KKKrishna Khandelwalinkkhandelwal.me·4h ago · 6 min readI Built an AI That Turns GitHub Issues Into Pull Requests — No Local Setup RequiredEvery developer knows the drill. A bug gets filed. You clone the repo (if you haven't already), pull the latest changes, spend 10-15 minutes just understanding where the problem lives, write a fix, wr00
RKRemco Koedootinremcokoedoot.hashnode.dev·1d ago · 7 min readHow It All Fits TogetherThis is the final post in this series and if you have read the others, you have probably already seen where it is going. Domain-Driven Design. Spec-Driven Development. Clean Architecture. Hypervelocit00
YAYe Alleninvectronodeai.hashnode.dev·1d ago · 5 min readA Data Class Is Not a Prompt LabelA model router can answer one question very well: Which model should handle this request? But production AI systems need to answer another question first: What is this request allowed to contain? That00
NTNaman Tiwariinblognamantiwaricom.hashnode.dev·2d ago · 6 min readBuilding Deterministic ATS Scoring:Why I Dropped LLMs for Embeddings When I started building my AI-driven Resume Optimizer, the obvious move was to let an LLM score the resume against a job description. Ask Gemini "how good is this res00
VZVlad Zoffincodapult.hashnode.dev·2d ago · 4 min readThe Payment Adapter Pattern in Next.js: Stripe, LemonSqueezy, and Polar Without App-Wide RewritesMost SaaS apps start with one payment provider. That is fine. The mistake is letting that provider become the architecture. If Stripe-specific objects leak into pages, server actions, admin tools, and00
JLJeremy Longshoreinjeremylongshore.hashnode.dev·2d ago · 28 min readNothing Read It, So Nothing FailedFive defects surfaced on 2026-08-05 across five substrates that share nothing with each other. A JSON config key, source.verify_before_push, set to true, mirrored in a JSON schema as a const, mirrored00
GSGoutham S Pinclarix.hashnode.dev·2d ago · 7 min readHow we design a proposal builder that gets documents on-brand in hours: architecture, decisions, and mistakesA proposal is the highest-impact document most service businesses produce. It's also the most awkward to automate, because every client wants their brand on it. I've built enough of these to know the 00
PPPrajapati Pareshinsmarttechdevs.hashnode.dev·2d ago · 5 min readFrontend Architecture: The Backend-for-Frontend (BFF) PatternThe Danger of Direct Client-to-Microservice Communication In the era of decentralized architecture, enterprise applications are often backed by dozens of isolated microservices. There is a microservic00
RKRaj Kiran Chaudharyinletslearn.hashnode.dev·3d ago · 3 min readA brief guide to Render Props PatternBefore diving into what Render Props Pattern is, understanding whatProps in React is crucial. Props (short for properties) are a way to pass data from a parent component to a child component. It is a 00
Mmayankinmayankkaul.hashnode.dev·2d ago · 6 min readThe model was not the variable. I think the records were.Point a model at your repositories, ask why something broke, and you get an answer. Coherent, names a mechanism, shows you how it got there. The working is the problem rather than the reassurance. It 00
