SShortSingh.
TopTechnologyAI & MLStartupsProgrammingScienceBusinessFinanceCrypto & Web3World

Programming

LatestTopDiscussed
0
ProgrammingDEV Community ·

Translation layer enables AI agents to use existing software interfaces

A translation layer allows AI agents to interact with existing software systems that were designed for human users. This layer sits between the software and AI interfaces, communicating with the product's existing APIs, databases, and workflows. It translates these into structured actions with defined inputs and outputs that agents can understand. The approach requires no rebuilding of the original software, which continues functioning normally for human users. This separation allows user interfaces to evolve independently without disrupting agent workflows.

0 comments Read more at DEV Community
0
ProgrammingHacker News ·

Show HN: Use all Codex Plugins inside Pi

I just realized that codex now exposes local server endpoints for all plugins without extra auth. So you can just use them from any model or harness. Im soooo excited!!! One auth for everything! For Pi: pi install npm:@wileai/pi-codex-connector For any harness: npx -y @wileai/codex-connectors-mcp@latest Comments URL: https://news.ycombinator.com/item?id=49929381 Points: 5 # Comments: 0

0 comments Read more at Hacker News
0
ProgrammingDEV Community ·

AI Models Show Bias in Indian Context Benchmark Study

A study benchmarked frontier AI models using field data from 123 university students in Goa, India. Researchers tested models on 24 real institutional disputes across education, healthcare, justice and finance sectors. The benchmark measured four metrics including ambiguity resistance, demographic parity, persona sycophancy and human alignment. Results showed all evaluated models failed to achieve demographic parity in their decisions. The study highlights how current AI evaluations using Western templates may not capture model behavior in diverse cultural contexts.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Developer finds uncalibrated AI website classifier reduces conversion rates.

A developer created a website, Evolve, that dynamically rewrites its content for different visitor segments using a genetic algorithm and an AI classifier called Laya. The system assigns visitors to segments like 'recruiter' or 'developer' and serves optimized page variants based on their predicted interests. Testing revealed that using a poorly calibrated classifier for segmentation resulted in lower conversion rates than using no segmentation at all. The project concluded that calibration is critical for an AI routing system to perform safely and effectively.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

AI in schools prompts ethical questions about its role in student wellbeing

Artificial intelligence is increasingly integrated into education for tasks like lesson planning, study assistance, and administrative support. Developers are now creating tools that interact with students' emotions and wellbeing, raising ethical concerns. The key question is not the technical capabilities of AI but where its role in student wellbeing should begin and end. Experts argue such tools require careful design, strong privacy safeguards, and clear boundaries to avoid replacing crucial human relationships. Applications focused on practical, non-judgmental support, like organizing resources or providing general prompts, are seen as more appropriate than those attempting to diagnose or counsel.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Guide: Using a Disposable macOS VM to Safely Test Untrusted Software on Apple Silicon

A technical guide recommends creating a macOS virtual machine to test potentially untrusted applications safely. This approach provides an isolated environment on Apple Silicon Macs, keeping the host system's files and data separate from the software being tested. The process involves creating a clean VM, using a cloned copy for testing, and avoiding sharing sensitive host directories. The method is intended for cautious evaluation of unverified software, not for analyzing malicious malware.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

EF Core bug causes concurrency errors under load due to service lifetime issue

A bug in Entity Framework Core causes an 'InvalidOperationException: A second operation was started on this context' error specifically under production load. The issue arises when a scoped DbContext is incorrectly reused across parallel work items, such as in a hosted background service. The root cause is a service-lifetime design flaw where fire-and-forget tasks capture and hold the DbContext after its intended scope has expired. This corrupts the context's internal state, leading to intermittent failures that are not seen during local, non-concurrent testing. The solution requires designing for lifetime correctness by resolving the DbContext inside each task's own scope.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Critical vm2 Sandbox Escape Vulnerability Allows Host System Takeover

A critical vulnerability identified as CVE-2026-92951 has been discovered in the vm2 JavaScript sandbox library. The flaw, with a CVSS score of 9.9, allows attackers to bypass the package allowlist through incorrect authorization and directory traversal. This enables sandboxed code to execute arbitrary packages on the host filesystem with full privileges. The vulnerability affects vm2 versions before 3.11.7, primarily impacting systems running untrusted code. Developers are urged to upgrade to version 3.11.7 or implement stronger isolation mechanisms.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Structured logging and distributed tracing essential for modern microservices

Unstructured console logging is insufficient for diagnosing errors in complex, distributed systems like microservices. Developers advocate for machine-readable structured logging in JSON format and distributed tracing using correlation IDs. This approach allows for precise querying of logs to track specific requests across multiple services. Implementing these practices helps teams quickly identify the root cause of failures, such as which user or order was affected by an error.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

JavaScript prototypes explained as key mechanism for inheritance and method sharing

JavaScript uses prototypes to enable inheritance, property lookup, and shared behavior between objects. This mechanism operates underneath modern class syntax, allowing methods to be stored once on a prototype and accessed by all object instances. When a property is not found on an object itself, JavaScript searches up the prototype chain until it locates the property or reaches the end. Understanding prototypes is essential for reasoning about both traditional constructor functions and contemporary class-based JavaScript code.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

News platform implements x402 protocol for AI agents to buy data with crypto

A data seller has used the x402 protocol to allow AI agents to purchase B2B lead packs using USDC cryptocurrency. The system leverages the HTTP 402 status code as a machine-readable payment handshake, enabling agents to complete transactions without human intervention or traditional account setup. When an agent requests a paid resource, the server responds with a 402 containing payment terms; the agent then sends USDC and retries the request with a payment proof header. This approach is designed to solve the problem of AI agents being unable to handle standard subscription forms or billing processes.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Small teams can normalize multi-model API for invoice data extraction

A technical article from DEV Community proposes a practical method for small teams to extract structured data from invoices using multiple AI models. The approach centers on creating a single normalized API layer that works with OpenAI, Claude, and Gemini, keeping the specific model choice outside the core application code. This design prioritizes portability and simplifies future model swaps by focusing on common chat and JSON functions over vendor-specific features. The method emphasizes rigorous validation of extracted invoice data, such as invoice numbers, dates, and totals, to ensure accuracy over raw speed. The article includes a sample TypeScript script demonstrating the concept using environment variables for configuration.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Developer creates Orblune, a live Earth wallpaper for Windows

A developer created Orblune, a live wallpaper application for Windows 10 and 11. The software displays a real-time map of Earth showing daylight, nighttime city lights, and local times for selected cities. A free version is available, with a one-time purchase unlocking premium features like additional map themes and per-display controls for multiple monitors. The developer detailed significant technical challenges, particularly in integrating the application stably with the Windows Explorer desktop. The project is now available for download, with its source code hosted on GitHub.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Article Details Technical Integration of Dify AI Workflows with React 19

A technical article outlines challenges in connecting self-hosted Dify AI workflow streams to React 19 frontends using the Vercel AI SDK. The core issue is a protocol mismatch, as Dify streams structured JSON events while the AI SDK expects OpenAI-compatible data chunks. The author provides a solution involving a custom Next.js API route that transforms Dify's Server-Sent Events into the required format. This transformation prevents UI failures and maintains a smooth user experience during streaming. A React client component example demonstrates clean consumption of the transformed stream via standard hooks.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Tool detects hidden duplicate React copies that cause hook errors

A new command-line tool called onecopy helps developers identify duplicate React installations that cause 'Invalid hook call' errors. The tool addresses a scenario where npm ls reports only one version, but linked libraries or workspaces actually load separate copies from different directories. It works by tracing the actual file resolution path from each importing package's real location, grouping results by physical directory. The tool outputs which copies are being used, by whom, and the likely cause, and can be integrated into CI checks.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Developer details technical requirements for compliant data audit workbench

A developer writing for DEV Community argues that effective data audit systems should focus on creating immutable evidence pipelines rather than dashboards. They recommend capturing specific control events like access, export, and deletion in a hash-chained, append-only format to prove sequence integrity. Practical implementation requires object storage with write-once-read-many (WORM) locks and long retention periods, though this increases costs. The author also addresses challenges like handling high-throughput events and reconciling immutable logs with data erasure requests through technical patterns like salting personal data keys.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Hacktoberfest 2026 Weekend Challenge Offers Prizes for AI Projects

DEV Community has launched a weekend Hacktoberfest challenge where participants build a new project. The project must use open-source AI at its core to solve a real problem for a specific person. Submissions, which require a written post on DEV, are due by October 5 at 6:59 AM UTC. A total of $2,450 in prizes will be awarded to 17 winners, including one overall winner and 16 category winners for specific partner technologies.

0 comments Read more at DEV Community
← NewerPage 733 of 3162Older →