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Roadmap · Career

Layoffs and AI: stay hard to cut, bounce back if it happens

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For students, junior and experienced engineers worried about layoffs and what AI means for their jobs, and for anyone who has just been laid off. By the end you can read the evidence calmly, see your own risk, make yourself harder to cut, use AI to raise your value, build a safety net, and handle a layoff and the search after it with a plan.

Curated by Tauseef Fayyaz7 stages, 49 topics~6 months at a few hours a week
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By the end, you will be able to

  • Explain what is really driving tech layoffs and what the evidence says about AI, without hype or panic
  • Score your own exposure and spot the warning signs at company, team and personal level
  • Move your work closer to revenue and make your impact visible to the people who decide
  • Use AI tools daily on real work while keeping the judgement skills they cannot replace
  • Build career insurance: an emergency fund, a ready CV, a warm network and a yearly market check
  • Handle a layoff step by step: severance, what you are owed, local rules, visa deadlines and documents
  • Run a job search after a layoff as a weekly pipeline and land somewhere more stable

The path

7 stages, in the order to learn them. Open one to start.

  1. 1What AI is really doing to tech jobsSeparate the headlines from the evidence. Layoffs have several causes, AI is one of them and is cited more every year, and the clearest effect so far is fewer junior hires rather than mass firing of experienced engineers.7 topics · ~2 weeks
    1. 1The numbers since 2022Trackers such as layoffs.fyi count announced tech layoffs.
    2. 2Why companies really cut jobsLayoffs usually have several causes at once.
    3. 3When "AI" is the reason, and when it is the storyMore and more layoff announcements mention AI.
    4. 4The junior squeeze: fewer doors, not mass firingThe clearest effect of AI on software jobs so far is at the entry level.
    5. 5AI changes tasks before it removes jobsA job is a bundle of tasks.
    6. 6Where demand is growingCuts and hiring happen at the same time, often in the same company.
    7. 7A calm news dietLayoff news is designed to be read: big numbers, scary quotes, predictions about the end of programming.
    7 in this stageOpen this stage
  2. 2Read the signals and your own exposureLayoffs rarely come from nowhere. Learn how companies decide who goes, which signs usually come first at company, team and personal level, and how exposed your own role is, so you can act early instead of reacting.6 topics · ~2 weeks
    1. 1How layoff lists are actually madeMost layoffs are decided top down.
    2. 2Warning signs at company levelSome signs at company level often come before cuts.
    3. 3Warning signs on your team and for youCloser to home, the signs are quieter.
    4. 4Audit your own exposureAn exposure audit is an honest score of how vulnerable your role is, so you know where to act.
    5. 5Cost centres, profit centres and locationInside a company, a profit centre earns money, such as a product team that customers pay for.
    6. 6Rumours, and what to do with themBefore a layoff, rumours spread fast: on Blind, in group chats, in quiet conversations by the coffee machine.
    6 in this stageOpen this stage
  3. 3Be hard to cut at workNobody is layoff-proof, but some people are much harder to cut than others. Put your effort into work the business cannot do without, make your impact easy to see, and keep relationships beyond your own manager.7 topics · ~4 weeks
    1. 1Work close to money and customersWhen a company cuts, it protects what earns money, what keeps paying customers happy and what the law requires.
    2. 2Own outcomes, not ticketsA ticket says what to build.
    3. 3Make your impact easy to seeLayoff lists are often drawn up quickly, sometimes by people above your manager who have never seen your work.
    4. 4Relationships beyond your managerYour manager is your most important ally, but in many layoffs your manager is not in the room, or is affected too.
    5. 5Know the business, not only the codeDomain knowledge is understanding the business your code serves: how payments settle, why a hospital cannot lose a record, what makes a logistics customer…
    6. 6Read your own performance signalsMany companies now use layoffs and "low performer" cuts at the same time, so your review rating matters more than it used to.
    7. 7Be the person people can count onReputation is what people say about you when you are not there, and in a layoff discussion it is often a single sentence: "she always delivers" or "he is hard…
    7 in this stageOpen this stage
  4. 4Work with AI so it raises your valueCompanies are now choosing people partly by how well they adopt AI. Use the tools daily on real work, measure honestly where they help, keep the skills they cannot replace sharp, and move towards work that builds with AI rather than work AI does.7 topics · ~6 weeks
    1. 1Use AI on real work, inside the rulesMost developers now use AI tools: 84% in the 2025 Stack Overflow survey used or planned to use them, and Google's 2025 DORA report found about 90% of tech…
    2. 2Measure where AI actually helps youHow much AI speeds you up is less obvious than it feels.
    3. 3Keep the skills AI cannot replace sharpAs AI writes more code, the valuable work moves to judging it.
    4. 4Move towards work that builds with AIThere is a difference between work AI does and work that builds with AI.
    5. 5Depth in one area, range around itA T-shaped engineer has deep skill in one area (the vertical bar) and working knowledge of several around it (the horizontal bar).
    6. 6A learning system, not bursts of panicMany engineers learn in bursts: a wave of scary posts, a weekend of tutorials, then nothing for months.
    7. 7Show your AI skill where others can see itUsing AI well only protects you if people know you do it.
    7 in this stageOpen this stage
  5. 5Career insurance before you need itThe best time to prepare for a layoff is while you still have a job. Build a money cushion, keep your CV and proof of work ready, keep your network warm and test the market once a year, so a layoff is a hard month and not a crisis.7 topics · ~3 weeks
    1. 1An emergency fund in months, not moneyAn emergency fund is savings kept only for a loss of income or a real emergency, in an account you can reach within days.
    2. 2Keep fixed costs low and debt smallFixed costs are the bills that arrive whether you earn or not: rent, car and phone instalments, loans, subscriptions.
    3. 3A CV and profile that are always readyAfter a layoff, hundreds of people with your title start applying on the same day.
    4. 4Keep your network warmA large share of jobs are filled through referrals, and after a layoff the people who find work fastest usually find it through people they know.
    5. 5Test the market once a yearInterviewing is a skill that fades if you do not use it.
    6. 6A second income stream, done safelyA small second income, such as freelance work, a paid product, teaching or content, does two things: it softens the hit if your salary stops, and it proves to…
    7. 7Keep your own copies of your paperworkIn many layoffs, access to email and HR systems is cut within minutes.
    7 in this stageOpen this stage
  6. 6If you are laid off: the first two weeksThe first days after a layoff decide a lot: what you sign, what you are paid, which documents you leave with and, on a work visa, how much time you have. Stay calm, get everything in writing, check what you are owed under your contract and local law, and reset your budget before you start the search.7 topics · ~2 weeks
    1. 1In the meeting itselfLayoff meetings are usually short, often with HR present, and sometimes your access is switched off while you are still in the call.
    2. 2Read the severance agreement before you signSeverance is money the company offers when it ends your job, often in exchange for signing an agreement.
    3. 3Add up what you are owedBefore you accept anything, add up everything you are owed, separate from any severance.
    4. 4Know the basic rules where you workRules differ a lot by country, so check yours and treat this as a starting point, not legal advice.
    5. 5On a work visa, start the clock on day oneIf your right to live in a country depends on your job, a layoff starts a countdown.
    6. 6Leave with documents and referencesBefore your last day, or straight after, collect what you will need for the next job.
    7. 7Reset your budget for the searchIn the first week, turn your situation into numbers.
    7 in this stageOpen this stage
  7. 7Bounce back: the search after a layoffA job search after a layoff is a project, not a mood. Tell the story in two calm sentences, run a weekly pipeline that leans on referrals, close the skill gaps the market is asking about, and protect your health and money while you do it.8 topics · ~6 weeks
    1. 1Explain the layoff in two sentencesInterviewers know layoffs happen to good people, and after the cuts of recent years most of them have seen colleagues go through one.
    2. 2Run the search as a weekly pipelineA pipeline is the list of every opportunity you are pursuing and the stage it has reached: researched, applied, referred, recruiter call, interviews, offer.
    3. 3Use your network and referralsThis is when the warm network from the insurance stage pays off.
    4. 4Close the gap the market is asking forA layoff is painful, but it can also be the first time in years you have full days to learn.
    5. 5Bridge income: contract and freelance workIf the search runs long, short contract or freelance work can bridge the gap.
    6. 6Check the next company is stableAfter a layoff it is tempting to take the first offer.
    7. 7Spot job scams aimed at laid-off peoplePeople who have just been laid off are a favourite target for scammers.
    8. 8Pace yourself and protect your healthA layoff is a real loss, and it is normal to feel anger, shame, grief or relief, often all in one week.
    8 in this stageOpen this stage

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