SShortSingh.
TopTechnologyAI & MLStartupsProgrammingScienceBusinessFinanceCrypto & Web3World

Programming

LatestTopDiscussed
0
ProgrammingDEV Community ·

Common pitfalls in AI agent evaluation suites can produce misleading results

AI agent evaluation dashboards often present misleading metrics that fail to catch critical errors. A support bot might appear fluent and polite while providing factually incorrect information, such as promising incorrect refund periods. Common issues include evaluators missing skipped tool calls due to incomplete conversation rendering and grading systems penalizing correct guardrail responses. The author recommends implementing deterministic tool-use checks, case-specific evaluation profiles, and separating metrics into hard requirements and graded categories to improve accuracy.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

ReceiptBox offers local AI tool to organize freelance receipts and invoices

ReceiptBox is a new tool designed to help freelancers organize their financial documents. It uses a local vision-language model to extract key details like vendor, date, and total from receipts and invoices without uploading data. The software renames files systematically and exports a clean CSV spreadsheet for accountants. It targets freelance professionals and small bookkeepers with a one-time or small monthly fee, emphasizing privacy by running entirely on the user's own machine.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Data scientists warned against deleting features based solely on univariate AUC

Data science experts caution against removing features from models based solely on their individual predictive power. In fields like banking and healthcare, valuable signals often emerge from feature interactions, not isolated metrics. Models like gradient boosting trees can identify critical patterns that univariate analysis, such as AUC, might miss. Deleting features scoring near random noise can therefore harm model performance in complex, real-world datasets.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Dossier network sites show mix of dead, for-sale, and active domains, per 2026 review

A review of a dossier network's websites on October 13, 2026, found their statuses varied. Two domains failed to resolve, two others redirected to for-sale listings, and one was parked with a broker. Two sites remained actively publishing content. The monitoring group emphasized that only live sites are actively publishing, while parked or dead domains can be reactivated or sold. This analysis was documented by Ransom Watch, which tracks reputation-extortion networks.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

New JavaScript Package Enables Testing Retry Logic Without Refactoring

A new tool called @typescript-guy/fn-monitor allows developers to test JavaScript/TypeScript retry logic without refactoring production code. The package monitors and controls function execution at the AST level using a JS-in-JS interpreter. It specifically enables mocking internal variables like retry delays and attempt limits during testing. This approach eliminates the need for dependency injection or fake timer setups. The tool is available as an open-source npm package with accompanying documentation.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Auditor flags critical AWS security risks from passing control combinations

A security analysis explains why individual cloud security controls can pass audits yet still create critical vulnerabilities. The article details how specific combinations of passing and failing controls interact to create severe risks, such as encrypted data being publicly accessible. It cites three compound risk patterns, including the public bucket with broad permissions linked to the Capital One breach. The piece emphasizes that security is not a simple checklist and warns against false assurance from isolated control passes. The tool Stave is noted for evaluating these dangerous combinations beyond individual checks.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Open-source git-qa tool combines AI automation with mandatory human verification for software testing

git-qa is an open-source, human-in-the-loop quality assurance tool currently in beta. It executes test cases across Android, iOS, web browsers, and desktop platforms on macOS and Windows. The tool automates the process but requires a human to manually verify and sign off on each test result. It is designed to prevent fully automated passes, ensuring a human reviews all evidence before a test is marked as verified.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Developer creates lightweight Rust-based TUI for Linux system settings

A developer has created a new terminal-based application for managing Linux system settings. The tool, called settings-tui, is written in Rust and designed for users of tiling window managers. It consolidates control over Wi-Fi, audio, Bluetooth, displays, power, and system services into a single interface. The application is lightweight, consuming less than 9MB of storage and minimal CPU resources. It is available for immediate use via npx or installation from its GitHub repository.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Java programming language defined by its core features and design principles.

Java is a high-level programming language characterized by several key features. It is designed to be simple, object-oriented, and distributed across networks. The language supports multithreading, is dynamic, and is architecture-neutral via the Java Virtual Machine (JVM). These attributes contribute to Java's portability, high performance, robustness, and security.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

JetBrains Mellum2.1 model's recommended download size is 8.07 GB, analysis finds

An analysis of JetBrains' Mellum2.1-12B coding model reveals its recommended Q4_K_M quantization file is 8.07 GB. The model uses a mixture-of-experts architecture with 12B total weights but only 2.5B active per token, allowing it to run on hardware that couldn't support a dense 12B model. According to Hugging Face data from October 2026, the smallest available quantization is 7.03 GB, but it requires recent software builds. JetBrains' own benchmarks show the model excels at single-shot code generation but trails a smaller dense model on multi-step agentic tasks. The analysis advises users to verify system memory against actual file sizes plus runtime overhead rather than parameter counts.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Growing businesses shift from standard ERPs to custom software to reduce inefficiency.

Many growing businesses, such as those in manufacturing and retail, continue to rely on manual workarounds despite paying for expensive off-the-shelf ERP software. These generic systems often include unnecessary features while missing specific, critical workflows unique to the company. This mismatch forces employees to adopt inefficient practices and can lead to escalating costs as the team expands. Consequently, more enterprises are now opting for tailored architecture that aligns precisely with their operational needs, a shift made feasible by modern development frameworks and cloud infrastructure.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

AI agent bug exposed one customer's data to another during security test

A software engineer discovered a critical data leakage bug during a red-team security test of a MEAN-stack AI agent. The agent retrieved and used a real instruction belonging to one customer to answer another customer's question. The flaw stemmed from a generic memory system that stored varied data types without proper ownership or lifecycle controls. The developers fixed the issue by implementing strict data contracts with tenant isolation and expiration rules before semantic search.

0 comments Read more at DEV Community
0
ProgrammingHacker News ·

Spotatui client bypasses Spotify API limits by using internal, undocumented APIs

A developer has revived and significantly expanded the Spotify-tui project into Spotatui. To circumvent restrictive rate limits on Spotify's public developer API, the application now uses the platform's undocumented internal APIs for data and metadata. This approach allows each user to operate with their own session, similar to an official client, avoiding shared quota restrictions. The software supports multiple audio sources and features both a terminal and a graphical interface. Spotatui is written in Rust and requires a Spotify Premium account for login.

0 comments Read more at Hacker News
0
ProgrammingHacker News ·

Audio transcription tool processes one hour of audio in 13 seconds on MacBook Air

A new audio transcription tool has demonstrated high-speed performance on an Apple MacBook Air. It successfully processed a full hour of audio material in approximately 13 seconds. The tool was featured and discussed on the technology forum Hacker News. Its capabilities highlight advancements in local, on-device processing speeds for machine learning tasks.

0 comments Read more at Hacker News
0
ProgrammingDEV Community ·

Docker addresses "it works on my machine" by packaging apps with environments.

Docker helps solve the common problem where software runs on a developer's machine but fails in other environments due to differing setups. It packages an application with its runtime dependencies into a single, portable image. This approach aims to ensure the application runs consistently across different machines and setups. However, Docker does not fix inherent application flaws like bugs or security vulnerabilities, which still require separate engineering efforts.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

FlowPay and Kimi integrate to enable crypto payments for AI agents and autonomous systems

FlowPay is a crypto payment infrastructure designed for integration by businesses, developers, and AI agents. The system provides payment capabilities via API, CLI, webhooks, and other interfaces without requiring traditional dashboards. Kimi adds an intelligence layer that interprets complex blockchain transaction data for both humans and autonomous agents. This integration aims to facilitate agent-to-agent payment workflows and simplify payment support issues. The partnership addresses the growing need for autonomous systems to interact reliably with payment networks.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

AI Semantic Search Improves Patent Discovery by Understanding Meaning Beyond Keywords

Patent research is often hindered by the varied terminology used to describe similar technologies. Traditional keyword searches can miss relevant documents that use different terms for the same concept. AI-powered semantic search addresses this by using models to find documents based on conceptual meaning rather than exact word matches. This allows researchers to discover patents they might otherwise overlook. However, semantic similarity does not guarantee technical equivalence, requiring careful human review of the results.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

EU DSA mandates feed choice for large platforms, investigates addictive design

The European Union's Digital Services Act requires platforms with over 45 million EU users to offer a choice between algorithmic and chronological feeds. On July 10, 2026, the Commission announced preliminary findings that Meta's Facebook and Instagram may be in breach of the DSA over features like infinite scroll and autoplay. Earlier, on February 6, 2026, the Commission had also taken action against TikTok for similar design concerns. These developments indicate the EU is intensifying scrutiny of how platforms manage user attention and choice. The enforcement actions are currently preliminary findings, not final determinations.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Developer begins 25-day public challenge to improve data structure and algorithm skills

A developer has started a 25-day public learning challenge focused on data structures and algorithms. The individual, who identifies as a beginner, aims to practice DSA concepts and enhance problem-solving skills daily. They plan to track their progress and maintain consistency throughout the challenge. The developer intends to document their journey, including challenges and learnings, on a public platform. The goal is to commit to a structured self-improvement effort in this core computer science area.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Site owners advised to manage AI crawlers selectively via robots.txt

AI web crawlers serve distinct purposes: training large language models, powering AI search results, or fulfilling user-triggered fetches. Each AI company operates separate bots for these functions, identifiable by unique User-agent names like GPTBot and OAI-SearchBot. Website administrators can control access by using the robots.txt file to allow or disallow specific bots individually. Blocking training crawlers prevents content from being used for AI model datasets, while allowing search crawlers maintains visibility in AI-powered search tools. The robots.txt file controls crawling access but does not hide pages or affect standard search engine indexing.

0 comments Read more at DEV Community
← NewerPage 461 of 3112Older →