Developer Builds Self-Hosted AI Music Studio with Editing and Stem Tools

A developer has created Miso, a self-hosted local AI music generation and remix studio built on top of audio.cpp. The tool supports multiple AI model families — including ACE-Step, YuE2, and Stable Audio 3 — each specializing in different tasks such as full song generation, instrumental creation, stem separation, and audio-to-MIDI transcription. A key feature is 'repainting,' which lets users replace only a selected segment of a track's waveform rather than regenerating the entire song. Miso also includes a guided prompt builder that translates a unified set of controls into the varying input formats each underlying model requires. The project tracks takes, lyrics, stems, and generation history within a single project structure, allowing users to retrace their creative process.

Bill Goldberg built a 20-car 'Garage Mahal' on his California estate

Wpipe uses hybrid execution engine to bypass Python GIL in parallel DAG pipelines

Wpipe, an open-source Python library developed as part of the Wisrovi Open Source Architecture Series, addresses a common bottleneck in data pipeline orchestration: Python's Global Interpreter Lock (GIL). Traditional orchestrators like Airflow and Prefect rely on heavy Docker containers or Celery workers for parallel branch execution, resulting in high memory overhead and slow startup times. Wpipe instead uses a hybrid engine that handles I/O-bound tasks asynchronously via asyncio threads while offloading compute-heavy operations to lightweight subprocesses with atomic in-memory context sharing. The library enables deterministic branch synchronization, local context isolation between parallel steps, and requires no external infrastructure such as Kubernetes clusters. Wpipe is available on GitHub and PyPI, and can run multi-branch pipelines on local servers, embedded hardware, or ephemeral CI/CD runners.

Why Your Developer Resume May Never Be Read by an ATS — and How to Check

Applicant Tracking Systems (ATS) do not visually read resume PDFs; they extract raw character streams from the file, which can scramble content from multi-column layouts, text boxes, tables, or right-aligned dates. Common resume design choices — such as icon-based section headings, skills shown as bar charts, or contact details placed in page headers — can cause parsers to miss or misclassify key information entirely. Once the text is extracted, the system attempts to identify sections and fields like job titles, employers, and dates using heading names and structural patterns, meaning unconventional section labels or layouts can cause relevant experience to be scored as missing. A quick manual check involves selecting all text in your PDF with Ctrl+A and pasting it into a plain text editor to verify the reading order matches your intended layout. Free online ATS checkers can also show the exact plain text a tracking system would extract, helping candidates identify parsing failures before submitting applications.

Wpipe Library Uses Hybrid Engine to Bypass Python GIL in Parallel Data Pipelines

An open-source Python library called Wpipe has been designed to overcome the Global Interpreter Lock (GIL) bottleneck that slows CPU-intensive data pipeline execution. The tool uses a hybrid engine that handles I/O-bound tasks asynchronously via asyncio while offloading heavy computations to separate worker processes using zero-copy shared memory. Unlike heavyweight orchestrators such as Airflow or Prefect, Wpipe resolves DAG dependencies in-process, eliminating the need for Docker containers, message brokers, or Kubernetes clusters. The library features deterministic branch synchronization to prevent race conditions and keeps parallel steps context-isolated until a merge point. Wpipe is available on GitHub and PyPI as part of the Wisrovi Open Source Architecture Series.

Jevtown

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Critical Check Point flaw lets unauthenticated attackers gain root via stack overflow

A critical pre-authentication vulnerability, CVE-2026-91843, has been discovered in Check Point Security Management and Log Servers, allowing unauthenticated attackers to execute arbitrary code as root. The flaw exists in the login process, meaning no credentials are required for an attacker to exploit it by sending a crafted network request that triggers a stack overflow. CERT-In has catalogued the issue as CIVN-2026-0465 with a critical severity rating. Affected products span multiple versions including R82.20, R82.10, R81.20, R81.10, and several end-of-support R80/R81 release trains. Check Point has released patches via advisory sk1000155, and administrators are advised to apply updates immediately while restricting network access to management interfaces in the interim.

Developer Uses Jev Decision Model to Fix Repetitive Game Recommendations on likethisgame.com

A developer running likethisgame.com discovered that popular titles like Black Myth: Wukong were being recommended across unrelated game genres, appearing on one in every ten pages. The root cause was a flawed candidate selection process that defaulted to popular games when no similar titles could be found, causing the same 20 games to appear regardless of genre. To fix this, the developer integrated Jev, a decision model from TypeSafe accessed via OpenRouter's Decisions API, to rate how well candidate games fit each other before passing the results to the recommendation model. Rather than replacing the language model, Jev was used upstream to score and filter candidates, improving the relevance of the final recommendation lists. The developer tested changes incrementally using side-by-side comparisons, keeping only the adjustments that showed measurable improvement.

Software Architecture Is Learned Through Bugs, Not Blueprints, Dev Argues

A software developer writing on DEV Community argues that real architectural thinking is rarely taught formally but is instead earned through repeated failures and hard-won debugging sessions. The author distinguishes between clean code, which is about readability, and architecture, which is about what happens when two features interact or a core assumption breaks. They describe how seemingly sound features can collide unpredictably at runtime, producing bugs that tutorials never cover. The turning point came when they stopped patching symptoms and started asking a single guiding question: what owns this, and what happens when the underlying assumption fails. The author now recommends building a minimal version first, letting architectural needs emerge organically, while applying that one ownership question before shipping anything.

Elderly Man Dies After Sunlounger Dispute Turns Violent on Greek Beach

An 82-year-old man has died following a physical altercation with a 76-year-old man over a sunlounger at a beach in Greece. The confrontation escalated into a fight between the two elderly individuals, resulting in fatal injuries to the older man. Eyewitnesses described the incident as extremely chaotic, with screaming audible from a considerable distance along the beach. Authorities are investigating the circumstances surrounding the deadly dispute.

Building offline-first apps without a backend shifts, not removes, hard problems

A developer building a fully local app — with SQLite as the sole database and no server, accounts, or sync — shares key lessons from the experience. Without a backend, the device becomes the only source of truth, meaning data errors are permanent and every bug risks data integrity. A critical mistake involved computing period summaries on demand, which caused historical records to silently change whenever underlying figures were corrected; the fix was to freeze and store summaries once a period closed. Backup also requires deliberate design: soft-deleted rows must be retained, device-specific settings like theme should be excluded, and every table must be explicitly listed in the backup routine to prevent silent data loss on restore. The developer concludes that going backend-free eliminates hosting and security overhead but moves all database, schema, and backup responsibilities onto a device the developer does not control.

How Offloading Native Builds to EAS Made One Developer's Releases More Reliable

A React Native developer has never compiled their app locally, instead relying entirely on Expo Application Services (EAS) for native builds while using Expo Go for day-to-day development. Local builds were avoided because they depend on machine-specific variables like JDK version and Gradle cache, none of which are version-controlled, making failures hard to diagnose. A tight monthly build-credit quota unexpectedly improved discipline, pushing type-checking and linting locally before any remote build is triggered, and encouraging batching of native changes. The developer also discovered that adding Android package-visibility settings via app.json is silently ignored, and the correct approach is a config plugin that modifies the Android manifest during prebuild. The broader takeaway is that a reproducible, file-defined build environment outweighs the perceived speed advantage of building natively on a local machine.

How HTTP Health Checks Can Silently Catch Failing Cron Jobs

Cron jobs and scheduled tasks can fail silently for days or weeks without anyone noticing, posing risks for critical processes like backups. A straightforward solution involves configuring jobs to send an HTTP request to a monitoring service each time they complete successfully. If the expected check-in does not arrive within a set interval, the monitoring service triggers an alert — acting as a 'dead man's switch' for automated tasks. This approach requires no agent installation and works across Linux cron, Windows scheduled tasks, database scripts, and automation platforms like n8n, Make, and Zapier. A tool called Doyouok has been built around this concept, offering a free tier for teams wanting lightweight monitoring without a complex infrastructure.

Why ChunkLoadError Happens After React/Next.js Deployments and How to Fix It

React and Next.js applications split JavaScript into smaller files called chunks, which browsers load on demand rather than all at once. When a new version is deployed and old chunk files are removed from the server, users who still have the previous version open in their browser encounter a ChunkLoadError because their runtime requests files that no longer exist. Simply refreshing the page resolves the error temporarily by loading the new version, but it does not address the underlying deployment architecture problem. The root cause is a version mismatch between the JavaScript runtime running in the user's browser and the assets now available on the server. Proper solutions include keeping old assets available during transitions, using immutable versioned files, and adopting atomic or rolling deployment strategies to prevent serving broken states to active users.

Developer Completes JUnit 5 Course and Launches Portfolio in Week 14 of 100DaysOfCode

A developer participating in the #100DaysOfCode challenge completed Week 14 by finishing a JUnit 5 software testing course, scoring 70% on the final exam. The week involved studying advanced JUnit 5 features including parameterized tests, dynamic tests, dependency injection, and integrations with tools like Mockito, Spring, and Selenium. After completing the course, the developer shifted focus to building a new personal portfolio using Next.js, Tailwind CSS, and Motion, completing the Hero and About sections. Alongside portfolio work, they also began reading about Docker and refreshing their understanding of containerization concepts. With only a few days remaining in the 100-day challenge, the developer reflected on the importance of balancing learning, revision, and hands-on building.

Delhi High Court Strengthens Bench With 7 New Judge Appointments

The Delhi High Court has received seven new judges as part of a broader judicial appointment drive. The appointments are among a total of 14 judges designated across four different high courts in India. The move is aimed at addressing vacancies and strengthening judicial capacity in these courts. Such appointments are typically made by the President of India on the recommendation of the Supreme Court collegium.

Nobody pays for FOSS, we can force them to

Article URL: https://seldo.com/posts/nobody-pays-for-open-source-we-can-force-them-to/ Comments URL: https://news.ycombinator.com/item?id=49780064 Points: 19 # Comments: 3

Thirty young seabirds left an island, all heading to the same sea hotspot

Ogre Battle 64 Fan Recompilation Project Nears Completion at 99%

A community-driven project to recompile Ogre Battle 64, the classic Nintendo 64 strategy RPG, has reached 99.05% completion. The effort, hosted on GitHub, aims to produce a native PC port by decompiling and reconstructing the game's original source code. Such recompilation projects allow games to be run natively on modern hardware without emulation. The project has attracted attention on Hacker News, reflecting broader interest in game preservation efforts.

Using recovery agents proves costly for truck financier, SC orders Rs 15 lakh payout