Welcome

How To AI-Proof Your Engineering Career In 2026

x.com/mr_mig_en

Alex Migutsky

Software Engineer, Mental Architect

Meet Roman

Career Switcher

  • Was a Head of Department in logistics
  • Self-taught Rails Developer
  • Mid-level
  • Passed over for promotion. Twice.

Manager's feedback: "You're doing great work. But leadership doesn't see it."

AI Context

We are in 2026

  • Everyone's talking about AI
  • Some panicking. Some skeptical
  • LLMS
  • Chats
  • Studios
  • Agents
  • Agentic IDEs
  • Specialized apps
  • No-code app generators
  • RAGs
  • Alignment
  • AI Slop
  • Ecology

I can't predict

2 shifts I see

The problem Roman had is getting worse, not better

Shift 1: What makes you valuable is changing

AI is making every engineer faster

The floor is rising - a minimum bar for "acceptable engineer" went up

The ceiling is lowering - the expectations of a bigger impact come sooner

What's left?

Deciding WHAT to build

Trusted judgement

Right people know you

Multiplying your impact

Shift 2: How you work is fragmenting

AI increases your throughput — and everyone else's output

More noise

Without a system, AI just makes you busier and more scattered

Trajectory Diagnostic

The Question: What are you known for?

‼️ Danger Zone

📈 Amplified

  • Known for speed

  • Shipping fast

  • Cranking out code

  • Known for judgment

  • Trusted with ambiguity

Test 1

When your manager thinks of you, what's the first word?

Test 2

What would you do with 20% more capacity?

Obvious Responses Don't Work

"I'll get better at AI tools" - table stakes, doesn't differentiate

"I'll watch more YouTube/read books"  - knowing and doing are different

"I'll job hop for a title bump" - works once, same problem at new company

"I'll go deeper on fundamentals/master Staff skill tree" - that's a description of Staff, not a path to it

2 problems

Problem 1: Speed stops differentiating you.
What's left?

Problem 2: Signal-to-noise ratio is collapsing.
How do you execute then?

What's with Roman?

He could ship, but was "invisible"

AI would make it worse

As he was a career switcher, that was not a show-stopper

Trust

> Value

> Visibility

> Leverage

TVVL Framework

Solution 1

Trust

Definition: Your manager doesn't worry about you

Five components: 

  • Predictability
  • Reliability
  • Credibility
  • Low-maintenance
  • Authentic intent

Trust is the foundation!

Trust micro-tactic:

What would make my manager
ask me less about this project?

Value

Definition: Your work moves business outcomes or makes user "jobs" done

You can articulate why your work matters in business terms

Types of Value:

  • Time
  • Status
  • Money
  • Connectedness

Value micro-tactic:

What metric does this affect?

Who cares about that metric?

Visibility

Definition: The right people know what you do and why it matters

Your manager sees 10% of your work. Their manager sees 1%

Information signals:

  • Concise Reports
  • Sharing
  • 1-on-1s
  • Team events
  • Overcommunicating

Visibility micro-tactic:

Who needs to know, and how will they find out if I don't tell them?

Leverage

Definition: Your impact exceeds your direct effort

Three types:

  • Through People
  • Through Systems
  • Through Scope

Through Scope is the most common path for Senior → Staff

Warning: do not attempt Through Scope without high Trust

Leverage micro-tactic:

What problem exists that no one is owning?

Roman's results

Staff Security Engineer. Tripled salary.

  • Trust: Stopped spending trust faster than he earned it
  • Value: Articulated work in business terms
  • Visibility: Made sure the right people knew
  • Leverage: Found a strategic gap, positioned himself as a solution

Took him ~5 years

The Execution Problem

You know the levers. Now what?

Solution 2

AttentionBIOS

Live demo is incoming... 

AttentionBIOS Template

Core Components

  • Capture

  • Plan

  • Prioritize

  • Execute

  • Synthesize

  • Archive

  • Review

  • Top-down scan

  • Urgent vs. Important

  • Intentional execution

  • Limited Attention Span

Diagnostic

  1. Do you have one capture point, or do ideas scatter?
     

  2. Do you systematically finish your planned projects, or just react to what's loudest?
     

  3. Is your calendar proactive or reactive?

How it all works together?

TVVL is a compass

AttentionBIOS is an engine

WHAT to work on

HOW to execute

Upcoming cohort:

Jan 12 - March 31, 2026

Fast Track to World-Class Senior Engineer

bit.ly/become-senior

Cohort course

My offer to you

TVVL + AttentionBIOS + Context + Personalization

=

CarGOS

Checklists, Templates, Exercises

Principles & Forces

Experiments IRL

Feedback + Community

Feedback - access to me

Support - throughout 2026

Proofs it works

Roman: invisible mid-level → Staff Security Engineer, 3x salary

Tim (Microsoft): Microsoft → startup → Head of Engineering

Felipe (GitHub): Frustrated, planned to quit → Found a better fit

Who this is for

Invisible expert

You ship. Decent reviews. Promotions go to less skilled people.

 Stuck Senior

You solve ambiguous problems. Your team is happy. No recognition.

 Ambitious Junior

You know how to be independent.

Hungry for quick growth. Ready to put in effort

Who this is NOT for

Struggling with fundamentals

No job right now

Already Staff+ and crushing it

Price: $1500

Good career coach: $300/hr for 1:1 coaching

One year stuck = $10-50k unrealized salary (depending on your geo)

There are other courses. Most are self-paced content dumps.
This is live, with feedback, with a cohort.

PAYMENT PLAN: Available. Email me

L&D BUDGET: Email me for one-pager to forward

Moneyback: Two weeks. Full refund. No questions.

Time: 4-10h per week

Integrates with existing work

It took Roman 5 years.
You will compress that.

All sessions are recorded and available

You get 1 year of support in cohort's Maven community

Quick Wins

Week 1: Context & Diagnostics

See your current position
more vividly

Week 2-3: AttentionBIOS is running

Clarity on where you waste your time and attention

The only cohort in 2026

By April you’ll have your system running

By July people will notice

If you wait until 2027, that’s another year of being invisible or stuck

IN

Promo Code:  2026-300 

$300 off the full price

Upcoming cohort:

Jan 12 - March 31, 2026

Fast Track to World-Class Senior Engineer

bit.ly/become-senior

Promo Code:  2026-300 for $300 off

How to AI-proof you software engineering career in 2026

By Alexey Migutsky

How to AI-proof you software engineering career in 2026

  • 42