimate Guide To Navigating A PIP

A PIP is a **Performance Improvement Plan**. A PIP covers specific areas of performance deficiencies and sets clear expectations for what needs to happen in the future to remain employed. Think about a PIP as an ultimatum, essentially telling the employee that "Something needs to change." The employee has been deemed (whether fairly or unfairly, as we’ll see) to be missing their targets.

The PIP will outline a plan to improve the employee’s performance, along with milestones to hit over 1-3 months. The manager will document instances where your performance was lacking, pulling in quotes from colleagues, individual code reviews, or emails you may have sent (or have not) sent. A PIP can feel like a personal attack: the manager will spend hours compiling an argument "against you", explaining why you're not meeting expectations.

We’ll talk about specific strategies to use if you’re on a PIP, but for now, just remember this: **You can still have an amazing career after a PIP.**

Being on a PIP is like being on an extended interview. You have all the anxiety and judgment from a high-pressure environment, but it's actually worse: instead of starting from neutral, you're starting with a negative perception. And a multi-month interview sounds terrible.

Employees on a PIP are not allowed to switch teams. The company has concerns about whether the employee can productively contribute to the company, so they want to avoid the chaos of allowing team switches. This is unfortunate because you may just have a really poor fit with your manager.

Because of the overhead involved with a PIP, generally only medium and large companies will issue them.

The Human Resources (HR) team is involved in every PIP, which is a bad sign. The main function of HR, if not the sole function, is to protect the company’s interests, not the employees’. Once HR gets involved, and the manager has started documenting gaps in the employee's performance, clearly that indicates that there’s been a loss of trust.

This course will cover 4 phases of the PIP lifecycle:

- Before the PIP (but perhaps in the danger zone)
- Receiving the PIP within the company and deciding what to do
- Case studies of Individual Contributors (ICs) who received PIPs, along with managers who have delivered PIPs
- After the PIP -- how to ensure you have a great career even if you received a PIP

Ask Me Anything (AMA) with a Senior Eng Director - Sanjay Siddhanti

[**Sanjay Siddhanti**](https://www.linkedin.com/in/sanjaysiddhanti/) is a Senior Director of Engineering at AKASA. After graduating from Stanford, he previously held engineering roles at Counsyl, Karius, and Flatiron Health.

Sanjay's background:

I'm the Senior Director of Engineering at AKASA. I joined AKASA in 2019 as one of the first employees when we were a seed-stage startup. I originally joined AKASA as an individual contributor, and quickly switched over to management. I built much of the company's early technology as an IC and later as a tech lead / manager. I also started and managed multiple engineering teams at the company, including Platform Engineering, now an org with 20 engineers.

Happy to answer questions about:

- How engineering leaders think about the role of Senior, Staff, and Principal ICs.
- How and why to transition from IC to management
- The differences between an Engineering Manager vs Engineering Director
- How to hire and retain great talent
- How to succeed in a startup environment.

Ethan Evans' Career Path: Startup Manager to Amazon VP

[Ethan Evans](https://www.linkedin.com/in/ethanevansvp/) is a retired Amazon VP. He shared his career journey starting out during the dot-com boom of the 1990s, quickly ascending as a manager at a string of startups.

**Early Career and Management Path:**

- Ethan started in management early, taking on a TPM role for a small project due to the team's need.
- He was drawn to leadership because the project lacked organization, focus, and communication.
- Ethan was supported by managers and encouraged to continue in the role. He progressed through several startups, growing in each one and reaching VP level by the third.

**Joining Amazon:**

- Ethan was a "fake" startup VP before going getting downleveled as a manager at Amazon, and it took years for him to return to a true VP role, managing a team of 800 people.
- The startup he was at was failing, and Amazon offered more compensation despite being giving a worse title.
- He initially managed a team of six at Amazon, which eventually grew to 800. 

Ethan credits his rapid ascent to:

- Seeing problems and proactively solving them.
- Taking initiative and asking for more responsibility.
- Curiosity and motivation to understand the bigger picture.

More to explore: 

- [\[Taro Top 10\] Software Engineer To Engineering Manager (IC -&gt; M Track)](https://www.jointaro.com/playlist/oz0mnJvHHgM8NfVF7rgp/)
- [What's the difference between Big Tech and startups in terms of learning and growth?](https://www.jointaro.com/question/KWXIrFIR1EIJsvdOdo7u/whats-the-difference-between-big-tech-and-startups-in-terms-of-learning-and-growth/)
- [How much am I hurting my career by staying at a startup? (Pressure to work for big tech)](https://www.jointaro.com/question/dqCvmYhI9WE0k33orZEP/how-much-am-i-hurting-my-career-by-staying-at-a-startup-pressure-to-work-for-big-tech/)

Demystifying LLM Benchmarks -- How To Compare Large Language Models?

In the recent launch of Google's Large Language Model (LLM) Gemini, Google claimed that "Gemini beats human level performance on MMLU" but you might be wondering:

- What are the different evaulation criteria? Massive Multitask Language Understanding (**MMLU**)? General Language Understanding Evaluation (**GLUE**)? **HumanEval**?
- How can we know which model is good at coding tasks?
- What is considered "human-level performance"?
- How do they actually get the results for these benchmarks?

In this talk, Sai breaks down all the benchmarks you need to know to be better informed when papers claim to beat benchmarks.

The next paper reading session is on January 8 at 5pm: [**https://www.jointaro.com/event/paper-reading-group-4-mistral-7b/**](https://www.jointaro.com/event/paper-reading-group-4-mistral-7b/)

**Your host:**

[**Sai Shreyas Bhavanasi**](https://www.linkedin.com/in/b-sai/) has worked in Computer Vision and Reinforcement Learning and published 2 first-author papers. He has also worked as an MLE and Data Analyst.

How To Build A Fulfilling Career Path For Your Engineers

We’ve all been there – you want to be there for your team, but you end up pushing back 1:1 meetings because there’s a lot on your plate. Or your team member wants to practice a particular framework but you don’t have any upcoming work that would let them do that. Or you’re heading into a career development conversation and trying to figure out how to share some tough feedback.

At the same time, a regular piece of feedback from individual contributors is that they’d like their managers to provide more support for their career development..

So what’s an engineering manager to do? How can we help our teams build fulfilling careers while juggling their asks with all the other work on our plate? And how do we balance their development areas with completing the work that needs to be done? Doing this well will not only help our team’s satisfaction and morale, but also support our own progress in our organization – but it’s easier said than done.

This talk provides concrete tips to help you do better in supporting your team on their career development journey. We’ll talk about strategies to:

- The bedrock for a fulfilling career (awareness)
- Make time for 1:1s – even when things get busy!
- Focus 1:1’s on growth & development (not work)
- Balance between improving weaknesses versus cultivating strengths

This is a talk Rahul gave at the [Tech Leaders Chat](https://www.meetup.com/tech-leader-chats/events/293719388/) hosted by [Multitudes](https://www.multitudes.co/).

The Cardinal Sin Of Management: Micromanaging

This segment outlines why micromanagement is a hallmark of poor engineering leadership and how effective managers empower their teams instead of controlling them. It offers a comprehensive look at how hands-off, trust-based leadership enables better team performance and growth.

- **Micromanagement is a red flag**: Hovering over engineers’ work or constantly asking for status updates wastes time, erodes trust, and stifles ownership.
- **Effective managers lead through trust and empowerment**: Autonomy allows engineers to make decisions and own outcomes, with structured check-ins (e.g., weekly or bi-weekly) to stay aligned.
- **Staying out of technical weeds is critical**: A manager's role should focus on people, not code reviews, engineering meetings, or day-to-day task assignments—those should be handled by tech leads or the engineers themselves.
- **Micromanagement creates systemic risks**: It builds dependency, slows down team velocity, and makes the manager a single point of failure. If the manager leaves, the team may lack the tools or confidence to function independently.
- **Lack of trust leads to poor career growth**: Engineers under micromanagement are less likely to take initiative or learn leadership skills, hindering their path to promotion and long-term development.

How To Navigate Your Stock Options

This section of the video explores **what to do with startup stock options**—both while employed and after leaving a company. It emphasizes evaluating offer quality upfront and making strategic decisions about exercising options based on company outlook and personal risk tolerance.

- **Understand the offer**: When joining a startup, it's important to know both the **strike price** (cost to buy shares) and the **fair market value (FMV)** of the shares. A significant gap between these numbers indicates more potential upside.
- **Don’t exercise too early**: While employed, it's typically better to wait before exercising options. Exercising early ties up personal capital and carries risk if the company performs poorly or fails before a liquidity event.
- **Exception for early-stage employees**: If the cost to exercise is very low (e.g., a few hundred dollars), it may make sense to do so early to start the **long-term capital gains clock** for better tax treatment.
- **After leaving the company**: Most startups require options to be exercised within **90 days of departure**. If there's confidence in the company’s future, it may be worth exercising all or part of the options—otherwise, it might be best to walk away.
- **Weigh risk vs. return**: Exercising options is a personal investment decision. If the company is struggling or unlikely to succeed, even favorable strike prices can result in total losses.

Tech Career Growth Videos

Our instructional videos provide software engineers with insights needed for career growth. Masterclasses go incredibly in-depth on a specific tech topic while case studies are real examples from established engineering leaders.