How I Used FalkorDB to Trace Software Security Risks in Warden
You’re right—you want the article body , based on the actual README. Use the title separately, then paste everything under Post content into Dev.to.…
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Architectural Deep-Dive: Language Models Learn to Improve Language Models
Breaking Recursive Self-Improvement: How Research World Models Eliminate GPU Bottlenecks Autonomous engineering systems that optimize their own code…
Building a React starter with enforceable architecture
My first website was planned on a sheet of squared notebook paper. The code in my early projects followed roughly the same standard: no tests, no cl…
Why Most Business Calculators Lie to You: The Mathematics of Integer Bounds and Capacity Value
By Engineering Team, JC TechLabs Published for DEV Community, Hashnode & Technical Publications Canonical URL: https://jctechlabs.com/tools/ Sou…
Exponential Backoff Isn't Enough: The Retry Storm Hiding in Your Recovery Path
The problem A dependency blips for 400ms — a deploy, a GC pause, a brief network partition, doesn't matter which. Every client with an in-flight req…
Designing AI Governance as a System Architecture
By Jewel Darlington, Chief AI Governance Officer & Founder, Solutions by Jewel An enterprise AI agent receives approval to update a configuratio…
My Nand2Tetris Journey #3 - Building Bit, Register, RAM, and PC
What I Built Bit(Single-bit register), Register(16bit - 1 word), RAM8-RAM16K, PC(16bit Program Counter) What I Learned What clock, bit, register, RA…
Engineering a Multimodal Travel Planner on a 228,060-Edge Graph
A flight search engine answers a well-defined question: which available flights connect two airports? A door-to-door travel planner must answer a mo…
One Article, Three Depths: What If We Found a Common Language for the Internet?
How to write for curious beginners, busy readers, and developers who want to see the actual code, without turning one article into three different a…
How I became CEO of a synthetic company
A quick warning: this is the first proper piece from The Machine Room , my new section on AI, software, systems and the future of work. If you are h…
Debugging Silent Data Corruption: Timezone Conflicts Across Microservices and the Pitfall of In-App Self-Provisioning
Debugging Silent Data Corruption: Timezone Conflicts Across Microservices and the Pitfall of In-App Self-Provisioning Handling timestamps across het…
An agent timeout is not a cancelled action: building Mothership
An agent asks to save a report. The request needs your approval. You step away, the client times out, and the server restarts. When you return, shou…
How to Create an Easier Recommendation System with Elixir
How to Create an Easier Recommendation System with Elixir Recommendation systems power some of the most engaging experiences on the web—from Netflix…
The link is the diagram: why I built FlowDiagram, a free diagram tool your AI can draw in
By Tuna, the maker of FlowDiagram Every engineering team I have worked with has the same graveyard: a Confluence page with an architecture diagram t…
From Open Data to Coordinated Models: An Architecture-Level Review of Shapezo, MicroStation, ArchShaper, CityWeft, and HalfMaps
Tool comparisons usually describe features. Architects of software read them differently: what computes locally, what runs in the cloud, where the a…
Europe SMS Alert API — Sender Registration for Loan Application Updates
Short answer: evaluate SMS alert API alternatives for Europe as replaceable transports, not as the record of a lending decision. The least complex w…
Fast AI Prototypes Need Two Questions: Strategy and Optimization
AI changes how quickly a small team can put an idea in front of someone. A pair of builders can sometimes produce a bounded prototype in days that w…
How Blockchain Improves Supply-Chain Traceability and Product Transparency
How Blockchain Improves Supply-Chain Traceability and Product Transparency Modern supply chains connect manufacturers, suppliers, warehouses, shippi…
Lock GitHub Actions dependencies to reviewed commits with workflow lockfiles
A moving tag is not a review Your workflow can keep saying uses: vendor/build-action@v3 while the code behind v3 changes. That leaves a gap between…
You Have Been Asked to Represent Your Team at the Architecture Review
Your company has a fortnightly architecture review. Leads and senior engineers from every team, an hour on a call, proposals for anything that cross…
Designing Contextual Learning Recommendations for Language Learners
Recommendation systems in education should not optimize for clicks alone. A learner may enjoy a video without learning from it, complete many exerci…
The Architecture Decision I'd Reverse Today
Boundaries Before Networks The slide was titled "Target Architecture." Five boxes. Five services. Clean arrows between them: Users, Billing, Notific…
Why I Stopped Predefining Agent Roles — and Built a Runtime That Grows Its Own Team
Most multi-agent frameworks ask you to design the team before you know the task. You define roles (researcher, writer, reviewer), wire up a workflow…
If You Never Do Anything Else to Fix Your Prompts, Do This One Thing
Why LLMs invent nonexistent APIs is not a memory defect—it is an autoregressive grammar trap that Fernando Flores and Terry Winograd solved in 1986.…
Testing a Python Backend: Unit, Integration, and Service Tests
How do you test a backend that accepts both HTTP requests and AMQP messages? I tested the same application through both interfaces, using a real tes…
Clean Architecture in Python with FastAPI, FastStream, and Dishka
One business logic layer, two entry points: HTTP and RabbitMQ. Here is the backend template I built with FastAPI, FastStream, and Dishka. This walkt…
Google Play ads declaration: check formats before submission
A Google Play “Contains ads” declaration is a small release task with an app-wide answer. Before you submit, Play Console asks whether your app cont…
Android 15 edge-to-edge: fix screens before content hides behind system bars
Android 15 changes how an app’s window meets the edges of the screen. For apps targeting Android 15 (API level 35) or higher, edge-to-edge display i…
Park a Migration Without Losing the Work
A migration that ships by reaching the default branch with a green badge still has a second decision hidden inside it: do we point production at it…
195 repos, one map: the meta-repo, and why your AI agents need it
A client asked a simple question this week: “Can the agent see the whole platform?” The platform is roughly 195 git repositories. Frontends, service…