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ProgrammingDEV Community ·

Coordinating Multiple Shuttles in Four-Way AS/RS: Routing, Traffic Control and Deadlock Avoidance

A four-way shuttle automated storage and retrieval system can move pallets both horizontally and vertically within a high-density rack, but adding more shuttles does not raise throughput proportionally. Multi-shuttle scheduling assigns storage and retrieval tasks across the fleet while coordinating routes, priorities and shared resources to keep the system stable. Shuttles competing for aisles, intersections, transfer points and lifts can cause waiting, repeated replanning and lost productive time. Uneven task allocation can leave vehicles idle, and resource conflicts can produce deadlocks even when physical collisions are avoided. Effective control therefore has to coordinate the whole material-handling chain, including lifts and conveyors, rather than optimize shuttle movement alone.

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ProgrammingDEV Community ·

Keeping Helm Chart Values Consistent Across Staging and Production

A deployment can pass in staging yet fail in production with one replica, debug logging, and a wrong ingress host, often because the values were assembled differently rather than because of a chart bug. Helm merges values from the chart's defaults, parent chart files, and override files in a defined order, with maps merged key by key while lists are replaced entirely. Setting a key to null in an override removes the default, and helm get values and helm get values --all help reveal what each release actually uses. Common mistakes include duplicating the full values file per environment, embedding environment checks in templates, relying on long CI --set chains, and mishandling type coercion or secrets. The recommended approach keeps values.yaml as production-shaped defaults and limits each environment file to its differences, so templates remain identical across environments.

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ProgrammingDEV Community ·

Changelog generator missed deleted files because it ignored git's D status

A developer building a Git changelog API found that a contributor's deletion of an entire module between two releases went unreported, with the tool producing no warning. The cause was that the generator only rendered added and modified files, dropping the deletion status that git diff reports. The fix treated deletions as first-class changes and gave them more prominent wording than additions. The developer also found that commit messages can be misleading, so the diff is now treated as the authoritative source and messages are demoted to a footnote. The author contrasts this with convention-based tools like semantic-release and changesets, which depend on disciplined commit formats.

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ProgrammingDEV Community ·

Oversized HTML Reports in Claude Code Desktop Preview Could Expose Local SSH and Cloud Credentials

Noma Security disclosed a vulnerability in the HTML preview pane of the Claude Code Desktop app that could let a script in a crafted file read local secrets. Files under 256KB were rendered with a restrictive Content Security Policy, but larger files were loaded via file:// URLs without those protections. The flaw could expose SSH keys, cloud and GitHub tokens, and other credentials, and Anthropic rated it CVSS 8.7 (High). A fix reached users through auto-update in Claude Desktop version 1.30096.1, and no in-the-wild exploitation has been reported.

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ProgrammingDEV Community ·

FIDO2 Account Recovery Emerges as Weak Point in Passwordless Rollouts

Hardware-bound FIDO2 authenticators resist phishing, but their design makes account recovery difficult when a user loses the device. Organisations adopting passkeys typically build a recovery path, and that path is often weaker than the password it replaced. Documented attacks on MFA deployments tend to bypass the cryptographic factor entirely, instead persuading support staff to reset credentials using victims' personal details. The article recommends treating recovery as a strict authentication process, verifying backup authenticators at enrolment, notifying owners through independent channels, and failing closed when verification is incomplete. It also notes that no widely adopted standard yet matches the assurance of the FIDO2 login process, so residual risk remains.

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ProgrammingDEV Community ·

Claude Gets Cloudflare Cron Day Numbers Wrong Without Written Rules

A test found that Claude models often write cron schedules incorrectly for Cloudflare Workers, because Cloudflare numbers Sunday as day 1 while standard crontab starts with Monday as 1. In 18 schedules written for Workers, Sonnet got 13 right and Haiku only 6, with errors such as weekday ranges running Sunday through Thursday. Some mistakes were caught only at deploy time, since a Sunday value of 0 is rejected. When written rules about the day-numbering scheme were loaded, both models were correct on all 18 schedules. The same issue appeared when converting between scheduler formats, where Sonnet missed 1 of 21 and Haiku missed 9 of 21.

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ProgrammingDEV Community ·

Why structured JSON logging beats plain text for AWS Lambda observability

A small Python Lambda function named dummy_output is used to illustrate default CloudWatch logging. By default, Lambda writes plain-text logs that mix application output with runtime and platform metrics, which become hard to search and centralize across many functions. The article notes that switching the log format to JSON via the Lambda console makes logs easier to query, filter, route to monitoring platforms, and correlate with tracing data. It suggests starting with an INFO application log level and a WARN system log level to reduce noise, and it stresses that monitoring remains important because the application logic is still the developer's responsibility.

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ProgrammingDEV Community ·

Top 8 Load Balancer Algorithms Explained, Including Round Robin and Least Connections

A DEV Community guide walks through eight load balancer algorithms with interactive demos that show which server receives each next request. It starts with round robin, which cycles through a fixed server list in order without checking how busy each machine is. The author notes that this suits equal machines with similar request costs, but can overload one server when a single heavy upload stays put while cheap health checks rotate past it. The article then covers weighted variants and least connections, which sends traffic to the server with the fewest open requests. It also explains how Application Load Balancers and HAProxy implement these approaches, including response-time-based selection.

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ProgrammingDEV Community ·

How ATS Resume Parsing Works, and Where It Breaks

An applicant tracking system processes a CV in four mechanical stages: extracting the text, splitting it into sections by headings, pulling out entities like email addresses, dates and job titles, and indexing the result for recruiter searches. Many common CV formatting rules stem from specific stages failing, such as PDFs with multi-column layouts, where text fragments can be merged into nonsensical lines. Parsers identify sections by matching short headings against known word lists, so conventional labels like Experience or Skills are recognised far more reliably than creative alternatives. Within sections, dates act as anchors that signal the start of a new role, which is why undated entries often get misread. The article's author illustrates these failures with a line-by-line checker they built.

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ProgrammingDEV Community ·

Study finds 29.8% of Google AI Overview citations miss the first page of results

A Washington University in St. Louis study analyzed 55,393 Google searches collected between March 13 and April 21, 2026. It found that 29.8% of domains cited in AI Overviews did not appear anywhere on the first page of conventional search results. Researchers attribute this to query fan-out, where the AI breaks a query into sub-queries and can cite pages that answer those instead of the main query. Other analyses from Ahrefs and BrightEdge reported similarly weakening overlap between organic rankings and AI citations. The study also found AI Overviews appeared in 13.7% of searches, most often for natural-language questions, and that cited domains scored higher on credibility measures than the traditional results shown alongside them.

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ProgrammingDEV Community ·

Self-Hosting Whisper or Paying for a Hosted Service: Where the Break-Even Falls

A write-up argues that self-hosting Whisper has no per-minute fee but requires roughly 2 to 6 hours of setup plus ongoing maintenance, while a metered hosted service costs about 0.02 euros per minute. Under the stated assumptions, around 85 to 250 hours of audio would be needed before self-hosting pays off, and that estimate leaves out upkeep. The author outlines three self-hosting routes, whisper.cpp, faster-whisper and the original OpenAI implementation, and notes that large-v3 runs near realtime on a laptop CPU. Self-hosting's main advantage is that audio never leaves the user's machine, regardless of cost.

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ProgrammingDEV Community ·

DBeaver and SQL: A Step-by-Step Learning Guide Using a Hospital Database

This DEV Community article offers a practical tutorial on DBeaver and SQL, built around worked examples from a hospital database. It walks readers through connecting to a PostgreSQL database, using the SQL editor, and understanding tables, columns, keys, and constraints. The guide then covers creating tables and inserting records, followed by querying with SELECT, filtering with WHERE, sorting, aggregate functions, GROUP BY and HAVING, and joining related tables. It also explains how to safely modify and delete data and alter table structures.

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ProgrammingDEV Community ·

Why Font Swaps Caused Layout Shift on Arabic Pages: A Metrics Mismatch Explained

A developer running a bilingual English and Arabic site found that the Arabic routes jumped on every cold load, moving the entire right-to-left column. The author argues that font-driven layout shift stems from a mismatch in metrics between the fallback font painted first and the webfont that replaces it, not from slow downloads, so a faster CDN would not help. Next.js's next/font automatically generates size-adjusted fallbacks for Latin text, but it derives them from Arial or Times New Roman and so does not cover Arabic, Cyrillic, or CJK scripts. The notes describe how average character width and the ascent-to-descent ratio determine how far content moves, and how font-display: optional can eliminate swap-driven shifts. The author recommends reproducing cold loads with caching disabled and throttling enabled, since a warm cache hides the problem during local testing.

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ProgrammingDEV Community ·

Refactoring a Laravel Controller to Reuse Shared AppBaseController Response Helpers

A developer describes refactoring a Laravel MenuCategoryController that returned hand-built JSON responses instead of following the project's established conventions. The original controller extended Laravel's default Controller, which led to inconsistent response formats across the codebase. The fix was to switch the controller to extend the existing AppBaseController, which provides sendResponse, sendError, and sendSuccess helpers. The article notes that sendResponse and sendSuccess produce different JSON structures, so the underlying ResponseUtil methods should be checked before assuming output formats. The refactor preserves resource-based responses and proper HTTP status codes while keeping shared behavior in the parent class.

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ProgrammingDEV Community ·

Five SQL Metrics for an AI Visibility Dashboard, and the Traps Behind Each

A DEV Community post explains how to build an AI visibility dashboard from daily LLM answers scored for brand mentions. It notes that the data is noisy because answers are non-deterministic, per-prompt sample sizes are small, engines vary widely, and competitor sets change. The author proposes a shared SQLite view so that all dashboard queries draw from one consistent scoring version. Five metrics are covered, including a 7-day rolling share of answers mentioning the brand and per-engine share of voice across tracked brands. Each metric comes with specific pitfalls, such as averaging daily percentages, gaps in daily data, changes to the competitor set, and average position improving while visibility falls.

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ProgrammingDEV Community ·

Apple's $299 HomeView screen requires an iPhone or iPad to set up

Apple's new HomeView screen costs $299 in the U.S., but it cannot be configured without a compatible iPhone or iPad running the latest software. This requirement is noted in the footnotes of Apple's October 13 announcement and the product's tech specs, rather than on the main product page. The setup process also requires adding the user to a shared home in Apple's Home app, which is unavailable on Android devices. Additional accessories such as the wall mount, USB-C cable, and power adapter are sold separately.

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ProgrammingDEV Community ·

Un empresario hispano usa el agente de IA Muse de Meta para gestionar sus negocios

Un empresario describe cómo durante varias semanas utilizó Muse, el asistente de IA agente de Meta, para tareas de sus negocios. Según el relato, la herramienta optimizó el SEO de cientos de artículos, montó una tienda en línea con productos digitales y preparó trámites y materiales como sitios web, contabilidad y publicidad. El autor afirma que supervisa cada paso y aprueba las acciones finales, y que la herramienta también presentó fallas como caídas de sistemas. Concluye que la IA no reemplaza al pequeño empresario sino que multiplica su capacidad de trabajo.

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ProgrammingDEV Community ·

Front-running et back-running : comment ces pratiques exploitent l'ordre des transactions

Le front-running et le back-running sont des méthodes qui réorganisent les transactions sur une blockchain pour tirer profit de l'ordre d'exécution. Dans le premier cas, une transaction est insérée juste avant celle d'un autre utilisateur afin d'anticiper la variation de prix, tandis que dans le second, elle est placée immédiatement après pour capter le slippage. Ces stratégies s'appuient sur la visibilité du mempool, où les ordres attendent d'être inclus dans un bloc, et sur le pouvoir des mineurs ou validateurs. Le phénomène est surtout observé sur les échanges décentralisés et les pools de liquidité, et il peut dégrader le prix obtenu par les utilisateurs ordinaires. Un exemple fictif illustre comment ces manœuvres accentuent la volatilité au détriment de la communauté.

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ProgrammingDEV Community ·

MenuMind Arcade Turns Restaurant PDF Menus into Gamified Food Quests

MenuMind Arcade is a platform that replaces static PDF QR-code menus with interactive, gamified menus for independent restaurants, cafés, and food trucks. Diners scan a table code and complete a seven-step quiz that matches dishes to their budget, hunger, spice tolerance, cravings, and dietary needs against live kitchen inventory. The system filters menus with hard rules first, including allergen and stock checks, before a locally run Google Gemma 3 model ranks the remaining options, falling back to smaller models or a rule-based matcher when needed. The developers offer a free tier and a ₹799 monthly Pro plan, arguing that local inference keeps the cost per customer query near zero.

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ProgrammingDEV Community ·

Standby database received all changes but applied none, delaying a planned switchover by 41 minutes

During a planned two-minute switchover to patch a primary Postgres server's kernel, the promoted standby took 41 minutes to begin accepting writes, halting every service that writes data. The standby also served finance reports, and a setting that told it to wait indefinitely before cancelling conflicting queries let replay stall for about five hours. The standby kept receiving changes and saving them to disk without applying them. Promotion must replay everything received before accepting writes, so the backlog caused the delay. The team's pre-switchover check compared the wrong position, which showed the standby as current, and they have since separated reporting replicas from the failover candidate and added replay-based lag alerts and checks.

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