computer_science_and_programming | Unsorted

Telegram-канал computer_science_and_programming - Computer Science and Programming

151218

Channel specialized for advanced topics of: * Artificial intelligence, * Machine Learning, * Deep Learning, * Computer Vision, * Data Science * Python Admin: @otchebuch Memes: @memes_programming Ads: @Source_Ads, https://telega.io/c/computer_science

Subscribe to a channel

Computer Science and Programming

OpenFlowKit: The open-source diagram engine that thinks like you.

OpenFlowKit is a free, open-source diagram engine aimed at engineers, architects, and product teams. It offers a fully customizable diagram creation experience and is positioned as a craft-focused alternative for technical users who need flexible diagramming tools.

Читать полностью…

Computer Science and Programming

What Claude Code Actually Chooses — Amplifying

A study of 2,430 Claude Code interactions across real repositories reveals that the AI coding assistant strongly prefers building custom solutions over recommending third-party tools — appearing as the top choice in 12 of 20 categories. When it does pick tools, choices are decisive: GitHub Actions (94%), Stripe (91%), shadcn/ui (90%). Deployment is stack-determined: Vercel for JS, Railway for Python, with traditional cloud providers getting zero primary picks. Significant generational shifts exist between model versions, notably Prisma→Drizzle for JS ORM, Celery→FastAPI BackgroundTasks for Python jobs, and Redis→Custom/DIY for caching in newer models.

Читать полностью…

Computer Science and Programming

📢 Advertising in this channel

You can place an ad via Telega․io. It takes just a few minutes.

Formats and current rates: View details

Читать полностью…

Computer Science and Programming

How Stripe rolled out a consistent Cursor experience for 3,000 engineers · Cursor

Stripe rolled out Cursor to 3,000+ engineers by preinstalling it on every machine, using Cursor Rules for codebase context, and adapting code review practices. They found that senior engineers with deep codebase knowledge gained the most productivity, contrary to expectations that juniors would benefit most. The company maintained quality by using LLMs to flag risky code during reviews and spread adoption through power users sharing workflows.

Читать полностью…

Computer Science and Programming

GPU Virtualization Architecture for Multi-Desktop Containers

Deep technical dive into building GPU-accelerated multi-desktop virtualization on Apple Silicon. Covers the full stack from virtio-gpu driver through QEMU to Metal, focusing on deadlock bugs that emerge when scaling from 1-2 to 4+ concurrent desktops. Key issues include global renderer_blocked semaphore causing cross-scanout freezes, FIFO command queue blocking, broken fence polling timers, and DRM mode_config.mutex contention. Solutions involve per-context isolation, thread-based fence polling workarounds, and removing synchronous operations from critical paths.

Читать полностью…

Computer Science and Programming

Chris’ Corner: All Together Now

Modern CSS has evolved to handle tasks that previously required JavaScript. Features like custom selects with `appearance: base-select`, anchor positioning, scroll-driven animations, and scroll state queries now enable complex UI patterns purely in CSS. When combined, these capabilities demonstrate CSS's transformation into a more powerful, intelligent language that covers most presentation and interaction needs without JavaScript.

Читать полностью…

Computer Science and Programming

Design is more than code

Design should focus on understanding and defining problems before jumping to solutions, rather than being reduced to code execution. The design process involves two stages: conceptual (finding the right form and direction based on problem understanding and product vision) and execution (building it out). While new tools and AI make execution easier, there's a risk of devaluing the strategic thinking that happens before coding—questioning problems, aligning stakeholders, and making intentional decisions about product direction. The concern isn't about whether designers should code, but whether the industry will lose the patience for deep consideration and problem-solving in favor of rapid output.

Читать полностью…

Computer Science and Programming

I'm Behind and I Don't Care

The rapid pace of AI tool releases creates pressure to constantly update workflows, but chasing every new model or tool is counterproductive. Finding a workflow that works and sticking with it allows developers to focus on building rather than perpetually optimizing. Being 80% optimal with a stable workflow is better than constantly pursuing 100% perfection, as the truly valuable tools will prove themselves over time while trends fade.

Читать полностью…

Computer Science and Programming

The Palindrome in 2026

Tivadar Danka outlines his 2026 plans for The Palindrome newsletter: finishing his Machine Learning From Zero book with from-scratch algorithm implementations, creating more explainer videos, launching monthly live workshops for paid subscribers (starting with Mathematics of Machine Learning on March 7th), building a team of contributors inspired by distill.pub, and developing nb2wb—an open-source tool for converting Jupyter Notebooks to web publishing platforms. The newsletter has grown from 16,835 to 39,663 subscribers since May 2025.

Читать полностью…

Computer Science and Programming

Dragonfly v2.4.0 is released

Dragonfly v2.4.0 introduces a load-aware two-stage scheduling algorithm and a new Vortex protocol that reduces large file download times by 40-50% compared to gRPC. The release deprecates the Go client in favor of a Rust client, adds simplified multi-cluster Kubernetes deployment with scheduler cluster IDs, and implements task ID calculation based on image blob SHA256 to prevent redundant downloads. Additional improvements include enhanced preheating with IP-based peer selection, HTTP 307 redirect caching, performance optimizations for Manager and Scheduler components, and various bug fixes. Nydus enhancements include CRC32 validation support and Nydus-to-OCI reverse conversion capability.

Читать полностью…

Computer Science and Programming

Introducing Theme Builder — Zed's Blog

Zed launches Theme Builder, a visual editor for creating custom editor themes without editing JSON. The tool features live preview, an inspector to identify which tokens control specific UI elements, color linking to maintain consistency across related elements, and Tree-sitter-powered syntax highlighting that matches Zed exactly. Users can import existing themes, make changes with instant visual feedback, and export as theme overrides or extensions. The interface uses CSS custom properties for instant updates and includes undo/redo support with local storage persistence.

Читать полностью…

Computer Science and Programming

Linus Torvalds Confirms The Next Kernel Is Linux 7.0

Linus Torvalds announced that the next kernel version will be Linux 7.0, following the release of Linux 6.19 stable. The version jump is due to Torvalds running out of fingers and toes for counting. The Linux 7.0 merge window opens tomorrow and will run for two weeks, with the stable release expected in mid-April. This version will be included in Ubuntu 26.04 LTS.

Читать полностью…

Computer Science and Programming

Inside Turbopack: Building Faster by Building Less

Turbopack achieves fast build times through fine-grained incremental computation and automatic dependency tracking using "value cells" - a spreadsheet-like architecture that tracks function execution and dependencies. When source code changes, only affected functions are recomputed by propagating updates through a dependency graph. An aggregation graph layer enables efficient querying of large graphs with millions of nodes. The system now includes file system caching (stable in Next.js 16.1) to persist dependency graphs and intermediate results across restarts, building on research from Salsa, Parcel, and the Rust compiler.

Читать полностью…

Computer Science and Programming

Snap: The floating dock for developers

Snap is a floating dock application designed for developers using Cursor and Claude Code. It provides features like productivity reels, screenshots, speech-to-text, prompt generation and optimization, console error copying, visual editing, web preview, and custom action buttons. The tool is available across Windows, Mac, and Linux platforms.

Читать полностью…

Computer Science and Programming

How Zite Provisions Isolated Postgres Databases for Every User

Zite built an app builder platform where every user gets their own isolated Postgres database. Initially using a shared RDS database, they faced noisy neighbor problems and scaling challenges. By switching to Neon's serverless Postgres, they provision thousands of dedicated databases daily using an API-first approach. Neon's instant provisioning, scale-to-zero capability, and usage-based pricing made per-customer database isolation economically viable without operational overhead.

Читать полностью…

Computer Science and Programming

I struggled to code with AI until I learned this workflow

AI coding assistants work best through an iterative workflow rather than one-shot prompts. The key is providing comprehensive context (project background, constraints, relevant code), requesting a plan before implementation, generating code in small steps with defined roles (planner, implementer, tester, explainer), reviewing output with AI-assisted tools, writing tests immediately, and debugging systematically. Common pitfalls include context drift in long conversations, API version mismatches, and over-reliance on AI without understanding the output. The workflow emphasizes treating AI like a new teammate who needs explicit briefing, keeping changes small and reviewable, and maintaining human oversight throughout the process.

Читать полностью…

Computer Science and Programming

International Accelerator Sber500 Opens 7th Wave Applications

Sber500 invites startups with ready-made products and DeepTech projects (GenAI, robotics, new materials) to apply for the 7th wave. International teams entering the Russian market are welcome.

The 12-week online program in English is free. Structure:
→ 150 teams start at bootcamp
→ 25 best continue the program. They work with international mentors, and pitch to investors and corporations
→ Demo day at Moscow Startup Summit (fall 2026).

Track record: Alumni attracted 1B rubles in investments in 2025 (~14% of Russian venture market). Revenue grows 4x on average, up to 1000x for some teams.
Deadline: 10 April 2026

Читать полностью…

Computer Science and Programming

Chris’ Corner: Light & Boxes

A coding challenge explores creating dynamic box shadows that respond to a light source as elements scroll. Multiple developers showcase solutions using scroll-driven animations with animation-timeline: view() and scroll(), manipulating shadow properties through CSS custom properties and @property declarations. Solutions range from JavaScript-assisted approaches to pure CSS implementations that interpolate shadow directions based on viewport position.

Читать полностью…

Computer Science and Programming

How we made geo joins 400× faster with H3 indexes

Geospatial joins using predicates like ST_Intersects become prohibitively slow at scale due to quadratic complexity and expensive spatial operations. By automatically rewriting these queries to use H3 hierarchical hexagonal cell indexes, spatial predicates are transformed into fast integer equi-joins on cell IDs. The approach generates H3 coverage for geometries, performs a hash join on matching cells, then applies exact predicates only to filtered candidates. Benchmarks show 400× speedup at optimal resolution (resolution 3), reducing 37.6 million comparisons to ~200k. The technique works on-the-fly without materialized indexes, supporting views and subqueries while avoiding storage overhead.

Читать полностью…

Computer Science and Programming

Split Diffs are Here — Zed's Blog

Zed v0.224 ships split diff view as the new default, showing base code on the left and working copy on the right in synchronized scroll. Built on Zed's multibuffer architecture, the feature required solving two core challenges: keeping both sides vertically aligned across all changed files simultaneously, and maintaining performance at scale. Alignment is handled via a block map that inserts visual spacers between lines. Performance profiling uncovered broader wins including block map inefficiencies that sped up project search, and a macOS process spawning fix (switching from fork/exec to posix_spawn) that reduced main thread hangs from git blame and other external processes. Users can revert to unified diffs via the Diff View Style setting.

Читать полностью…

Computer Science and Programming

Vercel Flags is now in public beta

Vercel Flags is now in public beta, offering native feature flag management directly in the Vercel Dashboard. It includes targeting rules, user segments, and environment controls, with SDK support for Next.js and SvelteKit. The service also supports OpenFeature standard for integration with other frameworks and custom backends. Pricing is $30 per million flag requests, available to teams on all plans.

Читать полностью…

Computer Science and Programming

The Phoenix Architecture

The "deletion test" is a thought experiment: imagine deleting your entire codebase and regenerating it from scratch. If that's terrifying, it reveals that critical knowledge lives only in the code itself, not in specifications, tests, or contracts. As code generation becomes cheaper through AI, the bottleneck shifts from production to validation. Systems should be built around durable oracles (property-based tests, invariants, contracts) that can mechanically verify correctness without referencing old implementations. When you have strong evaluation mechanisms, code becomes disposable and regeneration becomes safe.

Читать полностью…

Computer Science and Programming

jQuery 4 – Frontend Masters Blog

jQuery 4.0 has been released with full ESM support and removal of legacy features. The minified and gzipped version is now 27.6 kB (down from 30.5 kB in version 3.7.1), with a slim build at 19.6 kB. While beneficial for existing jQuery applications that can upgrade, it's generally not recommended for new projects since vanilla JavaScript now provides most of jQuery's functionality natively.

Читать полностью…

Computer Science and Programming

Supabase PrivateLink is now available

Supabase PrivateLink enables database connections through AWS private networks without public internet exposure. Using AWS VPC Lattice, it allows applications to connect to Supabase databases as if they're inside your own VPC. This addresses compliance requirements for regulated industries and reduces attack surface by eliminating public endpoints. Currently in Beta, it supports AWS VPCs in the same region, covers Postgres and PgBouncer connections (but not other Supabase services), and requires Team or Enterprise plans. Setup involves sharing AWS account details, accepting resource shares, creating VPC endpoints, and updating connection strings.

Читать полностью…

Computer Science and Programming

How Anthropic uses Claude in Marketing

A non-technical growth marketer at Anthropic used Claude Code to build custom automation workflows that reduced ad creation time from 30 minutes to 30 seconds. Starting with zero coding experience, he created a Figma plugin for generating ad variations and a Google Ads copy workflow with CSV export. The article details his process, best practices for non-technical users building with AI coding tools, and examples of how other marketing teams at Anthropic are using Claude to save hundreds of hours monthly on repetitive tasks.

Читать полностью…

Computer Science and Programming

A Visual Diff of Java’s Evolution: Inside java.evolved

java.evolved is a community site that documents how common Java coding patterns have changed across language versions using side-by-side before/after examples. It targets developers working in mixed-era codebases (Java 6, 8, 17+) by showing how existing code would look if written with modern idioms. Examples include replacing verbose data classes with records, using pattern matching in instanceof checks, and leveraging switch expressions. The project is positioned as a practical reference for onboarding and code reviews in mature Java systems.

Читать полностью…

Computer Science and Programming

Hydra joins Supabase

Supabase acquires Hydra, bringing co-creator Joe Sciarrino on board to lead their Open Warehouse Architecture initiative. Hydra co-developed pg_duckdb, an MIT-licensed Postgres extension that accelerates analytics queries by over 600x. Supabase will maintain pg_duckdb as open source while building an open data warehouse architecture that integrates Postgres with object storage, serverless analytics workflows, and modern table formats. The company is hiring C++ programmers and storage engineers to build this vision.

Читать полностью…

Computer Science and Programming

Building vertical microfrontends on Cloudflare’s platform

Cloudflare introduces a Vertical Microfrontends template that enables teams to deploy multiple independent Workers under a single domain, each owning complete vertical slices by URL path (e.g., /docs, /dash). Using service bindings for routing, CSS View Transitions for seamless navigation, and Speculation Rules for instant-feeling page loads, teams can work in isolation with their own frameworks, libraries, and CI/CD pipelines while presenting a unified user experience. The Router Worker handles path-based routing, HTML rewriting for asset paths, and automatically injects transition code to make separate projects feel like a single-page application.

Читать полностью…

Computer Science and Programming

Arcjet JS SDK v1.0: Stability as a Developer Feature

Arcjet has released v1.0 of its JavaScript SDK after two years of development, marking the transition from beta to a stable, production-ready API. The release emphasizes stability and minimal breaking changes as core features, with only three breaking changes introduced during the entire alpha/beta period. The team prioritizes predictable monthly releases, backwards compatibility, and reducing dependency churn to prevent developer fatigue. This milestone represents a commitment to long-term API stability, allowing teams to integrate security tooling without ongoing migration overhead.

Читать полностью…

Computer Science and Programming

It’s 2026, Just Use Postgres

Postgres extensions can replace specialized databases like Elasticsearch, Pinecone, Redis, MongoDB, and InfluxDB using the same core algorithms (BM25, HNSW, DiskANN). Managing one database instead of seven reduces operational complexity, eliminates data sync issues, simplifies AI agent testing, and cuts infrastructure overhead. Extensions like pg_textsearch, pgvector, pgvectorscale, TimescaleDB, and PostGIS provide full-text search, vector search, time-series, caching, document storage, and geospatial capabilities within Postgres. For 99% of companies, Postgres handles all database needs without the cognitive load, monitoring burden, and failure modes of database sprawl.

Читать полностью…
Subscribe to a channel