Follow me to learn how you can leverage AI to boost your productivity and accelerate your career. Scaled products to 8 Million+ users and built the world's biggest AI newsletter with 1 Million+ readers.

Zain Kahn

This guy from Cambridge plays with Claude Code like he owns it.

He talks about his workflow in 2026 and here's what's new: 

1. Video-Based Specification (Spec Phase)

> Screen Recording: 

Instead of writing a spec from scratch, find an existing product that is similar to your idea. Record your screen while using it and talking through your specific feature ideas and changes.

> Generate PRD: 

Upload this video to Gemini 1.5 Pro (referred to as Gemini 3 Pro/Free Pro in the video context) and ask it to generate a Product Requirement Document (PRD).

> Refine Spec: 

Use the "Ask User Question" tool in Claude Code. Prompt it to interview you about the generated spec to fill in missing details (e.g., "How should the emoji picker be positioned?").

> Package Discovery: 

Feed the refined spec into ChatGPT with "Heavy Thinking" (likely OpenAI's o1/o3 models) to search for and recommend specific, well-maintained GitHub packages (e.g., for a WYSIWYG editor) to avoid building complex components from scratch.

2. The Orchestrator Role

> Design Feedback Loops: 

Your primary job is not to write code but to design loops where the agent can build, fail, and learn.

> Monitor & Update: 

Watch the agent’s reasoning. If it makes a mistake, don't just fix the code—update the claude. md (project instructions file) to prevent that specific mistake from happening again.

> High-Level Decisions: 

Make the architectural decisions the agent can't, such as choosing the database or specific tools.

3. Model Choice & Tools

> Model Selection: 

Use Opus 4.5 for building large-scale features and GPT-5.2 for architecture and debugging (specific future models mentioned in his 2026 context).

> Voice Dictation: 

Use HyperWhisper to dictate prompts significantly faster than typing.

4. Execution & "Parallel Vibe Coding"

> Parallel Agents: 

For small, well-defined tasks (like extracting hard-coded strings for translations), spin up multiple sub-agents to work on different parts of the project simultaneously.

> Avoid Conflicts: 

Do not use parallel agents for large features within the same project to avoid complex merge conflicts ("meshing issues").

> Sub-agents for Multi-Project Fixes: 

If a bug exists in a template used by multiple projects, spin up one sub-agent per project to fix them all in parallel.

5. Review & Maintenance

> Planning Mode: 

Use Claude Code’s "Planning Mode" to prevent Architectural Drift, ensuring the agent sticks to the original design vision over time.

> Shape of Diffs: 

Inspect the "shape" of the code changes (diffs) to ensure they are manageable and align with expectations before accepting them.

> Forking for Learning: 

If the agent does something surprising or complex, fork the session. In the forked session, ask "Why did you do that?" or request diagrams to understand the code without polluting the context of the main working session.

Get more tutorials here: https://lnkd.in/e64Jvdrt

Follow me to learn how you can leverage AI to boost your productivity and accelerate your career. Scaled products to 10 Million+ users.

Traditional computer science degrees can't keep up with this pace.

Here are the 15 engineering blogs that actually teach real-world scale:

1 → THE CODE
Scale at global level.
Teaches you how to code with AI and AI Agents
https://lnkd.in/e64Jvdrt

2 → Airbnb Tech Blog
Product engineering done right.
User focused systems.
https://airbnb.tech/blog/

3 → Meta Engineering
Billions of users infrastructure.
Performance at extreme scale.
https://engineering.fb.com

4 → AWS Architecture
Cloud design patterns revealed.
Production ready blueprints.
https://lnkd.in/gqjh88PS

5 → Netflix TechBlog
Streaming at massive scale.
Chaos engineering explained.
https://lnkd.in/gNE8Cs6Z

6 → Discord Engineering
Real time systems mastery.
Handling millions of connections.
https://lnkd.in/gea6kSwt

7 → Google Research
Cutting edge tech breakthroughs.
Tomorrow's solutions today.
https://lnkd.in/gjzDu8wp

8 → NVIDIA Developer
GPU powered computing insights.
AI infrastructure secrets.
https://lnkd.in/dt_BW7qF

9 → Slack Engineering
Collaboration platform internals.
Distributed systems at scale.
https://slack.engineering

10 → Cloudflare Blog
Internet infrastructure deep dives.
Security and performance wins.
https://lnkd.in/gqa-HE6h

11 → Figma Tech Blog
Collaborative design systems.
Browser performance magic.
https://lnkd.in/g2KF_eX9

12 → Shopify Engineering
E-commerce at scale.
Black Friday traffic handled.
https://lnkd.in/g7DVzRAc

13 → Stripe Engineering
Payment systems that work.
Financial infrastructure explained.
https://lnkd.in/gfMr-jEr

14 → Microsoft Engineering
Enterprise scale solutions.
Developer tools insights.
https://lnkd.in/g3Mi8XES

15 → GitHub Engineering
Code collaboration at scale.
Developer platform secrets.
https://lnkd.in/gPHaD6AC

16 → Bonus
System design deep dives.
https://lnkd.in/g-tP7eEc

Save this for later.
Repost ♻️ for aspiring engineers.

Follow me for more AI playbooks and engineering resources.

Claude Code is only as good as your orchestration workflow.

I spent 6 months testing it so you don't have to. 

[ P.S. You can get my Ultimate Claude Code guide for engineers here at no cost: https://lnkd.in/e64Jvdrt ]

So Boris Cherny (the creator of Claude Code at Anthropic) recently shared the internal best practices his team actually uses daily. 

Someone brilliantly distilled those threads into a structured CLAUDE .md file you can drop straight into any project root.

It acts as a system prompt. Turns Claude into a far more autonomous, rigorous engineering partner.

Here's what it does:

→ 𝗪𝗼𝗿𝗸𝗳𝗹𝗼𝘄 𝗢𝗿𝗰𝗵𝗲𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻: Mandates "Plan Node Default" for any task over 3 steps. Uses subagents liberally to keep the main context window clean.

→ 𝗦𝗲𝗹𝗳-𝗜𝗺𝗽𝗿𝗼𝘃𝗲𝗺𝗲𝗻𝘁 𝗟𝗼𝗼𝗽: This is the real magic. After ANY correction, it updates a tasks/lessons .md file. You're building a compounding system where the mistake rate drops over time because it actively learns from your feedback.

→ 𝗩𝗲𝗿𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗕𝗲𝗳𝗼𝗿𝗲 𝗗𝗼𝗻𝗲: Can't mark a task complete without proving it works. Diffs behavior. Runs tests. Checks logs. The bar? "Would a staff engineer approve this?"

→ 𝗔𝘂𝘁𝗼𝗻𝗼𝗺𝗼𝘂𝘀 𝗕𝘂𝗴 𝗙𝗶𝘅𝗶𝗻𝗴: Zero hand-holding. Point it at failing CI tests or error logs... it just goes to work. No constant context switching from you.

→ 𝗦𝘁𝗿𝗶𝗰𝘁 𝗧𝗮𝘀𝗸 𝗠𝗮𝗻𝗮𝗴𝗲𝗺𝗲𝗻𝘁: Forces a "Plan First" approach written to a todo .md with checkable items before any implementation starts.

And perhaps the most important part?

It forces the AI to prioritize simplicity, find root causes instead of temporary fixes, and minimize the blast radius of every change. Senior developer standards. Not shortcuts.

If you're spending hours a day in the terminal with AI, setting up a strong .md instruction file like this isn't optional anymore. It's the difference between AI that drifts and AI that compounds.

It takes time to set up. But if you do, you're ahead of almost everyone else.

Lemon is the most powerful tool I've used since ChatGPT.

You literally say things with your voice and it does it for you instantly.

Pure magic.

Adam Broda

I Help Senior, Principal, and Director Level Professionals Land Life-Changing $150k - $350k+ Roles | Founder & Career Coach @ Broda Coaching | Hiring Manager & Product Leader | Amazon, Boeing | Husband & Dad

Are you ready for a role that levels up your salary and career? 
I've got the solution. 

After a successful corporate journey in Aerospace and Big Tech, I moved into the career coaching space. I fell in love with helping employees level-up as a Manager, and wanted to make it my full-time calling.

Since that moment, I've helped over 400 Sr-level professionals land life-changing roles at companies like Meta, Airbnb, Google, Spotify, Deloitte, GE, Lockheed, JPMorgan, Microsoft, Amazon, and more.

My job search methodology is different.

Yes, I'm a career coach, but I'm also a job placement systems engineer.

My program leverages personalized 1:1 coaching sessions, exclusive networks of people, streamlined job search strategies, and cutting-edge tools & resources.

I've refined my coaching system (called 'Better Work') to focus on proven systems that get jobs fast, while deprioritizing tasks that don't produce.

The results speak for themselves.

↳ 400+ professionals placed into better roles
↳ Helped increase Final Offers by an average of 13%
↳ The average client lands 8.1 interviews with my system
↳ Create 3X more LinkedIn profile views in the first 30 days
↳ In 2025, we increased client compensation by $34K on average

We'll help lock in on your optimum target audience.
We'll reposition your brand, your stories, and your marketing strategy.
We'll drive visibility while connecting you with decision makers and industry contacts.

And most importantly: I don't stop until you're in a better job. Guaranteed.

Disclaimer: My program is not for everyone.
It's completely optimized for Senior, Principal, and Director-level professionals. 

The program is also selective (I can't take everyone), and seats are limited to ensure clients get ample  1:1 time and attention.

If you're interested in learning more about my program, book a free discovery call:  https://tally.so/r/w4GlQ5

OR - Click the "APPLY TO WORK WITH ME" page in my featured section.

PS - My program has maintained a 4.9-star rating over several years. You can check out testimonials here: https://www.brodacoaching.com/testimonials

More About Adam Broda:

- Hiring Manager for 13+ yrs; I've built three organizations from scratch during this time
- I've been career coaching since 2016; launching as a legit business in 2019
- Featured in Fast Company, CNBC, and LinkedIn News
- Former Production Engineering Leader at Boeing
- Former Sr. Manager of Product at Amazon
- LinkedIn Creator with +495k followers
- High school wrestling coach
- Former NCAA D1 wrestler
- I have two kids (6 and 4)

Founder

-I started Broda Coaching (BC) with the mission to improve the world by elevating the Technology & Engineering professionals that influence it daily. BC helps customers maximize their visibility and value by coaching them from the perspective of the hiring teams they need to attract.
-BC offers an online course called the Career Transition Program; featuring 6 Modules, 194 lessons, and over 20 downloadable files/templates to help you crush your job search in a new industry or role.
-We also offer flexible and personalized 1:1 coaching for those looking for a more tailored experience.
-Since late 2019, BC has served over 200 clients; and grown our LinkedIn following from 1.2K to +165K
-Check out our website to learn more: https://brodacoaching.com/

Most executives spend 2-3 hrs a day job searching and get very little. Here's a breakdown of how I'd spend 1 focused hour each day.

First: 20 minutes on Visibility and Engagement

↳ Leave 10-15 intentional comments on posts from creators with big audiences, leaders at your target companies, and niche content in your space.

(Keep a list of the profiles you're targeting to save time)

Spend the last 5 mins engaging with anyone who interacted with you. Comment to start conversations, not to just be seen.

Then: 20 minutes on Outreach and Relationships

↳ Send 3-5 short, specific messages to target connections and people active on LinkedIn. No pitching. Just a real reason to connect. Then send 1-2 messages to old colleagues you have not talked to in a while.

Next: 10 minutes on Profile Work

↳ Optimize your headline, headshot, banner, and featured section for the roles you actually want. Aim for 5-6 recommendations from leaders, peers, and direct reports. Your profile is your first interview. Treat it that way.

Last: 10 minutes on Content Creation

↳ Build a small project that solves a real problem your target audience has. Turn that journey into content. 10 focused minutes a day stacks up fast over a few weeks.

There you have it.
You can rinse and repeat every hour.

Not doom-scrolling.
Not sending 10 'Easy Apply' applications.

Your time is valuable.
Do what moves the needle most.

I Help Senior, Principal, and Director Level Professionals Land Life-Changing $150k - $350k+ Roles | Founder & Career Coach @ Better Work | Hiring Manager & Product Leader | Amazon, Boeing | Husband & Dad

The demand for remote work hasn't died down. 
But...remote job postings are at a 3-year low.
How I find remote opportunities ↓

That gap in supply and demand is real.
And it's making an already competitive market even harder for job seekers who need flexibility.

Remote jobs still exist; you've got to look for (and compete for) them differently:

Here is how to do it:

1. Search in the right places

Assuming you're looking for a 'remote possible' role,
Check out places like:

- We Work Remotely
- Remote[.]co
- FlexJobs
- Remotive
- Working Nomads
- Remote OK
- Jobspresso
- Pangian
- Dynamite Jobs
- Himalayas

These boards filter out hybrid and RTO noise.
Get cleaner results. Waste less time.

2. Follow the VC money into start-ups

Series A, B, and C funded companies are actively building teams. Many default to remote because they haven't locked into office leases yet OR they know they can poach top talent.

Use Crunchbase or TechCrunch's funding roundups to find companies that raised in the last 90 days.

Those companies will likely hire remote roles soon. 

3. 'Remote Ready' Resume & LinkedIn

Recruiters scan for this.
List tools you use: 
- Slack
- Zoom
- Notion
- Jira
- Asana
- Loom

Add a line in your about section that mentions distributed teams or async collaboration. Show that you've done it already. 

4. Network into the role before you apply

Remote roles get 3-5X more applications than on-site roles.
Applying and waiting doesn't work well here.

Find employees and connect with a short personal note.
Engage with the company's LinkedIn content.
Build a support network where possible. 

Warm applications convert at higher rates.
_ _ _

Remember: In a crowded job market, standing out is key. Once you find the roles, don't be afraid to get creative.

PS - Remote job seekers, what did I miss?

taplio

The Battle

Zain Kahn

Adam Broda

Followers

Posts

Engagements

Likes

Performance ScoreZain Kahn's LinkedIn Performance

Performance ScoreAdam Broda's LinkedIn Performance

Ready to grow your LinkedIn presence?

taplio

The Battle

Zain Kahn

Adam Broda

Followers

Posts

Engagements

Likes

Performance Score.css-goub6s{font-size:var(--chakra-fontSizes-md);font-weight:500;color:var(--chakra-colors-gray-600);display:block;margin-top:var(--chakra-space-1);}Zain Kahn's LinkedIn Performance

Performance ScoreAdam Broda's LinkedIn Performance

Ready to grow your LinkedIn presence?

Performance ScoreZain Kahn's LinkedIn Performance