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ProgrammingDEV Community ·

Poetry: A Smarter Way to Manage Python Project Dependencies

Poetry is an open-source package management tool for Python that simplifies project setup, dependency handling, and environment isolation. It automatically generates configuration files like pyproject.toml and poetry.lock, making projects easier to share and reproduce across systems. Developers can create a new project using a single command, then add, update, or remove dependencies with straightforward CLI instructions. Poetry also creates isolated virtual environments per project, preventing version conflicts between different codebases. Its built-in dependency resolver reduces compatibility issues, making it a practical choice for both beginner and experienced Python developers.

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ProgrammingDEV Community ·

Prompt Engineering or Fine-Tuning? How to Know When to Switch

Teams building LLM applications typically begin with prompt engineering, which requires no infrastructure, is instantly reversible, and costs little compared to model training. Prompt engineering works by modifying the input to the model, while fine-tuning directly updates the model's weights to embed desired behaviour by default. Experts recommend staying in prompt-engineering mode until evaluation scores stop improving across three to four consecutive changes, signalling a performance plateau. Fine-tuning becomes viable only when the task is narrow, thousands of real labelled examples are available, and cost or latency constraints make a leaner model preferable. Common warning signs that prompting has hit its limit include diminishing eval gains, conflicting instructions, bloated system prompts, and the same corrections being resent on every API call.

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ProgrammingHacker News ·

French High Schools Test Whether Reading Newspapers Shapes Teen Habits

A nationwide experiment was conducted in French high schools to study the effects of making teenagers read newspapers regularly. The initiative, documented in a CEPR discussion paper, aimed to examine whether structured news consumption influences students' reading habits, civic awareness, or academic outcomes. The study represents a large-scale policy intervention targeting adolescents across France. Researchers sought to understand the broader educational and social implications of integrating print media into school curricula.

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ProgrammingHacker News ·

Developer Builds Interactive Tool to Visualize LLM Attention Mechanisms

A developer has released an open-access tool that visually demonstrates how large language models (LLMs) distribute attention across input tokens. The project, shared on Hacker News under 'Show HN', allows users to explore the internal attention patterns that influence how LLMs process and respond to text. The tool is hosted at ishamf.dev and appears aimed at making model interpretability more accessible to researchers and curious users. Such visualizations can help demystify how transformer-based models weigh relationships between words or tokens during inference.

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IndiaTimes of India ·

Dembélé, Mbappé, Kane and Messi headline 2026 Ballon d'Or shortlist

The 2026 Ballon d'Or race has officially begun, with a high-profile shortlist of contenders competing for football's most prestigious individual honour. Defending champion Ousmane Dembélé will face strong competition from Kylian Mbappé, Harry Kane, and Lionel Messi, among others. On the women's side, the contest is expected to see a shift in dynamics following the absence of previous winner Aitana Bonmatí. The winners across all categories will be revealed at a ceremony held in London on October 26.

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ProgrammingDEV Community ·

How to Nest a Drawer Inside Bottom Tabs in Expo Router Without Gesture Conflicts

Combining a persistent bottom tab bar with a global sidebar drawer is a common requirement in cross-platform apps, but careless nesting can cause gesture conflicts and performance issues. Expo Router allows developers to map both navigation patterns onto a file-system directory structure, keeping code modular while native components handle the heavy lifting. The approach involves wrapping a tab navigator inside an outer drawer container, using folder grouping semantics like (drawer) and (tabs) to mirror the layout tree. Key pitfalls include state synchronization between drawer routes and nested tab contexts, as well as side-swipe gesture conflicts with horizontal UI elements like carousels. Restricting swipeEdgeWidth and deliberate context scoping are recommended to keep interactions predictable and navigation state unified.

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IndiaNDTV ·

Himachal Officers' Body Warns Kangana Ranaut Over 'Lazy' Remark About Officials

The Himachal Pradesh Block Development Officers Association has condemned BJP MP Kangana Ranaut for calling government officers 'lazy'. The association described her remarks as unparliamentary and unbecoming of an elected representative. Officials warned that if such language or conduct is repeated, they may be forced to take strong action. The body urged Ranaut to maintain the dignity expected of a Member of Parliament when referring to public servants.

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SpaceNASA ·

Hubble Captures Stunning Superbubble Nebula in Large Magellanic Cloud

NASA's Hubble Space Telescope photographed nebula N44 in the Large Magellanic Cloud on September 3, 2026. The nebula is defined by two prominent structures: a large central cavity and a surrounding shell of dense, dusty gas. The central cavity, known as a superbubble, measures approximately 210 by 140 light-years in size. N44 also features clusters of bright stars that contribute to its visually striking appearance.

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ProgrammingDEV Community ·

Team Builds Zero-Dependency Crypto Dead Man's Switch Using Pure Python

A three-member team called FemTech built Quorum, a CLI and local web dashboard that acts as a dead man's switch for cryptocurrency wallets, developed during a 72-hour hackathon. The tool uses Shamir's Secret Sharing to split a wallet secret into multiple pieces, requiring a minimum number of trustees to reconstruct it only if the owner stops checking in. The entire project runs on Python's standard library alone, with an intentionally empty requirements.txt, replacing pip-installable packages like secretsharing and pycryptodome. A built-in Canary Trap generates decoy shares that trigger an alert if a leaked or coerced share is submitted during reconstruction. Share delivery uses Diffie-Hellman key exchange based on RFC 3526 Group 14 parameters, ensuring the secret itself is never transmitted in recoverable form.

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TechnologyBBC Tech ·

UK Government Plans Law to Stop Children Sharing Nude Images Online

The UK government has announced plans to introduce legislation requiring tech companies to prevent children from taking or sharing nude images online. Authorities say they will move to pass the law as soon as possible, targeting major technology platforms. However, officials indicated they may reconsider or delay the legislation if tech firms voluntarily implement the required changes before a law is enacted. The move reflects growing government pressure on the tech industry to better protect minors from harmful online content.

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ProgrammingDEV Community ·

React Server Components: How to Think About the Server/Client Boundary

React Server Components (RSC) introduce a new architectural dimension to frontend development by shifting the key question from how components render to where their code should execute. Server Components handle UI that requires no browser interactivity, while Client Components are reserved for elements needing state, event handlers, or browser APIs. Developers are advised to default to Server Components and only introduce Client Components when genuinely necessary, rather than treating 'use client' as a starting point. This intentional boundary influences how much JavaScript is sent to the browser, how data fetching is structured, and overall rendering performance. However, RSC is not a standalone performance fix and still requires sound strategies for caching, data fetching, and asset management to be effective.

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IndiaNDTV ·

NHRC Steps In After Punjab Man Who Raised Drug Alarm Dies by Suicide

India's National Human Rights Commission (NHRC) has intervened in the case of Gulzar Singh, a Punjab man who died by suicide after reportedly raising concerns about the drug menace in his area. The rights body has sought copies of his dying declaration, inquest report, postmortem report, and all other relevant records. The intervention signals official scrutiny into whether the state adequately addressed Singh's concerns or protected him. The case highlights the broader issue of drug abuse in Punjab and the risks faced by those who speak out against it.

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WorldBBC World ·

UK Opposes Israel's Proposed New Settlement in Occupied West Bank

Israel has proposed establishing a new settlement in the occupied West Bank, drawing opposition from the United Kingdom. The UK has publicly stated its objection to the plan, signaling diplomatic tension over Israeli settlement expansion. BBC Middle East correspondent Lucy Williamson reported from an area near the proposed site. The settlement proposal is situated within the occupied West Bank, a territory whose status remains a central issue in the Israeli-Palestinian conflict. International opposition to Israeli settlements in the West Bank has been longstanding, with many countries considering them illegal under international law.

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ProgrammingDEV Community ·

BoomTick Launches as a Platform Merging West Coast Swing Dance with Software Engineering

BoomTick is a newly introduced independent platform that combines software engineering practices with the culture and logistics of partner dancing, specifically West Coast Swing. The project applies developer tooling, AI-powered schedule parsers, and CI/CD pipelines to real-world challenges like managing multi-track dance convention schedules and travel logistics. It also explores movement mechanics, minimalist dancer-focused apparel, and community identity. The team uses a technical stack including TypeScript, Python, Docker, and GitHub Actions, and experiments with custom Model Context Protocol servers and local model orchestration. BoomTick announced its presence on DEV Community to document its technical work and engage developers building tools for niche hobbies and subcultures.

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ProgrammingHacker News ·

Article Content Unavailable for Summarization

The source material provided does not contain readable article text, only metadata such as a URL and engagement metrics. Without the full content of the piece titled 'Connecting the Machines', it is not possible to accurately summarize the key facts. Fabricating or inferring details from the title alone would risk spreading misinformation. Please provide the full article text for a proper summary to be produced.

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ProgrammingDEV Community ·

Developer Builds Chrome Extension to Fix Medium's Paywall, Dark Mode, and Saving Gaps

A developer has built a Chrome extension for Medium aimed at addressing three recurring frustrations: paywalled articles, the absence of a native dark mode, and cumbersome article-saving workflows. The extension works in the background while users browse Medium normally, avoiding the need to copy URLs or visit third-party websites. It automatically checks for publicly available versions of member-only articles, applies a dark mode for comfortable night reading, and offers a PDF export option for offline access. The project was driven by personal annoyance rather than a grand product vision, with each feature targeting a specific friction point in the everyday Medium reading experience. The developer noted that existing tools often disrupt the browsing flow by redirecting users elsewhere, and wanted a solution that felt native to the browser.

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