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Beginner OTP Login Architecture Through Code-Owned SMS and Email Templates

TL;DR: Keep the password-reset template and its security-critical fields in the authentication service, then let channel adapters render constrained SMS and email variants. SMS can be the first delivery attempt and email the fallback, but neither channel should decide the token, expiry, eligibility, or recovery policy. Poll delivery events into an internal ledger; never treat a provider's…

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Sentiment analysis on YouTube comments with Python: handling sarcasm, emoji and spam

Comments are the cheapest audience research you have, and the hardest to read. A video with a few thousand of them is too many to skim, and a single sentiment score from a library will mislead you.

  • YouTube comment sentiment analysis is challenging due to noise and misinterpretation
  • Clean data by excluding creator comments, links, short comments, and duplicates
  • Validate tool against hand-labeled sample and adjust model or prompt as needed

Security updates for Wednesday

Security updates have been issued by AlmaLinux (bind, dovecot, freerdp, kernel, mariadb-connector-c, mod_auth_openidc, nodejs22, nodejs:22, sudo, and vim), Debian (node-shell-quote, puma, rails…

The Matrix of Code Reviews: Why Tiny, Focused Pull Requests Are Your Red Pill

The Quest Begins (The "Why") Picture this: I’m staring at a pull request that touches twenty‑seven files, adds a new authentication flow, tweaks the UI, refactors a utility library, and somehow also…

  • Small, focused pull requests improve review speed and quality
  • One logical change per PR reduces cognitive load and bugs
  • Breaking features into smaller PRs enhances development workflow

Leading Telcos to Share Networks

Pakistan plans to tighten competition rules for the telecom sector, with a new draft framework allowing the regulator to require … Read More The post Leading Telcos to Share Networks appeared first on…

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