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ProgrammingDEV Community ·

Sliding Window Technique Explained: A Key DSA Pattern for Coding Interviews

The sliding window is a high-frequency algorithmic pattern used to solve subarray and substring problems efficiently, distinct from the two-pointer technique. It works by maintaining a moving window over an array or string, updating results incrementally rather than recalculating from scratch each time. Fixed sliding windows maintain a constant size, while variable windows expand and shrink dynamically based on validity conditions. Common interview problems solved with this pattern include longest substring without repeating characters, maximum sum subarray of size k, and minimum window substring. Key mistakes to avoid include recalculating window sums in a loop, forgetting to shrink the window, and using a list instead of a set or dictionary for duplicate checks.

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ProgrammingDEV Community ·

Two Pointers: A Top-Rated DSA Pattern Every Coding Interviewee Should Master

The Two Pointers technique is one of the highest-frequency patterns in coding interviews, using two indices instead of one to traverse arrays or strings efficiently. Pointers can move toward each other, in the same direction, or at different speeds depending on the problem type. The approach is especially useful for sorted arrays, palindrome checks, removing duplicates, and pair-sum problems, reducing time complexity from O(n²) to O(n). Common pitfalls include applying two pointers on unsorted arrays where original indices matter, or moving the wrong pointer when adjusting a sum. The next related concept, Sliding Window, builds on pointer logic and tackles a distinct class of problems such as longest substrings and minimum window substrings.

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ProgrammingHacker News ·

SDR-- Launches as Open Source Software-Defined Radio with Rust DSP and Web UI

SDR-- is a newly released open source software-defined radio (SDR) project hosted on GitHub. The tool features a patchable signal graph, allowing users to customize and connect signal processing components modularly. Its digital signal processing (DSP) layer is built using Rust, a language known for performance and memory safety. The project also includes a web-based user interface, making it accessible without requiring a dedicated desktop application. It was shared on Hacker News, where it is currently gathering early community attention.

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ProgrammingHacker News ·

Developer Tests ESP32 Microcontroller Uptime in Public Web Experiment

A developer has launched esp32s31.fun, a public experiment hosting a live website served directly from an ESP32 microcontroller. The project aims to test the reliability and longevity of the low-cost embedded device under real-world web traffic. The creator's primary goal is to see how long the ESP32 can run without crashing or requiring a reboot, with a target of at least one week. The experiment was shared on Hacker News, where it attracted modest early attention. It highlights growing hobbyist interest in pushing the limits of inexpensive microcontroller hardware.

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ProgrammingDEV Community ·

Wrong API endpoint, not a block: how a YouTube scraping error cost three months

A development team spent three months believing YouTube blocked their datacenter IPs after a probe of the internal API returned zero comments, which they mistakenly interpreted as a block. The real cause was a flawed testing method: YouTube's /youtubei/v1/next endpoint never includes comments in its initial watch payload, as comments require a second request using a continuation token. The team's single-step probe consistently returned empty comment data across all IP tiers — direct, datacenter, and residential — making the false negative appear highly credible. An outdated internal note about IP-class blocking on a different endpoint had been incorrectly generalised to cover all YouTube API surfaces, suppressing further investigation. Once the correct two-step process was applied, all three IP tiers successfully returned comment data, revealing no block existed and exposing one of the largest unserved scraping demand clusters the team had encountered.

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ProgrammingDEV Community ·

Falco 0.44.1 Renders Missing Metadata as Values, Risking Alert Misreads

Security tool Falco version 0.44.1 has been found to render absent metadata fields as value-like placeholders rather than clearly empty outputs, according to testing conducted on August 18, 2026. Fields such as user.loginuid appear as -1, fd.name as /null, and some alerts simultaneously display a real UID alongside -1 and null values. The behavior affects anyone relying on Falco alert fields in dashboards, filters, or correlation systems that may treat these placeholder values as genuine data. Similar rendering issues with user.uid showing as 4294967295 and path-shaped outputs have been publicly reported across Falco versions 0.31.0 through 0.40.0, though those specific forms were not reproduced in this lab run. The findings highlight a risk of false or misleading signals in security monitoring pipelines that consume Falco alert output directly.

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ProgrammingDEV Community ·

How Parallel Design, Build, and Test Workstreams Can Begin Simultaneously on Day One

A software delivery lead describes running design, build, and test workstreams in parallel from the very first day after a single discovery session, rather than sequentially. The approach was first tested on an invoicing and approvals module, where developers, business analysts, and QA teams all began working simultaneously from notes less than 24 hours old. The author argues that traditional sequential delivery is driven not by genuine uncertainty but by a cultural need to assign blame, with requirements documents functioning more as liability shields than specifications. By explicitly acknowledging upfront that 15–20% of built scope typically changes post-discovery, the team removes the personal penalty for early building and funds rework as a planned budget item. This shift in incentive structure, rather than any demand for individual bravery, is presented as the key to making parallel workstreams viable without conflict.

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ProgrammingDEV Community ·

Guide: How to Back Up and Share VHD Files Between Windows 11 and Kubuntu

Developer Nnamdi Michael Okpala has published a technical guide on DEV Community explaining how to create, back up, and share Virtual Hard Disk (VHD) files between Windows 11 as a host OS and Kubuntu running on Oracle VirtualBox as a guest OS. The guide covers installing key utilities such as NSSM and Winget via PowerShell, and walks through creating a VHD using Windows Disk Management and assigning it a dedicated drive letter. It also details using Windows Volume Shadow Copy Service (VSS) to create periodic volume snapshots and automate backups through Task Scheduler. Additionally, the guide explains how to register a PowerShell backup script as a persistent Windows service using NSSM for continuous, automated protection. While focused on Windows 11 and Kubuntu, the methods are noted to be compatible with Windows 10 and other Debian/Ubuntu-based systems, making them broadly useful for cross-platform development workflows.

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ProgrammingDEV Community ·

Agentic RAG vs Traditional RAG in .NET: When to Use Each and What It Costs

Traditional RAG handles simple document retrieval well, answering roughly 75% of typical support queries by embedding a question, fetching relevant chunks, and generating a response. Agentic RAG, by contrast, uses a planning loop with multiple tool calls to handle complex, multi-step queries such as cross-referencing logs, databases, and documentation simultaneously. Key trade-offs include cost — around $0.004 per query for traditional RAG versus $0.038 for agentic — and latency, with p95 response times of 2.1 seconds versus 8.2 seconds respectively. A routing layer that classifies each query and dispatches to the appropriate method can reduce monthly costs from roughly $15,700 to around $4,800 at scale. The recommended 2026 approach is to default to traditional RAG and invoke agentic RAG only when a query demands multiple tools, iterative retrieval, or multi-source reasoning.

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ProgrammingHacker News ·

Two High School Students Solve Problem That Stumped a Fields Medalist

Two high school students have reportedly solved a long-standing mathematical problem that had been posed by a Fields Medal-winning mathematician. The problem had remained unsolved for years despite attention from leading figures in the field. The achievement has drawn significant surprise and admiration from the academic and online communities. While details of the specific problem and the students involved have circulated online, the solution is being recognized as a remarkable feat for researchers of any age.

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ProgrammingHacker News ·

XCancel service suspended amid ongoing legal proceedings

XCancel, a privacy-focused Twitter/X frontend proxy, has been suspended following a new development in active legal proceedings against it. The service posted a notice on its website citing the legal situation as the direct reason for the shutdown. XCancel allowed users to browse Twitter content without being tracked or requiring an account. No further details were disclosed about the nature of the legal proceedings or the parties involved. The suspension has drawn attention from the tech community, with the story gaining traction on Hacker News.

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ProgrammingHacker News ·

Apple Siri Code Reveals Option to Replace AI with Claude or ChatGPT

Code discovered within Apple's Siri suggests the assistant can be swapped out for third-party AI models, including Anthropic's Claude and OpenAI's ChatGPT. The finding, reported by MacRumors in September 2026, indicates Apple may be building flexibility into Siri to support alternative large language models. This would allow users or developers to choose a preferred AI backend rather than relying solely on Apple's own system. The discovery points to a broader trend of AI interoperability as tech companies compete in the rapidly evolving assistant market.

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ProgrammingHacker News ·

Developer builds Mac gesture control app using Meta Neural Band's sEMG sensor

A developer has created Kinesis, a macOS application that uses the Meta Neural Band wristband independently from its intended smart glasses to control a Mac via hand gestures. The project builds on a 10-month-old proof-of-concept repository that explored reading surface electromyography (sEMG) data from the band without the glasses. Kinesis currently supports gestures for switching desktops, opening Mission Control, and adjusting system volume through a virtual knob. The developer used an AI tool called Astra to accelerate work on the original codebase before extending it into the full application. The project has been shared on Hacker News in hopes of inspiring other Neural Band owners to explore creative uses for the device.

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ProgrammingDEV Community ·

Key Gas Optimization Techniques That Can Cut Ethereum Smart Contract Costs by 70%

Gas fees on Ethereum represent the computational cost of executing smart contract operations, and poorly optimized contracts force users to pay unnecessarily higher transaction costs. Developers can significantly reduce gas consumption by packing storage variables into fewer 32-byte slots, minimizing expensive storage writes, and caching values in memory during loops. Choosing mappings over arrays for data lookups and placing input validation before computationally heavy operations also yields measurable savings. Additional gains come from using events instead of on-chain storage for historical data and setting correct function visibility. Together, these techniques can reduce a contract's execution costs by as much as 70%, improving user experience and making decentralized applications more competitive.

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ProgrammingDEV Community ·

Why a desktop app developer chose transparency over DRM for license checks

A developer behind a paid Electron desktop app has explained why they deliberately avoided encryption or obfuscation for local license enforcement, acknowledging that any user can inspect or modify files on their own machine. Instead, the team stores the license status as a plain JSON cache and treats it as exactly that — a cache of a server-side answer, not an authoritative source. All sensitive actions, such as sending emails via the app's infrastructure or validating purchases, are verified server-side against a database on every request. The one-time purchase model simplifies the offline experience further, since a cached 'yes' never expires and a failed network call does not revoke access, meaning the system fails open in favor of the paying customer. The developer argues this approach is both more honest and more practical, as determined non-payers are unlikely to convert regardless, while wrongly locking out legitimate users creates real support and refund costs.

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ProgrammingDEV Community ·

Developer open-sources lightweight React 19 Tailwind dashboard to replace bloated UI kits

A developer has released Exo-Dash, a free open-source dashboard boilerplate on GitHub, built as an alternative to heavyweight UI libraries like MUI and Ant Design. The project uses React 19 and Tailwind CSS v4, adopting a shadcn-style primitive architecture that gives developers full design control without CSS override conflicts. Performance is prioritized through Vite-powered builds, React Router v7, and lazy loading of resource-heavy routes such as Kanban boards and analytics views. Form handling relies on react-hook-form and Zod to minimize re-renders, while a global theming context supports light/dark modes and dynamic color schemes persisted via localStorage. A free Community Edition is available on GitHub, with a paid Pro version offering advanced layouts and commercial licensing.

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ProgrammingDEV Community ·

How to ship Playwright's Chromium inside a packaged Electron app

Electron apps that use Playwright for scraping require a second, separate Chromium instance because Electron's built-in Chromium is tied to the UI renderer and incompatible with Playwright's automation expectations. In packaged builds, Playwright cannot find its browser cache, so developers must manually resolve the executable path per platform and pass it explicitly at launch. The Chromium build number is hardcoded in the directory path, meaning an unpinned Playwright version upgrade silently breaks packaged apps while development environments continue working from a refreshed cache. On macOS, the correct executable sits deep inside an app bundle rather than at the bundle root, and both arm64 and x64 variants must be present for universal builds with runtime architecture detection. Because Electron's asar packaging prevents the OS from executing binaries stored inside the archive, the browser binaries must be explicitly unpacked to an app.asar.unpacked directory via a dedicated prebuild copy script.

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ProgrammingDEV Community ·

LiteLLM PyPI Hack Exposed 153GB of Data from 2,488 Organizations in 40 Minutes

A March 2025 supply chain attack on the LiteLLM PyPI package lasted roughly 40 minutes but resulted in the theft of a 153GB archive containing 433,909 files, according to analyses published by Hudson Rock and CloudSEK in August 2026. The malicious payload gained root access on compromised CI runners and harvested SSH keys, AWS, GCP, and Azure credentials, Kubernetes tokens, .env files, and LLM API keys across 2,488 corporate domains. Researchers identified 118,829 individual CI runner dumps tied to those organizations, with one unnamed company alone accounting for 17 compromised pipeline dumps exposing multiple sensitive tokens. A significant portion of the stolen records contain no company email, domain, or hostname, making attribution impossible and preventing any disclosure to the affected organizations. Hudson Rock conducted an ethical disclosure program and CloudSEK released a public lookup tool, but both efforts are limited by the absence of identifying information in many of the compromised records.

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ProgrammingDEV Community ·

AI Memory Is a Distraction — Shared Decision State Is What Orgs Actually Need

A software practitioner argues that the AI industry's focus on memory and context drift misframes the real challenge facing organizations deploying AI. The core issue, they contend, is that modern organizations operate as hybrid decision networks where humans and AI agents must share a common state to remain aligned. Without a structured, real-time record of decisions and their relationships, humans and AI systems end up working at cross-purposes. The author proposes decoupling reasoning from decisions and tracking each decision through explicit states — such as proposed, ratified, and superseded — with an actor, timestamp, and reason attached to every transition. This approach, grounded in distributed systems thinking and organizational theory, aims to preserve human authority while enabling AI to operate at speed without losing institutional continuity.

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