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Short answer: put a suppression check in front of every password reset send, keep one stable branded template, and treat inbox placement as an SLO wit
What changes when you connect an LLM to graph databases over MCP instead of embedding everything and hoping the retriever finds it. That's the descri
I was testing a geospatial library against a public demo server and sent it a filter: GET /collections/lakes/items?filter=name LIKE '%Huron%'&filte
Converting PDF to Word seems straightforward, but the reality is more complex. PDF stores text as character coordinates, while Word uses structured pa
Last month I was building out my own AI agent infrastructure, the side project where I run a few agents that research, draft, and publish content. The
This is a submission for DEV's Summer Bug Smash: Smash Stories powered by Sentry. Background FaroIQ is a strategic intelligence platform f
The bug only appears after configuration caching A Laravel application can behave perfectly during development and then fail after deployme
Where DeepSeek Harness Stands Right Now DeepSeek Harness (dsh) is an open-source agent harness from DeepSeek AI, built on one idea: everyth
Every "add JWT auth to your API" tutorial stops at the same place: issue a token, check the signature, done. Nobody covers what happens six weeks late
Some IP addresses should never show up as a client: bogon and reserved ranges. A signup form that logs 10.0.0.7 as the visitor, a fraud rule that scor
I write C#. I have written C# for years. I like EF Core, I like LINQ, and every time somebody told me Go was faster, I opened the same leaderboard eve
The Search Result That Broke Me I typed "how many tiles do I need for a bathroom floor" into Google, clicked the top result, and got: A w
A stamp on tools/list is a claim about later reuse. Presence is not proof the next call is cacheable. TL;DR — The 7/28 spec put ttlMs and cacheScope
Everything PHP stores in Redis gets serialized first: sessions, cache entries, queued jobs. PHP's native serialize() produces a verbose text format, a
The same Laravel app, served three ways. Same code, same database, same box. The only difference is what happens between "request arrives" and "your c
When I started learning Spring, I noticed something about many of the tutorials I found. They often showed how to use a feature, but not always why i
The Shift from Client-Side to Server-Side For years, the React ecosystem was dominated by Single Page Applications (SPAs). Tools like Creat
Escape Analysis Boundaries in Go: What the Compiler Decides and What It Costs You Escape analysis is the compiler pass that decides whether
Modern AI search systems have transitioned from lexical term frequency matching to dense vector embeddings and structured entity knowledge graphs. Whe
I thought I understood pm = dynamic until I sat down and watched it work in real time. It turns out the whole process manager is one tiny loop, and on