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Happy Monday (first of the year)! ☀️

Wishing everyone a productive and healthy 2026, I feel like this year is going to be huge both for the industry and the hungry minds that are reading this. This year, I plan to have:

  • Better and intentional volume around the curation issues, with more thoughts and commentary blended in to increase your signal-to-noise ratio

  • Sharp, occasional deep dives on relevant topics of the industry to keep the deeper parts of learning software engineering/AI

  • Exclusive resources for our community and unique opportunities and partners

And welcome to the 433 new hungry minds who have joined us since last Monday!

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📚 Software Engineering Articles

🗞️ Tech and AI Trends

👨🏻‍💻 Coding Tip

  • Master Zsh glob qualifiers to streamline complex file operations efficiently

Time-to-digest: 5 minutes

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Voice AI is moving from experimentation to enterprise deployment.

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  • The architectures

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Shopify's platform processed a mind-bending 90 petabytes of data during Black Friday Cyber Monday (BFCM) 2025, handling 489M requests/minute at peak. This massive scale required a complete rebuild of their readiness program, involving thousands of engineers working for nine months.

The challenge: Prepare a global e-commerce platform to handle unprecedented traffic spikes while maintaining reliability across multiple regions, with some systems facing their first BFCM.

Implementation highlights:

  • Three-track approach: Parallel execution of capacity planning, infrastructure roadmap, and risk assessments with continuous feedback

  • Game Days: Chaos engineering exercises simulating production failures at BFCM scale, starting in early spring

  • Resiliency Matrix: Centralized documentation tracking vulnerabilities, incidents, and fixes across the platform

  • Load testing at scale: Custom tool (Genghis) simulating real user behavior across three Google Cloud regions

  • Progressive testing: Five major scale tests ramping up to 150% of previous year's load

Results and learnings:

  • Massive scale: Successfully handled 200M requests/minute in final tests

  • Regional resilience: Validated disaster recovery through complete regional failovers

  • System hardening: Identified and fixed critical issues in analytics, API layers, and core infrastructure

The key takeaway? Success at scale requires systematic, continuous testing; not just hope and last-minute fixes. Shopify's approach shows that preparation isn't about surviving one big day - it's about building lasting infrastructure improvements.

GITHUB REPO (zoom zoom data)
TRON

GITHUB REPO (brain bytes)
Ensue Memory Network

ESSENTIAL (log drama)
Logging Sucks

ARTICLE (robot snail mode)
Slowing Down AI On Purpose

ARTICLE (hands-on or hands-off)
You can't design software you don't work on

ARTICLE (snake bye bye)
Go away, Python!

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Brief: Meta makes a strategic move by acquiring Manus, an AI startup bringing millions of paying users to strengthen its artificial intelligence portfolio and expand its market presence.

Brief: Analysis reveals Simon Willison tops Hacker News for third year with AI content, followed by Jeff Geerling, Sean Goedecke, Brian Krebs, and Neal Agarwal, showcasing how quality content and consistent publishing drive success on the platform.

Brief: Legendary investor Warren Buffett hands over Berkshire Hathaway to Greg Abel after transforming it from a textile mill into a $1-trillion conglomerate, while remaining as chairman and planning to continue providing guidance from his office.

Brief: A comprehensive look at how 2025 transformed AI, from Chinese labs dominating open-weight models to the rise of coding agents, while prompt injection concerns grew and $200/month subscriptions became standard for premium AI services.

Brief: OpenAI is making headlines by offering unprecedented compensation packages to attract top talent, with some engineers earning $800k-$1M annually, marking the highest salary standards ever seen in tech startup history.

This week’s coding challenge:

This week’s tip:

Zsh glob qualifiers provide powerful file filtering directly in pathname expansion, eliminating the need for separate find commands. Qualifiers like (.) for files, (/) for directories, and (om) for modification time sorting streamline complex file operations.

Wen?

  • Build cleanup scripts: Finding old build artifacts or temporary files with complex criteria

  • Log rotation automation: Selecting log files based on age, size, and permissions

  • Deployment verification: Checking file permissions and ownership patterns across directories

Life is a series of choices, and all we can do is make them.
Kamal Ravikant

That’s it for today! ☀️

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Thanks for spending part of your Monday morning with Hungry Minds.
See you in a week — Alex.

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