Every AI agent your company runs wakes up knowing nothing. It doesn’t remember the billing quirk someone debugged last Tuesday. It doesn’t know the deploy recipe that a different agent Continue reading Single-tenant memory is the wrong default for agents
I strapped in my daily decaf, fired up the laptop, and figured I’d write this while the kettle was still making noises that sound suspiciously like a dying possum. If Continue reading How to Build an Acquisition Loop Roach Startup for Near Free
O que é Idempotência? Idempotência é um conceito fundamental em engenharia de software que se refere à propriedade de uma operação produzir o mesmo resultado independentemente de quantas vezes for Continue reading Idempotência: O Segredo para sistemas Confiaveis
TL;DR I’ve been running an “fMRI for LLMs” — capturing the full internal activations of dense open models (Qwen2.5-7B, Gemma-2-9B, Gemma-4-12B) and applying neuroscience methods to map how meaning is Continue reading I ran an fMRI on LLMs: a concept is a direction, not a region
A 100–400 level guide to Kiro IDE, Kiro CLI, Kiro Agent, Specs, Steering, Hooks, and why this workflow matters for DevOps builders. I’ve been exploring AI-assisted development through hands-on community Continue reading Kiro Explained: From Vibe Coding to Production Engineering
Hash functions are one of those foundational computing concepts that show up everywhere — file integrity checks, password storage, digital signatures, API authentication, blockchain — but the choice of which Continue reading Hash Functions Explained: MD5, SHA-1, SHA-256, and When to Use Each
You know this feeling. A test passes locally, fails in CI, you rerun it, it passes again. Somewhere a third-party API was slow, or returned something unexpected, or was just Continue reading Your Test Suite Shouldn’t Depend on APIs You Don’t Control
I’m a CS professor from India. Between teaching, research, and writing books on KDP, I built ZeroAPI — https://zeroapi.in – a free AI tools platform for developers and students. The Continue reading I built ZeroAPI — free AI tools for developers, no API key, no signup, ever
Update (2026-05-14). The SimpleEngine prefix-cache patch described in Finding #2 is now upstream as vllm-mlx PR #523, merged. If you’re on a recent vllm-mlx build, the fix is already there Continue reading Why Self-Hosted Claude Code Was 15 Slower Than It Should Be
TL;DR A real SOC runs 24×7 with eight or nine distinct roles — alert triage, deeper investigation, incident response, threat intel, detection tuning, hunting, shift management, and a human approver Continue reading SOC-in-a-Box: One LLM, Eight Hats, A Production-Bar AI SOC on a Single GPU
TL;DR 🚀 I shipped detflow to PyPI — an open-source, vendor-neutral detection-engineering copilot. It does the four things I found myself re-implementing inside every detection-as-code workflow: draft a detection from Continue reading detflow: A Detection-Engineering Copilot You Can pip install
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TL;DR Our SOC’s RAG pipeline retrieves over 142,000 closed XSOAR security tickets to ground investigation answers. After exhausting the easy wins — chunking, top-k, reranker choice — we still saw Continue reading Teaching a Reranker the Language of Security Tickets (+41% MRR@10)
Understanding the Issue with Hibernate 6.7 Moving to Hibernate 6.7 can bring significant updates and improvements in your applications, but it can also introduce new issues with the code that Continue reading How to Fix Hibernate 6.7 Null Pointer Exception in Kotlin
I had three pull requests open against the same project. Sixteen, eighteen, twenty days. No review comments. CI hadn’t fired on any of them. I started typing the standard seven-day-nudge Continue reading Read the base-branch column.
