SShortSingh.
TopTechnologyAI & MLStartupsProgrammingScienceBusinessFinanceCrypto & Web3World

Programming

LatestTopDiscussed
0
ProgrammingDEV Community ·

Most Page-One Results for 'AI Marketing Agency' Are Lists and Explainers, Not Agency Sites

A SERP analysis of US results for the term 'AI marketing agency' found that only two of eight page-one results come from actual agency websites. The other six were listicles, an explainer post, a how-to video, a Reddit discussion, and an AI-agents article, suggesting buyers are still learning what the category means. One agency, Darkroom, ranks through a definition post on its own blog instead of a sales page. The author argues that young categories leave room for a clear explainer page that covers what the service is and what it costs. The piece is written by SupaMarketers, a company that builds marketing data for AI agents, and it recommends checking your own category term's SERP results.

0 comments Read more at DEV Community
0
ProgrammingHacker News ·

Porsche Unveils Mission S Model Page Online

Porsche has published a dedicated page for a model called the Mission S on its international website. The post was shared on Hacker News, where it gathered 13 points and 17 comments from readers. The source material provides only the page link and community engagement figures, with no further details about the vehicle's specifications, pricing, or release timing.

0 comments Read more at Hacker News
0
ProgrammingDEV Community ·

GitLab CI/CD Caching Methods Can Cut Docker Build Times by Up to 80%

Developers often face long CI/CD pipeline runs because GitLab's ephemeral runners start with an empty Docker cache, forcing layers to be rebuilt on every commit. Pulling base images from Docker Hub also frequently hits rate limits, causing 429 errors. GitLab offers two built-in features to address both issues: Container Registry with BuildKit layer caching and the Dependency Proxy, which acts as a local pull-through cache for upstream images. The author's guide shows how combining these techniques, along with a layer-friendly Dockerfile ordering, can reduce container build times by as much as 80 percent.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

n8n 2026 Pricing: Cloud Plans Versus Self-Hosting Real Costs

Standard n8n pricing comparisons focus on sticker prices, but overall cost depends on how many workflow executions run each month and what self-hosting really involves. n8n bills per execution rather than per user, and includes unlimited users and active workflows on every plan. Frequent scheduled triggers can push usage past the Starter or Pro limits quickly, with the next tier costing far more. Self-hosting the free Community Edition still requires a server, backups, and ongoing maintenance time, which can add up to more than a Cloud subscription. The article advises checking n8n's pricing page directly, since prices change often.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Open-Source LocalRAG Lets Teams Query Documents Without Cloud AI APIs

A developer has released LocalRAG, an open-source document question-answering system designed to run entirely within a private or air-gapped environment. The stack lets users upload PDF, DOCX, TXT, or Markdown files, which are chunked, embedded with a local bge-m3 model, and stored in Qdrant for retrieval. Answers are generated by a local LLM through Ollama and returned with source references, with no cloud AI calls at runtime. The project is aimed at sectors like legal, healthcare, and finance that cannot send confidential data to external services. Initial setup still requires network access to pull Docker images and models, and the developer noted that the large unpacked image size can be a problem on slow connections.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

CDP-6001 Exam Breakdown: PySpark Code That Covers 58% of the Cloudera ML Exam

A DEV Community article explains that Cloudera's CDP-6001 Machine Learning Engineer exam has 45 questions to be answered in 90 minutes, with a 60% passing mark. Three domains, Spark, Spark MLlib, and deploying models, together make up 58% of the test, and all are practiced through code in a Cloudera Machine Learning session. The author walks through a sample churn project covering loading events, window features, pipelines, tuning, MLflow tracking, and deployment. Because the exam is proctored and forbids reference material, the author argues that hand-writing the code beforehand helps candidates recognize errors within the roughly two minutes available per question. The piece also covers Spark DataFrame practices such as explicit schemas and partitioned Parquet files.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Indian Software Engineer Gobala Krishnan Joins DEV to Share Learning and Open-Source Goals

Gobala Krishnan, a software engineer from India, has introduced himself on the DEV Community platform. He works with React, Java, Spring Boot, PostgreSQL, and AWS, and focuses on building web applications and solving practical problems. He joined DEV to connect with developers, share his learning journey, and grow through projects and open-source contributions. His stated interests include full-stack development, AI-powered applications, and participation in Hacktoberfest, and he asked the community for advice on becoming more active in open source.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Leap seconds will be abolished from July 2025: what infrastructure teams should do

The BIPM has announced that leap seconds will no longer be inserted into UTC starting July 1, 2025, prompting renewed attention across the IT community. Systems relying on NTP, PTP, or precise timestamps could experience a skipped or inconsistent second if they are not prepared. The article outlines which sectors are most exposed, including financial trading, cryptocurrency, GPS, and data centers, and gives examples of possible failures. It recommends auditing servers and network devices, checking firmware and time-sync configurations, and testing behavior with simulated leap-second events. Practical commands and scripts are provided to disable leap-second handling and verify synchronization status.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

IT Teams Urged to Prepare Systems Before Leap Seconds Are Abolished After 2027

The International Bureau of Weights and Measures announced on May 12, 2026, that leap seconds will be discontinued after 2027. The change would fix the offset between UTC and TAI at 37 seconds permanently, ending the occasional 23:59:60 moment. Systems that depend on leap-second flags, including GPS receivers, NTP and PTP servers, financial timestamping, and blockchain nodes, may face errors or inconsistencies if not updated. The article offers vulnerability listings, audit checklists, and scripts to help teams detect misconfigured time sources before the transition. Organizations are advised to complete these fixes well ahead of the first day without a leap second.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

NVIDIA RTX Spark Laptops Go on Sale Starting at $2,599 With Local AI Focus

NVIDIA's RTX Spark laptops, built around the N1X chip platform, went on sale on October 16, 2026, from Microsoft, ASUS, Dell, HP, Lenovo, and MSI. The machines are designed to run large AI models directly on the device rather than relying on cloud APIs, pairing a Grace CPU and Blackwell GPU with up to 128GB of unified memory. Launch pricing ranges from $2,599 to roughly $5,899 depending on model, while Lenovo's Yoga 9n remains unpriced and Acer and Gigabyte will follow later. Early independent tests reported strong throughput for local models and high frame rates in gaming, though one review unit suffered a thermal failure and battery life under AI load was about an hour in one test. The article also notes that Pakistan pricing has not yet been announced.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

GitLab's PostgreSQL Patterns for Zero-Downtime Schema Migrations at Scale

Simple schema changes that finish instantly on small databases can cause major outages on large production PostgreSQL systems with billions of rows. Table-level locks taken during ALTER TABLE operations can queue behind long-running queries, blocking all subsequent traffic and exhausting connection pools. GitLab mitigates this by setting strict lock and statement timeouts so migrations abort quickly and can be retried safely. Its helpers also build indexes concurrently to avoid blocking writes, and it removes columns through a multi-release process that first stops application code from using them.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Leap seconds will be discontinued by 2035, requiring infrastructure time-sync updates

The BIPM has confirmed that leap seconds will be permanently eliminated starting in 2035. The announcement has drawn strong interest from technology communities and financial sectors. Organizations relying on precise time synchronization, such as stock exchanges, crypto trading platforms, navigation systems, and critical infrastructure, will need to adapt their clocks, NTP configurations, and GPS device firmware. The article recommends auditing systems that depend on leap-second tables and switching to a fixed offset, since GPS time is currently 18 seconds ahead of UTC and that difference will stay constant afterward. It also outlines a practical roadmap with inventory, impact testing, and update steps to prepare before January 1, 2035.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Benchmarks Show MCP Outperforms REST for GitLab AI Agents on Tokens and Latency

A developer published benchmarks comparing the Model Context Protocol (MCP) with GitLab's traditional REST API for autonomous AI coding agents. The REST API returns bulky JSON payloads full of UI fields that waste LLM context tokens, while MCP resources deliver compact, model-oriented context. In the reported tests, MCP reduced payload size by about 92% and cut prompt token cost roughly 12.6 times, with parsing latency falling from 185 ms to 12 ms. Schema-constrained MCP search also eliminated the parameter errors seen in unconstrained REST queries, which occurred in about 22% of 100 tasks. The author, who contributed to GitLab's MCP implementation, presented these results as evidence that MCP suits agentic workflows better than REST.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Anthropic's Scion version control system closely mirrors Meta's Mononoke design

Anthropic introduced Scion, a version control system built to handle around 30,000 daily code merges from AI agents, and presented it as an in-house solution. A former Meta engineer, Rain, observed that Scion's data model, terminology, and architecture closely resemble Mononoke, a server she helped design at Meta in 2018. Anthropic's blog credited Meta's Sapling client but did not mention Mononoke, and Rain later received private confirmation that the resemblance was intentional, citing personnel overlap with people familiar with Mononoke. The episode has prompted discussion about how AI-assisted development handles attribution, since models reproduce existing designs without citing their origins. Rain has said she objects to the removal of attribution rather than to the reuse of good ideas.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

CertWorthIt Tool Uses Job Postings to Show Which Certifications Employers Want

A developer has launched CertWorthIt, a web tool designed to help people decide whether a professional certification is worth pursuing. The platform analyzes job postings to reveal which certifications employers mention most often. Users can compare different certificates side by side and explore how demand varies across countries. The creator built the tool because many certification options exist with little clear information about employer expectations. The developer has invited feedback from the community on the project.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

How to remove a PDF password from your bank statement without uploading it

A developer describes getting frustrated that PDF password-removal sites required uploading sensitive bank statements to their servers. The article explains the two types of PDF passwords: open passwords that block viewing, and owner passwords that only restrict printing or copying. It notes that removing an open password requires knowing it, and warns that sites offering to remove unknown passwords are merely guessing and may waste the user's file. Built-in alternatives include printing the PDF to a new file in Chrome, Edge, or Preview on a Mac, along with trade-offs like possible loss of links or bookmarks. The author also recommends the command-line tool qpdf for a cleaner decryption without re-rendering, and mentions a browser-based option that processes files locally.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Software engineer shifts focus to marketing after three apps fail to gain users

A software engineer who built three personal apps, a virtual-pet step tracker, a receipt scanner, and a weather-based outfit app, found that none attracted significant users. He had spent most of his effort on development and little on getting people to try the products. Now he uses AI coding tools to build faster, but he notes that quicker development makes it easier to start new projects without solving the distribution problem. His fourth project, ZaneShot, is a macOS screenshot and screen recording app that he built largely with AI assistance. He acknowledges that other screenshot tools already exist on the platform.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Developer builds simulated clips to enter a 100-robot open-source crab contest

KingKong Robotics has open-sourced Jumper, a 22-degree-of-freedom crab robot, and is running a challenge from September 30 to November 30, 2026 that will award 100 physical units to outstanding open-source projects. Entries are short videos posted on X or YouTube with specified hashtags, judged 60% on audience response and 40% on expert review across appearance, playfulness and usefulness. The author is producing simulation footage using the robot's published specifications and the toolkit's trained policies, with an emphasis on concept and presentation over physics accuracy. Originality and music licensing are strict requirements, so the soundtrack is generated with an Apache-2.0 model. The project has progressed through toolkit setup, rendering fixes and scene design built at a diorama scale suited to the robot's 13 cm height.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Developer builds auction engine that blocks seller self-bidding, citing platform rules

A developer built an auction platform for their own handmade and surplus goods, which had no suitable sales channel. The core engine, written in Python with SQLite, rejects any bid placed by the seller, since platform terms such as HiBid's prohibit shill bidding and can lead to account bans. Bid validation enforces reserve prices, price-band increments and staggered lot closing times, with every rejection returning a specific reason. The catalog also requires condition reports and disclosures so that listings cannot misrepresent items. The developer also sets the buyer's premium explicitly rather than relying on a provider default.

0 comments Read more at DEV Community
← NewerPage 407 of 3106Older →