Managing Career Anxiety

If you're feeling overwhelmed with how fast AI is evolving, you're not alone. Every day there’s a new paper, a new framework, a new agent loop, and it’s easy to feel like you’re falling behind. But the good news is that you don’t need to learn everything all at once. What you need is structure. So I put together a 10-level AI Agents Learning Roadmap that takes you from foundations to production, layering your learning in a way that’s actually doable. 💡My recommendation: spend 2–3 weeks on each level. Learn the concepts, implement small projects, and build your intuition. If you're moving faster or slower based on time or experience, that’s okay too. And when something new drops? That can be your Level 11. Don’t let “newness” derail your plan. Just start here. 👇 Here’s the roadmap: 🔖 Level 1: GenAI & Transformer Foundations Tokens, embeddings, transformers, decoding, and inference with open-weight models. 🔖 Level 2: Prompting & Language Model Behavior Prompt types (CoT, ReAct, ToT), decoding strategies, context design, and adversarial prompting. 🔖 Level 3: Retrieval-Augmented Generation (RAG) Chunking, embeddings, vector DBs, RAG pipelines, and RAG evaluation. 🔖 Level 4: LLMOps & Tools LangChain, LangGraph, Dust, CrewAI, tool use, function calling, and synthetic data. 🔖 Level 5: Agents & Agent Frameworks Agent types, memory, planning, LangChain agents, LangGraph loops, and evaluation. 🔖 Level 6: Memory, State & Orchestration Vector and symbolic memory, episodic vs persistent state, memory compression. 🔖 Level 7: Multi-Agent Systems Hub-and-spoke vs decentralized, message passing, collaborative agents, agent teams. 🔖 Level 8: Evaluation & Reinforcement Learning LLM-as-a-Judge, RLHF, RLVR, reward modeling, and self-correcting loops. 🔖 Level 9: Protocols & Safety MCP, A2A, safety alignment, guardrails, traceability, and autonomous policy updates. 🔖 Level 10: Build & Deploy FastAPI, Streamlit, GGUF, QLoRA, caching, monitoring with LangSmith, Arize, Trulens. 📌 Bookmark this. 🛠️ Build something after every level. And if you're wondering what tools to explore along the way → Start with Hugging Face (to explore LLMs and SLMs), you can use Ollama (to run SLMs on your laptop, like Phi-4, TinyLlama), or Fireworks AI (to run LLMs via endpoint, like Qwen 3, Kimi K2, DeepSeek R1), then explore LangChain & LangGraph (these two tools will teach you a lot), then you can move into learning Agentic frameworks like CrewAI, AutoGen. 💻 Pro-tip: Start with cookbooks! 〰️〰️〰️ Follow me (Aishwarya Srinivasan for more AI insight and subscribe to my Substack to find more in-depth blogs and weekly updates in AI: https://lnkd.in/dpBNr6Jg

It takes one minute to damage a career you spent 30 years building. Because success isn’t about skill or intelligence. It’s about emotional regulation. Exercising restraint instead of: → Engaging in a heated debate with a client. → Exchanging a sharp word with a colleague. → Sending an angry email in the heat of the moment. The second you lose control, you’ve lost. Emotional regulation is the biggest marker of career success. The good news is it’s a muscle you can build. Here's how: 1. Know Your Triggers → Identify what sets you off. → Do you feel threatened when criticised? → Awareness is the first step to control. 2. Hit Pause → Before reacting, ask yourself: What are the consequences of my move? → Regret minimisation is critical. 3. Reframe the Experience → What else could this mean? → Maybe the person was having a bad day. → Chose an interpretation that serves you. 4. Create a Delay on Emails Sent → Set a 10-minute delay on all outgoing emails. → This in and of itself could save your career. 5. Breathe → When emotions rise, take three slow breaths. → It signals your nervous system to reset. → Simple, but powerful. 6. Speak With Emotional Intelligence → Once you’re ready to respond, choose your words carefully. → Ask: How can I create the right outcome in a calm way? Remember: → If you choose restraint, you win. → If you reframe, you grow. And every time you stay in control, you keep your power. How important do you think emotional regulation is for career success? ---- ☀️Follow Deena Priest for career, leadership and personal development insights.

Do you ever find yourself more stressed when thinking about an event than the event itself? That’s ‘anticipatory anxiety.’ It’s like your brain is stuck in a “what if” loop. Most of my clients describe this exact feeling before big presentations, tough conversations or even social events. I’ve been there myself… I used to spend days imagining everything that could go wrong, which only made me feel more overwhelmed and unprepared. Turns out, the usual advice of “Just think positive” doesn’t help at all. Research shows that focusing ONLY on perfect outcomes can actually drain your energy, and make you less likely to achieve it. When your brain skips over the challenges, you’re left less prepared and even more anxious if things don’t go as planned (again, I’ve been there!). What finally worked for me (and our clients) was flipping the script. Acknowledge the worst-case scenario and plan your response: – What’s the backup if the tech fails? – How will you recover if the conversation takes a turn? – What will you do if you forget your script? You’re not necessarily expecting the worst, but being ready for it. The result is a calmer, more confident mindset going into it, and that makes all the difference. P.S. Has someone ever told you to “just visualise success?” How did that work out for you?

85% feel anxious stepping in front of an audience. And that’s perfectly normal. But here’s the thing: Leadership isn’t about having the loudest voice – it’s about commanding attention with confidence and clarity. Here’s how to do exactly that - even if speaking in public makes you nervous: 🔹 Grab Attention Fast You only get 10 seconds before people switch off. Skip the “Thanks for having me.” Lead with something bold, surprising, or personal. 👉 Example: “Everything you believe about leadership? It’s likely wrong.” 🔹 Command the Stage Your non-verbal cues speak before you open your mouth. Stand upright, hold eye contact, and pause intentionally. This signals authority - even if you’re nervous inside. 🔹 Slow Down and Stay Clear Anxious speakers often race through words. Slow down. Keep sentences sharp and pause often.  Remember: Impactful communication is about connection, not perfection. 🔹 Create Interaction, Not a Performance Forget memorizing scripts. Instead, invite your audience into the conversation.  👉 Example: “Who here has faced this challenge before?” 🔹 Leverage the BMW Principle True confidence = Body + Mind + Words working in harmony. BODY: Breathe, ground yourself, and use meaningful gestures. MIND: Focus on serving your audience, not impressing them. WORDS: Be clear, avoid fillers, and embrace pauses. 👉 Example: Before stepping up, pause, ground your feet, and remind yourself – they need this message. 🔹 Handle Q&A Like a Leader Q&A often derails weak communicators.  Use the ABC Technique to stay on message: A: Answer briefly. B: Bridge to your key point. C: Communicate with clarity. 🔹 Close with Impact Too many talks fade at the end. Be intentional. End with a single clear takeaway and inspire action.  👉 Example: “If you remember one thing — let it be this: [insert key idea here].” Leadership isn’t about loving public speaking. It’s about making people listen. 💡 What’s your best tip for owning the room? Share it below ⬇️ 📌 Follow me, Oliver Aust, for daily leadership communication insights that make people listen.

The most dangerous career strategy in 2025: Following a path that worked for everyone before you. Over the last few weeks, my inbox has been flooded with messages of strife and anxiety from brilliant people blindsided by layoffs. To be honest, there is very little I can say to many. Most played the game of life perfectly. They went to great schools, got good grades, landed prestigious jobs, and worked hard. Their stories raises a critical question: What if it's not just specific jobs disappearing, but a fundamental flaw in how we've viewed careers and success? The linear world we've grown accustomed to is abruptly being disrupted. The ladders that guaranteed safety and success no longer hold their promise. For decades, we've operated under the belief that: → Business success comes from perfect execution → Career paths follow logical progression → Expertise can reliably predict the future My friend Gaetan recently said: "What if success was always more random than we wanted to believe? What if strategic planning was always more about the illusion of control than actual causality?" Navigating uncertainty now requires us to: → Judge the quality of our decisions not just results → Embrace uncertainty over false certainty → Recognize success as probabilistic For individuals navigating this shift: → Build skill portfolios, not linear paths → Combine skills uniquely; avoid single specialties → Design for uncertainty, not control → Test multiple career options → Adapt quickly; don’t chase perfection → Diversify income streams Following these principles won't just help you withstand career shocks, it makes you antifragile, allowing you to grow stronger from volatility and stress. The human cost of layoffs extends beyond financial insecurity; it's the painful realization that playing by the rules perfectly was never a guaranteed protection. Yet within this destabilizing reality lies a massive opportunity: to redefine success itself. Success shouldn't be a singular path to follow, but the freedom to create multiple paths of your own design. The true cost of clinging to old models isn't just stalling your career; it's missing the chance to discover who you might become when you stop following and start creating.

Cool waits for results. Cringe creates them. A lot of people want to build something, but don’t want to look silly while doing it. I get it. No one wants to be the one taking a big swing while everyone else is sitting on the sidelines. But here’s the truth: if you’re building something that matters, you’re going to feel a little cringe sometimes. When I was 13, I wanted to be a DJ. Not as a hobby — as a real job. So I did what I had to do: I started showing up at weddings, bar mitzvahs, bat mitzvahs;  anywhere that would let me get behind a booth and learn the craft. I wore suits that didn’t fit. I lugged gear into banquet halls and backyards. I played sets for crowds that barely noticed. And yeah, it was a little cringe. But I didn’t care. I wanted it. And that desire was louder than the fear of looking foolish. That same energy shows up in entrepreneurship every day. Posting about your product when no one’s buying yet. Pitching your idea to people who don’t get it. Taking the stage when you’re not sure anyone’s listening. It shows up in creators too. Starting to post content when your only followers are your friends and family? That’s peak cringe. Growing a community of thousands, maybe millions, of people who follow you because you entertain or influence them? That’s cool. And that’s how you build. Too many people want to skip that part. Everyone wants the respect; few are willing to take the risk. But that’s the trade. You don’t earn credibility by playing it safe. You earn it by showing up, pushing through discomfort, and doing the thing before anyone else believes in it. So if you’re in that early, awkward stage, keep going. The cringe is temporary. The skills, the confidence, the growth? That’s forever. Build the thing. Post the reel. Pitch the idea. Make the ask. You’re not supposed to look cool while you’re building your masterpiece. You’re supposed to build it. Don’t let the fear of cringe keep you from getting started. That’s where every great story begins. P.S. If it helps, my 8-year-old daughter calls me cringe at least once a day. You’re not alone.

Stop waiting to feel confident before you take action at work or in your career. That’s not how the brain works. How you feel about yourself doesn’t magically change - your ACTIONS have to change first. Pulitzer Prize–winning journalist and bestselling author Charles Duhigg explained this on The Mel Robbins Podcast (I’ll link to our conversation in the comments - it was completely eye-opening): Your brain updates your identity based on what you do. And when you take even one small action toward the person you want to become, your brain treats it as evidence. Speak up once in a meeting? Your brain quietly says, “I’m someone who’s confident, and who contributes.” Exercise for twenty minutes before work? “I’m someone who takes care of myself.” Block off focus-time on your calendar and protect it? “I’m someone who honors my priorities.” These micro-actions aren’t just tasks - they’re identity signals. And once your brain sees you as the kind of person who follows through, every next action becomes easier - and that’s how habits are built. If you’ve been telling yourself you’re not confident enough, not disciplined enough, or not the kind of person to do something.… try flipping the order. Act first. Identity follows.

I don’t understand the shame associated with making mistakes. No one is perfect. No one delivered high-quality work on their first attempt. High-quality work IS the outcome of mistakes reflected upon. Use the RISE framework to turn any mistake into progress: R – Recognize Identify the mistake clearly without defensiveness. I – Investigate Ask why it happened. Was it a skill gap, a misunderstanding, or a process flaw? S – Synthesize Turn the insight into a principle or takeaway. E – Execute Differently Apply the learning immediately in your next project or task. Making mistakes is not the mistake. Not learning from them is. Quote from the book: It Always Seems Impossible Until It's Done. PS: If you found this helpful, I share more insights to help you build a growth mindset. Follow along if you’re on the same journey.

How tech workers really feel about work right now With insights from over 8,000 of you (possibly the largest survey of its kind), Noam Segal and I are excited to share the results of our first-ever large-scale tech worker sentiment survey. What we discovered is that tech professionals are experiencing a fascinating mix of emotions about their careers in 2025. Our biggest takeaways: 1. Burnout is at critical levels: Almost half of our respondents are experiencing significant burnout. 2. Tech workers are more optimistic than we expected—but optimism is declining: 58.5% of tech workers remain optimistic about their roles, and 54.8% remain optimistic about their careers. However, there has been a significant negative sentiment shift over the past year. 3. Startup founders are the happiest people in tech: They’re the only group growing more optimistic while consistently outranking everyone else in workplace well-being. 4. Managers need help: Only 26% of tech workers consider their managers highly effective, while over 40% view them as ineffective. 5. Where people work makes little difference in how they feel about work—on the surface. But dig deeper, and hybrid workers are the happiest, remote workers are doing well, and in-office workers are experiencing hidden frustrations. 6. Small-company employees are doing the best: They outperform their large-company counterparts on nearly every work sentiment measure, from job enjoyment to sense of belonging. 7. The mid-career slump: Mid-career workers are struggling the most with burnout, lower job enjoyment, and the most pessimism about the future. 8. A widespread gap in career clarity: Many tech workers don’t know what they should be doing to continue developing in their careers. Two bonus takeaways you'll find at the end of the report: 1. Women are more burned-out (but more engaged) than men 2. AI is keeping tech workers up at night Don't miss the full report: https://lnkd.in/g8RZeFja

Confession: I'm a nervous public speaker… (yet I’ll make $1M+ from keynotes this year). Here are 9 strategies that turned my deepest fear into a powerful strength: PHASE 1: PREP WORK Strategy 1: Study the Best. We have the world's best speakers at our fingertips. Use them. Find 3-5 speakers you admire. Watch their talks on YouTube at 0.75x speed. Take notes on their structure and pacing, voice modulation, movement and gestures, audience engagement. Strategy 2: Create Clear Structure. Great speakers don't deliver speeches, they tell stories. Map your journey explicitly: opening hook, 3 key points, memorable close. Tell the audience where you're taking them. Strategy 3: Build Your "Lego Blocks." Don't memorize your entire speech. That's a trap. Instead, perfect these moments: your opening 30 seconds, key transitions, punchlines and closers. Practice in segments, not sequences. When things go sideways (they will), you'll adapt instead of freeze. Weird trick: Practice once while walking or jogging. It simulates the heart rate spike you'll feel on stage. PHASE 2: PRE-STAGE Strategy 4: Address the Spotlight. The Spotlight Effect: We think everyone's watching our every move. They're not. Use the "So What?" approach: Name your worst fear, ask "So what if it happens?", realize it's never that bad. You'll stumble? So what. Life goes on. Your family still loves you. Strategy 5: Get Into Character. Create your speaker persona. Ask yourself: What traits do they have? How do they move? What's their energy? Flip the switch. Become that character. It's not fake, it's your best self. Strategy 6: Eliminate Stress. The "Physiological Sigh" kills anxiety fast: Double-inhale through your nose, long exhale through your mouth, repeat 2-3 times. Science-backed. Immediate impact. PHASE 3: DELIVERY Strategy 7: Cut the Tension. Last week, they asked what song I wanted to enter to. I said "Girl on Fire" by Alicia Keys. They thought I was joking. I wasn't. "It's my 1-year-old's favorite song. Figured he'd be more excited to watch if Dad entered to his jam." Instant laughter. Tension gone. Audience on my side. Find your tension breaker. Use it early. Strategy 8: Play the Lava Game. Your pockets and torso are lava. Don't touch them. This forces you to gesture broadly, open your body, project confidence. Big gestures early build momentum. Strategy 9: Move Purposefully. Don't pace like you're nervous. Move like you own the room. Slow. Deliberate. Purposeful. Use movement to create dramatic pauses. Let your words land. Start with one speech, one strategy: Pick your next presentation—could be a team meeting, a toast, whatever. Choose ONE strategy from this list. Master it. Then add another. Public speaking is a muscle. These strategies are your workout plan. The more you practice, the stronger you get. Remember: Everyone gets nervous. The difference is having a system. Now you have one. Use it. Practice it. Watch yourself transform.