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ProgrammingDEV Community ·

Developer shares four hard-won lessons building a reliable SSL cert monitoring tool

A developer building an Apify actor to monitor Certificate Transparency logs for unexpected SSL certificates discovered that crt.sh, a free community-run CT log search service, returns HTML error pages instead of JSON during high load, making 404 and 5xx responses unreliable as 'no results' signals. Retry logic initially set to four attempts proved insufficient when the service returned six consecutive 502 errors during a bad patch, pushing the tool's 30-day failure rate to 46%, prompting an increase to eight attempts with capped backoff. A missing request timeout caused some fetch calls to hang indefinitely, bypassing retry logic entirely, which was fixed by adding an AbortController with a per-attempt timeout. Most critically, a field used for date filtering silently disappeared from crt.sh's JSON response, causing the actor to return zero results every time without throwing any error — the kind of silent failure especially dangerous in a security monitoring tool.

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ProgrammingDEV Community ·

College Student Documents First Day of Self-Taught Cybersecurity Learning

A second-year college student has begun a self-directed cybersecurity learning journey, motivated by a desire to make better use of their time after an unproductive first year. On day one, they covered topics including number systems, file signatures, Boolean logic, XOR operations, bitwise operations, and two's complement. The student found XOR and its security applications particularly challenging, compounded by the simultaneous introduction of Python programming. They shared their progress on DEV Community, seeking advice on resources for understanding bitwise logic and XOR. The post invites tips and suggestions from experienced developers and security professionals.

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ProgrammingHacker News ·

Free Resource Offers In-Depth System Design Guide With 200 Topics and Diagrams

A new educational resource called 'System Design in Depth' has been published online, covering 200 topics related to software system design. The guide includes 118 diagrams and interactive demonstrations to help learners visualize complex concepts. It is freely accessible via a dedicated web page hosted on Cloudflare Pages. The resource appears aimed at software engineers and students preparing for system design interviews or seeking to deepen their technical knowledge. The link was shared on Hacker News, where it received modest early engagement.

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ProgrammingDEV Community ·

CapyToolkit offers 45+ free browser tools with guides, no account needed

CapyToolkit is a free, browser-based platform offering over 45 utilities across nine categories, including hardware diagnostics, developer parsers, security tools, and personal utilities like PDF handling and receipt splitting. Each tool comes with example-driven reference content to help users understand its functionality. All processing happens client-side, meaning no files are uploaded and no data leaves the browser tab. The platform requires no account, works offline once installed as a web app, and is also available on the Microsoft Store for Windows. New tools are added regularly, and the service is entirely free with no paid tier.

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ProgrammingDEV Community ·

Developer Shares Frustrations After Juggling Three AI Coding Agents on One Project

A software engineer with around 15 years of experience recently wrote about switching between three different AI coding agents on a single project to achieve consistent, design-aligned results. The developer abandoned an 11-year WebStorm subscription within 30 minutes of trying Cursor, impressed by how it completed API authentication, unit tests, linting, and documentation in under 20 minutes. Initial productivity gains were dramatic, with features that once took weeks being finished in days. However, the excitement gave way to fatigue and frustration as the engineer found themselves relying on multiple agents and still struggling to maintain reliability. The post was written partly to find out whether other developers are experiencing similar challenges with AI-assisted coding workflows.

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ProgrammingDEV Community ·

After App Launch, Developers Must Shift Focus to Maintenance, Backups, and Analytics

Launching an app marks the beginning of a new phase rather than the end of the development journey, according to a post on DEV Community by an indie developer. The author, drawing on experience with their app Cloudy, notes that most developers are unprepared for the silence and new responsibilities that follow a public release. They recommend setting up automated database backups using GitHub Actions as a low-cost safeguard, particularly for those on free-tier hosting plans like Supabase that exclude automated backups. The developer also advocates for lightweight analytics via tools like PostHog to track real user behavior and distinguish meaningful patterns from assumptions. To stay informed daily, they built a GitHub Action that pulls usage data and delivers a concise summary via a Telegram bot.

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ProgrammingDEV Community ·

How DNS Works and Why Its Vulnerabilities Can Bring Down the Internet

The Domain Name System (DNS) is the foundational technology that translates human-readable website names into numerical addresses computers use to communicate. Before DNS, the early internet relied on a single text file called HOSTS.TXT, maintained centrally at Stanford, which became unmanageable as the network grew. In 1983, Paul Mockapetris proposed a distributed, hierarchical naming system that was later formalised in RFC 1034 and RFC 1035, published in November 1987. DNS operates as a tree structure — from root servers down through top-level domains to individual authoritative nameservers — allowing responsibility to be distributed across the internet rather than held in one place. When a user visits a website, a resolver queries this hierarchy in sequence to retrieve the correct address, making DNS both a critical enabler of internet scale and a potential single point of failure if compromised.

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ProgrammingDEV Community ·

Engineering Lessons: How to Build Systems That Survive Real-World Failures

A software engineer shares hard-won lessons from production failures that exposed critical gaps in performance testing, memory management, and distributed system design. A seemingly safe API optimization that cut response time from 900ms to 250ms triggered an N+1 query problem under real concurrency, crashing database connections in production. A separate incident saw a Kubernetes worker enter a restart loop after loading a multi-gigabyte file entirely into memory, a flaw invisible during development with small sample files. A distributed payment workflow exposed how retries without idempotency controls can cause duplicate transactions, prompting the team to introduce idempotency keys, unique constraints, and explicit state machines. The core takeaway is that good engineering is not about avoiding failure but making it visible, limited, reversible, and understandable through load testing, observability metrics, and resilient system design.

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ProgrammingDEV Community ·

Cognis Engine Uses AI to Detect and Fix Outdated Knowledge in Codebases

A team built Cognis during the WeMakeDevs × AWS Bharat Builds Tour Build Day at Polaris School of Technology to address the growing problem of documentation and knowledge falling out of sync with evolving software. Rather than treating it as a documentation issue, Cognis frames it as a knowledge integrity problem, constructing an evidence graph from source code, APIs, tests, dependencies, and other repository artifacts. Its investigation engine reconstructs software behaviour, identifies broken contracts, traces downstream consequences, and uses AI reasoning powered by Amazon Bedrock to evaluate whether a repair is warranted. The team also developed Ask Cognis, a conversational assistant that grounds its responses in actual repository evidence rather than relying solely on a model's prior knowledge. Notably, Cognis is designed with restraint — it can refuse to auto-repair when evidence is contradictory, treating self-healing as a controlled, verification-backed process rather than an automatic fix.

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ProgrammingDEV Community ·

Dev Diary: Building a TileMap Engine with FSM and Pathfinding from Scratch

A developer shared progress on a personal game engine project after completing Chapter 4 of Sanjay Madhav's game programming book. The chapter focused on finite state machines (FSM) and shortest-path algorithms, which the developer implemented visually in a custom 2D tilemap demo. The work spanned several days of iterative coding and debugging at home, resulting in a basic but functional screen output. The project currently runs in 2D, with 3D content beginning in the next chapter, and future plans include transitioning graphics from OpenGL to Vulkan. The developer's long-term goal is an HD-2D tycoon game inspired by Square Enix's visual style, though they acknowledge the road ahead is still very long.

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ProgrammingDEV Community ·

How Enterprises Can Build Secure DevSecOps Pipelines for AI Agent Deployments

The rapid adoption of autonomous AI agents in enterprise environments has introduced new security vulnerabilities into software supply chains, including exposed credentials, prompt injection risks, and compromised open-source dependencies. Unlike traditional microservices, agentic systems combine non-deterministic prompt templates, dynamic function-calling, and fast-evolving third-party SDKs, making legacy CI/CD workflows inadequate. Security experts recommend a four-stage DevSecOps pipeline integrated with GitHub Actions, combining automated secret scanning, AI-assisted code review, prompt security analysis, and dual-engine static testing. A reference use case involving a core banking payment agent illustrates the stakes, where a single unpatched vulnerability could expose financial transaction endpoints and sensitive customer data. Tools such as Gitleaks, TruffleHog, and Veracode's Agent-Based SCA and Pipeline SAST are highlighted as key components of this hardened pipeline architecture.

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ProgrammingHacker News ·

Mathematical Billiards: How Geometry Shapes the Path of a Bouncing Ball

Mathematical billiards is a theoretical framework that studies the trajectory of a point particle bouncing inside a bounded region according to geometric reflection rules. Published in 2024 by Heidelberg University's Structures research group, the article explores how the shape of a billiard table determines the complexity and predictability of ball paths. Depending on the table's geometry, trajectories can be periodic, chaotic, or somewhere in between, making billiards a rich subject in dynamical systems theory. The topic connects pure mathematics with physics, offering insights into areas such as ergodic theory and quantum chaos. The post attracted modest engagement on Hacker News, sparking brief discussion among readers interested in mathematical physics.

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ProgrammingDEV Community ·

EasyJPA Library Simplifies Spring Boot Database Queries with Lambda-Based API

EasyJPA is a new Spring Boot starter library designed to replace the verbose JPA Criteria API with a concise, lambda-driven query interface. The library allows developers to write type-safe dynamic queries in just a few lines, using method references instead of raw string field names to catch errors at compile time. It integrates with Spring Data JPA by extending EntityDao rather than JpaRepository, preserving standard repository methods while adding the fluent query API. EasyJPA supports filtering, sorting, joins, and subqueries through chainable methods such as FilterList and Restrictions. The current release is version 2.0.0-SNAPSHOT, available via the Maven Central snapshots repository.

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ProgrammingDEV Community ·

Source-to-Scene Maps Help Reviewers Catch AI Explainer Inaccuracies

AI-generated explanations can subtly distort source material — turning a unit-less chart into a temperature claim or framing correlation as causation. A source-to-scene map is a structured review artifact that links each narrated statement to its exact source location, value, units, and interpretive limits. Reviewers are advised to record specific, checkable claims rather than broad prompts, and to leave fields like timestamps and approver names blank until genuinely assigned. When source data changes, the map helps identify not only the affected statement but also adjacent scenes that may rely on the same value. The approach is presented as a general review discipline, not a proprietary tool feature or automated fact-checking guarantee.

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ProgrammingHacker News ·

Experts Argue Teen Social Media Bans Fail to Address Root Causes

A piece published by MIT Press argues that outright bans on social media for teenagers are misguided policy. The article contends that such bans fail to tackle the underlying issues driving harm among young users. Rather than restricting access, the authors suggest more nuanced approaches are needed to protect teen wellbeing online. The discussion has drawn attention on Hacker News, where readers are debating the effectiveness of age-based platform restrictions.

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ProgrammingDEV Community ·

Developer Uses Parallel AI Agents to Document a Debt-Ridden, Undocumented Codebase

A software developer shared how they tackled the challenge of documenting a heavily indebted, undocumented codebase that had grown from a poorly built MVP. The core problems included duplicated business logic, obsolete database columns, and implicit dependencies that confused AI coding assistants. Drawing on a Meta research article, the developer implemented a parallel-agents workflow where multiple AI agents analyze the codebase simultaneously across defined business domains such as orders, payments, and billing. Each agent follows a structured 'compass' approach, extracting key files, non-obvious patterns, quick commands, and cross-references rather than generating generic filler documentation. The goal is to make implicit architecture explicit, giving future AI development agents accurate context and constraints before they begin making changes.

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ProgrammingDEV Community ·

Developer builds Laravel-inspired fullstack framework for Bun runtime

A developer has created Guren, a fullstack application framework for the Bun runtime, designed to eliminate repetitive architectural decisions on new projects. While Bun already supports fast APIs through frameworks like Hono and Elysia, it lacks opinionated structure for fullstack apps covering authentication, database migrations, background jobs, and frontend data flow. Bun's built-in fullstack dev server, introduced in version 1.2.3, handles bundling and HMR but explicitly leaves out SSR, auto-discovered routes, and broader application architecture. Guren aims to fill that gap by providing a Laravel-shaped convention layer on top of Bun's primitives, so developers can skip re-deciding project structure, database libraries, and frontend integration each time. The framework targets common fullstack needs such as typed API clients, persistent sessions, OAuth, email verification, and deployment strategy.

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ProgrammingDEV Community ·

Developer builds C library to render histograms directly in the terminal

A developer built a lightweight C plotting library called plt.c to visualize histograms inside the terminal using Unicode block characters. The project was motivated by a desire to inspect random number distributions without relying on external tools like Python's matplotlib. The library works by bucketing float data into columns, scaling the Y-axis relative to the maximum bucket count, and mapping values to Unicode block characters for sub-row precision. It also handles X-axis scaling by normalizing the data range to fit the configured number of columns. The final library exposes a single function, plt_hist, and was tested with up to 10,000 samples across uniform and normal distributions.

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ProgrammingHacker News ·

Research Shows Birds Develop Regional Song Variations Similar to Human Accents

Scientists have found that birds of the same species can sing noticeably different songs depending on their geographic location, much like regional accents in human speech. These variations arise as young birds learn songs from local adults rather than relying purely on instinct. Over time, isolated populations develop distinct vocal dialects that set them apart from birds of the same species elsewhere. Researchers study these differences to better understand how culture and learning shape communication in non-human animals.

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ProgrammingDEV Community ·

CS, CE, IT, or Cybersecurity? Key Differences Between Major IT Degrees Explained

Universities offer several distinct IT-related degree programs — including Computer Science, Computer Engineering, Information Technology, and Information Security — that appear similar but differ significantly in focus. Computer Science centers on software, algorithms, and theoretical foundations, preparing graduates for roles like software engineer or AI developer. Computer Engineering leans toward hardware, covering embedded systems, microchips, and robotics. Information Technology focuses on managing networks, servers, and cloud infrastructure, while Information Security — commonly associated with cybersecurity — deals with protecting systems and data from attacks through skills like ethical hacking and cryptography. Understanding these distinctions can help prospective students choose the specialization that best aligns with their career goals.

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