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ACE-Step 1.5: music neural network outperforms Suno locally
Open-source model ACE-Step 1.5 XL generates music locally, outperforms Suno in SongEval. LM+DiT architecture, from 4 GB VRAM. Installation, benchmarks, limitations. Test it yourself for IT projects.
Streaming Data Processing on Elixir: Architecture and Implementation
Get to grips with the architecture of streaming data processing on Elixir: from node classification to simulator implementation and integration. Learn more!
URL as the source of state Next.js App Router
How to make URL the single source of truth in Next.js App Router. Server components, searchParams, client synchronization. Code examples for middle/senior.
Quantum startup Pasqal: logical qubits surpass physical ones
Pasqal has proven for the first time the superiority of logical qubits on neutral atoms: accuracy in solving differential equations is 50% higher. Find out who won and who lost in the quantum race. Read the analysis.
iOS and npm Exploits Leaks in March 2026
Breakdown of Key Cybersecurity Incidents: Coruna, DarkSword, Axios, Claude Code. Supply Chain Compromises and Regulations. For Developers — How to Protect CI/CD and Source Code. Read the Analysis.
Setting up a mail server in rural areas | Guide
How to run your own mail server with unstable internet. Setting up DNS, SPF, DKIM, DMARC. Hybrid architecture for fault tolerance. Learn the steps.
Cloud AI Solutions: Case from Yandex Meetup — 60 chars
How Developers Created an AI Application in a Few Hours at the Yandex About:Cloud Infrastructure Meetup. Analysis of Architecture, Technologies, and Key Takeaways. Learn the Details!
Apple patent for Vision Pro battery with ionic liquids: 5000 cycles
Apple patented a battery for Vision Pro with ionic liquids: charging up to 80% in 9 minutes, lifespan of 5000 cycles. What does this mean for the market and future devices? Read the analysis.
nanocode: coding agent pipeline on JAX
Study nanocode — an open framework for training a Constitutional AI coding agent. 1.3B model for $200 on TPU. Full pipeline from tokenizer to DPO. For developers.
Deepfake Detection: Test of 4 Services
Tested Hive, RealityGuard, C2PA, FakeCatcher on 100 files. Accuracy results, limitations, and recommendations for IT specialists. Check your content.