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dev.to > vedant_brahmbhatt_7be1822 > your-llm-gave-you-an-answer-should-your-application-trust-it-40fe

Your LLM gave you an answer. Should your application trust it?

12+ min ago   (99+ words) I built BOOTH, a lightweight checkpoint layer for LLM outputs. The idea is simple: don't automatically pass every model response downstream. Check it first. Evidence: Returns are allowed within 45 days. LLM: Returns are allowed within 90 days. The answer sounds confident. It's…...


dev.to > jgauffin > stop-counting-duplicated-lines-i-rank-copy-paste-by-what-it-costs-me-3mp4

Stop counting duplicated lines: I rank copy-paste by what it costs me

9+ min ago   (1034+ words) Every CI pipeline I have worked with had a duplication report. I cannot remember the last time I read one. The number moves from 4.2% to 4.5%, a list of blocks shows up, and half of them are constructors, guard clauses and…...


dev.to > jared_arito_80a802c5fbbc0 > learn-python-basics-by-building-a-real-world-currency-converter-5a5d

Learn Python Basics by Building a Real-World Currency Converter

31+ min ago   (262+ words) As the global tech ecosystem grows, understanding how to manipulate real-world data like finances is a fantastic practical skill. If you are learning Python, the best way to make concepts stick is by building small, functional projects. In this beginner-friendly…...


dev.to > algernoncross4103 > python-healthtech-duplicate-image-derivatives-when-processing-costs-surge-44l1

Python Healthtech Duplicate Image Derivatives (When Processing Costs Surge)

28+ min ago   (562+ words) The deciding constraint is storage and cache cost. A queue can deliver the same logical request twice, an upload callback can race a reconciliation scan, and two filenames can contain identical bytes. None of those paths should create another derivative....


dev.to > dusynblog > beyond-the-prompt-loop-architecting-ai-agent-state-machines-3cmi

Beyond the Prompt Loop: Architecting AI Agent State Machines

51+ min ago   (206+ words) When Beyond the Prompt Loop: Architecting AI Agent State Machines nodes started dropping TCP connections under burst traffic, standard health checks reported normal CPU utilization. The real bottleneck was kernel socket buffer exhaustion. Every distributed system faces failure boundaries under…...


dev.to > dantesabatier > seven-years-without-writing-a-migration-325d

Seven years without writing a migration

48+ min ago   (1073+ words) Renaming a column in production is one of those tasks that experienced developers approach carefully, and newcomers approach without knowing they should. The mechanics are trivial — ALTER TABLE users RENAME COLUMN country TO nationality — and every database has supported it…...


dev.to > eln2mac > i-taught-a-computer-to-spot-fake-websites-with-96-accuracy-3ikh

I Taught a Computer to Spot Fake Websites With 96% Accuracy

1+ hour, 22+ min ago   (195+ words) What if a computer could tell a fake website is fake just by looking at its URL — without ever opening it? Turns out, yes. Here's how I built my first real machine learning project. Traditional defenses (blacklists of known bad…...


popsci.com > science > new-geometry-shape-polyhedron

Mathematician creates new shape with 8 sides, 26 edges, and 3 holes

1+ hour, 45+ min ago   (109+ words) Published Sep 29, 2026 4:01 PM EDT While Mizhaev explains the genus-3 polyhedron’s geometry in a pre-print study detailed by New Scientist, it’s probably easiest to look at an example yourself. Pre-prints like these are research papers that have not been formally peer…...


dev.to > sdux-vault > chapter-7-centralize-filtering-and-display-derivation-in-the-pipeline-p44

Chapter 7 — Centralize Filtering and Display Derivation in the Pipeline

1+ hour, 33+ min ago   (972+ words) Filtering, sorting, and display labels often begin as small template decisions. In Chapter 7 of the SDuX Vault tutorial, those rules move into a service-owned pipeline so every consumer receives the same eligible, sorted, display-ready collection. The component still owns presentation…...


dev.to > knot_crochet_dbb4379fde5d > why-i-split-a-funnel-builder-into-16-bounded-contexts-23n5

Why I Split a Funnel Builder Into 16 Bounded Contexts

1+ hour, 44+ min ago   (676+ words) A funnel builder is a checkout page, a couple of upsell pages, and a thank-you page. That's what it looks like from outside. From inside it's a page editor, a payment layer, an ecommerce integration, an ad-conversion pipeline, an email…...