132 stories
Hey everyone! 👋 I'm currently looking for my first job as a developer, and honestly, the journey hasn't been as easy as I expected. I've spent time learning web development, working with React, JavaScript, Node.js, MongoDB, and building projects to improve my skills.
I've watched LLMs confidently recommend approving an invoice for an amount that doesn't appear in the purchase order, the invoice, or any past decision. They do it with high confidence and well-structured reasoning. The reasoning sounds right. The number is invented.
Why Autonomous SRE Needs Episodic Memory: How We Built Opsight with Hindsight Every on-call engineer knows the sinking feeling of getting paged at 3:14 AM for a SEV-1 outage that feels eerily familiar, yet nobody can remember which config flag or database lock script resolved it last time.
Most AI agent tutorials make the same mistake: they route every task to the most expensive model available. A character count doesn't need GPT-4. A presence check doesn't need Sonnet. A regex doesn't
Every developer eventually has a workflow they repeat. A way they write commit messages. A checklist they run before opening a pull request. A structure they follow when reviewing code. They do it man
I spent 64% of my weekly Claude budget before Wednesday building a tool designed to reduce Claude usage. That's the kind of irony that deserves its own specification. The tool is spec-writer: a Claude
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