SShortSingh.
TopTechnologyAI & MLStartupsProgrammingScienceBusinessFinanceCrypto & Web3World

Programming

LatestTopDiscussed
0
ProgrammingDEV Community ·

Web Audio API Enables Browser-Based Audio Editing Without Uploads

A new article details how to build an audio editing application using only the Web Audio API, eliminating the need to upload files to a server. Developers can use AudioContext and decodeAudioData to process MP3 or WAV files into editable PCM data directly within a browser. Core editing functions like trimming and normalization are performed by manipulating Float32Array data from the decoded audio. The technique allows for complete in-browser processing, reducing server costs and privacy risks, as demonstrated by existing free tools.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

CIPHER47 encryption engine proposes local-first, zero-server approach to privacy

A developer argues that traditional end-to-end encrypted messaging apps have a structural vulnerability: centralized servers can still track user metadata. To address this, they are developing CIPHER47, a local-first encryption engine that processes all data and keys solely on the user's own device. The system uses adaptive dynamic encryption to prevent frequency analysis and eliminates centralized servers, aiming for zero infrastructure costs and full user sovereignty. The developer poses this local-first model as a potential future standard for mobile privacy and is seeking feedback from the security community.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Tech professionals question LinkedIn's necessity despite recruiter presence.

A tech professional has questioned the necessity of LinkedIn for career development. They note that while recruiters use the platform, their best work is showcased elsewhere, such as on GitHub and personal portfolios. This raises doubts about whether maintaining a LinkedIn profile is a valuable use of time. The core question is whether the platform is an essential tool or merely a professional obligation.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

DEV Community article proposes structured workflow for creating meaningful thumbnails

A DEV Community article outlines a framework for designing thumbnail creation workflows centered on intent, not just file processing. It identifies three distinct jobs: studying public references, packaging lessons, and presenting comparisons. The proposed system uses structured data types to make the purpose and constraints of each thumbnail explicit, such as intended use and source availability. This approach aims to prevent accidental misuse, like mistaking inspiration for permission, and prompts human review when needed. The workflow emphasizes preserving the 'why' behind an image to make the creative process easier to audit.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

RsyncBoy tool offers concrete backup plans over unreliable ad-hoc methods.

MatrixSwarm has introduced a backup dispatcher tool named RsyncBoy to replace informal recovery plans. The tool automates timestamped filesystem snapshots and MySQL database dumps. It schedules jobs and maintains detailed execution records for operational clarity. Management has noted its specific, concrete approach to ensuring backup success. The tool requires standard command-line utilities and is configured via a control console.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Security experts outline essential WAF log monitoring practices

Industry analysis emphasizes that monitoring Web Application Firewall logs is critical for effective security. Experts advise focusing on key metrics like blocked request spikes, attack type breakdowns, and frequent source IPs. They recommend establishing a regular review cadence including daily checks for false positives and weekly rule tuning. The article references SafeLine WAF's console as a tool that surfaces these statistics without requiring manual log analysis.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Full Stack Developer Outlines Plan for Transition to Cybersecurity Career

A full stack developer with six years of experience is planning a career shift from development to cybersecurity, citing concerns about burnout. Their initial strategy involves volunteering for existing security-related tasks within their current organization, such as application security fixes and compliance work. They note that application security is a natural entry point for developers due to their existing knowledge of code and systems. The developer is supplementing this practical experience by pursuing formal cybersecurity education and certifications. They believe hands-on security work will be more valuable than credentials alone when applying for future roles in the field.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

MikroTik RouterOS flaw allows TLS/SSH trust abuse, requires immediate patching

CERT Polska disclosed CVE-2026-67278, a vulnerability in MikroTik RouterOS 7.x, on September 5, 2026. The flaw is in RSA signature verification, allowing attackers to forge trusted certificates for TLS and weaken SSH authentication. An attacker could exploit this by redirecting a device's outbound connection to issue certificates for any domain without a private key. Affected versions are RouterOS 7.x from 7.0.0 before 7.23.6 and from 7.24 before 7.24.3. The issue is fully fixed in versions 7.23.6 and 7.24.3.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Developer logs Day 15 of learning core JavaScript concepts

A developer documented their progress on a 30-day learning challenge. They focused on essential JavaScript syntax and methods, including array manipulation with splice, map, and filter. Key concepts covered also included the spread and rest operators, arrow functions, and the fetch API for data requests. The learning session included understanding asynchronous programming with Promises and the evaluation of truthy and falsy values.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

VIDRAFT releases 180B-parameter AI model designed to run on consumer gaming laptops

VIDRAFT has released POCKET-Darwin-180B, a large 180-billion-parameter AI model. It is engineered to run on consumer hardware like a gaming laptop with only 8GB of VRAM and 32GB of system RAM. The model achieves this through a combination of a sparse architecture, SSD streaming, and a portable runtime. Its primary purpose is to enable local, offline inference for sectors with strict data privacy rules, such as defense and healthcare, where cloud access is prohibited.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

New Techniques Enable Consumer GPUs to Run Massive AI Models Efficiently

Multiple distinct technical approaches now allow multi-billion parameter large language models to run on consumer-grade hardware. The Strata method manages memory for general Mixture of Experts models by caching experts across system memory tiers without modifying the model. A separate, specialized engine runs DeepSeek V4 Flash models by leveraging their built-in sparse architecture to drastically reduce memory use. Future inference engines are expected to unify these approaches with modular components for memory scheduling and KV compression. These developments will enable a single, versatile engine to efficiently support various large model architectures.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

K501 Research Proposes Proof-Bound Memory Framework for AI Systems

Researchers have published the K501 Information Space framework, proposing a new approach to artificial memory. The system treats persistent machine memory as an evidence-bound state transition problem rather than a simple retrieval task. This 'Proof Before State' principle requires explicit validation before external information becomes part of an AI's canonical state. The research dossier, including formal descriptions and comparative analysis, is publicly available on Zenodo. The framework distinguishes between cognition, memory, history, and meaning to address challenges of information integrity in AI systems.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

University of Cape Coast CS student seeks remote entry-level ML or dev roles

A Computer Science student at Ghana's University of Cape Coast is pursuing a career in machine learning with a focus on edge AI and production systems. They have developed a content-based movie recommender system using Python, pandas, and scikit-learn, deployed as a live Streamlit app. Another project includes an open-source on-device thermal overheating detector prototype. The student is actively seeking remote entry-level positions in machine learning or software development and is based in Ghana.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

SaaS developers advised to use delayed queues over cron for webhook reliability

A technical article suggests SaaS platforms should use delayed task queues, not cron jobs, to manage webhook delivery and retries. This approach, suitable for services like a weekly customer digest, makes failed deliveries observable and simplifies recovery. The method involves writing a delivery record to a database, then having a queue worker handle retries with incremental delays. This design provides a clearer operational path than systems where timers and schedules are intertwined with the business logic.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Kaggle benchmark reveals identical AI scores can mask different types of errors

A developer submitted a fictional data-normalization benchmark to Kaggle, testing how AI models interpret spreadsheet data. Two models scored 26 out of 28, but their failures differed: one made a decision error by declining to choose, while the other made a representation error by omitting required decimal places. The benchmark's 28 cases covered monetary values, missing values, dates, and identifiers, with strict rules requiring specific JSON output formats. The test, which evaluated Gemini, Claude, and Gemma models, demonstrated that a leaderboard score alone cannot distinguish between fundamentally different kinds of model errors.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Next.js 15 App Router and Supabase auth changes require new security architecture

Next.js 15's migration to React 19 server components introduces authentication challenges for developers using Supabase. Legacy authentication helpers are now deprecated, requiring updated implementation patterns. Incorrect server-side authentication can cause silent failures like session leaks and infinite redirect loops. A common security vulnerability involves using the insecure getSession() method instead of getUser() for server access control. The article proposes a three-layer architecture to ensure secure session handling and Row Level Security enforcement.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Compound V3 security analysis identifies critical vulnerabilities in high-value DeFi protocol

A DeFi security research team published a vulnerability analysis of Compound V3 on October 8, 2026. The protocol, which manages $1.47 billion, introduces new features like isolated markets and cross-chain operations. The analysis identified 24 issues across multiple categories, including two critical vulnerabilities in core market logic. It assigned the protocol an overall high-risk score of 7.4 out of 10. No formal audit report for V3 has been publicly released, making this a pre-emptive assessment.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Expired Client Cards Cause Silent Service Failures for Web Agencies

Web development agencies face a hidden risk when their clients' payment cards expire or are replaced. The agencies often use client cards on file to auto-renew critical services like domains and hosting. When a card fails silently, renewal charges are declined and failure notices can go unread in unmonitored email accounts. This can lead to websites going offline and clients blaming their agency, not their own expired payment method. The problem stems from a breakdown in communication between the client's finance team, the vendor, and the agency managing the account.

0 comments Read more at DEV Community
0
ProgrammingHacker News ·

US man sentenced to prison for using bots to fraudulently boost music streams

A North Carolina man has been sentenced to prison in U.S. federal court for operating a fraudulent streaming manipulation service. He used automated bots and fake accounts to artificially inflate song play counts on major music platforms. The scheme defrauded streaming services and generated illicit revenue from the distorted play counts. This case, prosecuted by the U.S. Attorney's Office for the Southern District of New York, marks a legal crackdown on streaming manipulation.

0 comments Read more at Hacker News
0
ProgrammingDEV Community ·

Backstage: CNCF open-source framework for internal developer portals explained

Backstage is an open-source framework for creating internal developer portals, originally developed by Spotify. It was open-sourced in March 2020, donated to the CNCF as a Sandbox project later that year, and promoted to Incubating status in March 2022. The project tackles the cognitive load on developers in organizations with many microservices and tools by centralizing service ownership, documentation, and tooling in one interface. Technically, it consists of a React frontend and a Node.js backend, connected through a plugin system. It allows development teams to create new projects from standardized templates and access infrastructure tools.

0 comments Read more at DEV Community
← NewerPage 587 of 3144Older →