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Deploy ClearML as an AWS SageMaker Alternative on Ubuntu
5 min read·about 5 hours ago
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Developer Tools
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14× Faster Embeddings: Manticore 27.1.5 Ships ONNX Runtime Backend
Manticore Search 27.1.5 replaces the SentenceTransformers/Candle path with ONNX Runtime, achieving ~14× speedup on embedding inference. The new backend shares a single session across concurrent callers, avoids batching, and disables intra-op spinning to maximize throughput.
4 min read·about 9 hours ago
Developer Tools
Trending
crustc: The Entire rustc Compiler Translated to 46M Lines of C
A developer has successfully translated the entire rustc compiler (1.98.0-nightly) into 46 million lines of C, producing a working Rust compiler that can be built with GCC and make. The toolchain, called cilly, aims to support old or obscure hardware that lacks LLVM/GCC backends but has a C compiler.
4 min read·about 15 hours ago
Developer Tools
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2025 Developer Surveys: AI Amplifies Giants, Not Solos
Four major 2025 developer surveys reveal AI adoption is near-universal but trust is falling. The middle-class startup is squeezed while solo devs and giants survive. Clean architecture and localization are the new competitive edges.
4 min read·1 day ago
Trending
Apache Iceberg Tightens Spec with Expressions Vote and Cross-Implementation Tests
This week in the open lakehouse stack, Iceberg voted to lock down expression semantics, Polaris debated modular design, and Parquet rethought versioning. Cross-implementation conformance testing emerged as a critical focus to prevent silent data divergence across five language implementations.
4 min read·1 day ago
Trending
Chrome 151 Ships <usermedia>: Declarative Camera/Mic Access
The <usermedia> HTML element lands in Chrome 151, replacing script-triggered getUserMedia() with a declarative, user-activated control. It solves the 'permission hole' by allowing instant recovery from denied access, and early data shows dramatic improvements: Zoom saw a 46.9% decrease in capture errors, Google Meet a 131% increase in permission recovery.
3 min read·1 day ago
Cybersecurity
Trending
Underhanded C Contest 2015: NaN Poisoning and Nuclear Verification
The 2015 Underhanded C Contest results are out, featuring clever NaN poisoning attacks that could subvert nuclear warhead verification code. The winning entries exploit floating-point undefined behavior to force false negatives, with realistic triggers based on physical spectra.
5 min read·1 day ago
Developer Tools
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Build an Offline AI Platform with K3s, vLLM, and Argo CD
A hands-on guide to deploying a fully offline Kubernetes-based AI platform on a single Ubuntu server with K3s, vLLM, Argo CD, and NVIDIA GPU. The author details a two-environment design: prepare all artifacts on a connected machine, then run one command on the isolated target.
6 min read·2 days ago
Developer Tools
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Deming's 94% Rule: Why Your Dev Team Feels Slow (and How to Fix It)
Most engineering teams blame people when they feel slow, but the real culprit is the system. Drawing on the Theory of Constraints and DORA metrics, this article identifies five patterns that turn good developers into sluggish teams and provides a diagnostic framework to find and fix bottlenecks.
6 min read·2 days ago
Developer Tools
Trending
Proxy Traffic with Netcat: Pipes, FIFOs, and SIGPIPE
A developer walks through solving a proxy challenge using only netcat and Linux primitives, revealing how FIFOs and SIGPIPE behavior make a naive pipe solution fail, and how an infinite loop fixes it.
3 min read·2 days ago
Trending
Rust Uptime Monitor: 130K Checks/sec per Core with Postgres and ClickHouse
Uptimepage is an open-source uptime monitor built in Rust that runs as a single binary backed by Postgres and ClickHouse. It achieves 130K HTTP checks per second per core by using hyper directly and a custom scheduler with a BinaryHeap instead of per-target timers.
6 min read·2 days ago
Trending
TypeScript 4.9's satisfies: 5 Patterns You're Missing in 2026
Most developers treat `satisfies` as sugar for type annotations, but it's essential for literal type inference. This article covers five advanced patterns—type-safe configs, discriminated unions, immutable guards, API validators, and branded types—that eliminate runtime checks and preserve exact types where annotations widen them.
5 min read·2 days ago
Artificial Intelligence
Trending
Google's TabFM: Zero-shot tabular classification without training
Google introduces TabFM, a foundation model for tabular data that performs classification and regression in a single forward pass without any training, hyperparameter tuning, or feature engineering. Trained on millions of synthetic datasets, it uses in-context learning to outperform traditional models like XGBoost on benchmark datasets.
3 min read·2 days ago
Ampere Altra Desktop: Why 80 Cores Couldn't Beat a Ryzen 5
After 11 months, Marcin Juszkiewicz ended his AArch64 desktop experiment with an Ampere Altra Q80-30. The 80-core server CPU required custom kernel patches for AMD GPU compatibility, which eventually broke, and Nvidia's Flatpak lacked AArch64 support for FreeCAD and OrcaSlicer. He switched back to a 6-core Ryzen 5 3600 for a better desktop experience.
3 min read·3 days ago
Artificial Intelligence
Moondream's Photon Engine Hides GPU Bubbles with Pipelined Decoding
Moondream's Photon inference engine achieves near-realtime VLM inference (~33ms on NVIDIA B200) by using pipelined decoding to overlap CPU bookkeeping with GPU compute, eliminating idle GPU bubbles. The technique uses ping-pong slots, forward-now/sample-later ordering, and zombie sequences to keep the GPU fully utilized.
5 min read·3 days ago
Artificial Intelligence
vLLM Semantic Router: Micro-Agents Inside the Model API
vLLM introduces Semantic Router, a serving-layer primitive that turns a single model API call into a bounded multi-model collaboration. It beats frontier models on GPQA-Diamond (96.0%) and LiveCodeBench (92.6%) while preserving one OpenAI-compatible endpoint.
3 min read·4 days ago
Cybersecurity
US Offers $10M Reward for Russian Signal/WhatsApp Phishers
The U.S. State Department is offering up to $10 million for information on Russian state-sponsored hacking groups UNC5792 and UNC4221, which have compromised thousands of Signal and WhatsApp accounts of government officials and journalists via phishing campaigns that abuse backup recovery keys and group invite links.
4 min read·4 days ago
Developer Tools
TI's MSPM0C1104: 1.38mm² 24MHz Cortex-M0+ MCU with 16KB Flash
Texas Instruments launches the MSPM0C1104, the world's smallest microcontroller at 1.38mm². This 24MHz Arm Cortex-M0+ MCU packs 16KB flash, 1KB SRAM, a 12-bit ADC, and multiple low-power modes, targeting space-constrained embedded applications.
4 min read·4 days ago
Developer Tools
Cloudflare Finds Hyper Bug That Truncated Large Image Responses
A race condition in the hyper HTTP library caused truncated responses for large images in Cloudflare's Images binding. The bug, triggered by a timing-dependent flush before shutdown, was fixed with four lines of code after six weeks of debugging.
3 min read·4 days ago
Developer Tools
Reverse Engineering Apple's ASIF: A Deep Dive into macOS Tahoe's New Disk Image Format
Apple's new ASIF disk image format, introduced in macOS 26 Tahoe, is a sparse virtual disk format for VMs. A developer documents reverse engineering its binary structure, revealing header fields, directory offsets, and metadata segments.
4 min read·4 days ago
Artificial Intelligence
GLM 5.2 Beats Claude Code in IDOR Detection at 1/6 the Cost
Semgrep's benchmark shows GLM 5.2, an open-weight model from Zhipu AI, scoring 39% F1 on IDOR detection—beating Claude Code (32%) at roughly $0.17 per vulnerability. The harness still dominates, but this open-weight model outperformed a frontier agent with no scaffolding.
4 min read·4 days ago
Artificial Intelligence
China's LineShine Supercomputer Tops TOP500 with 2.2 Exaflops
At ISC 2026, the LineShine supercomputer in Shenzhen, China, claimed the #1 spot on the TOP500 with 2.198 exaflops FP64, powered by 13 million Armv9 CPU cores. This is China's first TOP500 submission in nine years, and it also leads the HPCG benchmark, beating El Capitan.
4 min read·4 days ago
NanoEuler: Build GPT-2 from Scratch in C/CUDA – No PyTorch Needed
NanoEuler is a GPT-2-scale language model implemented entirely in C and CUDA, with hand-written forward/backward passes, a byte-level BPE tokenizer, and a full training pipeline including pretraining and supervised fine-tuning. It runs on CPU for small models and uses a custom CUDA engine with FlashAttention for a ~116M parameter model on a single RTX 4070.
5 min read·5 days ago
Artificial Intelligence
Sophon PFG-1: 330GB On-Die DRAM ASIC Eliminates HBM, Delivers 14,438 Tokens/s
PhantaField's PFG-1 'Sophon' is a monolithic-3D AI ASIC with 330GB of on-die 2T0C DRAM, achieving 4,200 TFLOPS FP8 and 14,438 tokens/s for 80B models. It eliminates HBM entirely, offering 174x better tokens-per-watt than NVIDIA Rubin at low batch.
3 min read·5 days ago
QSOE 0.1 Released: A QNX-Inspired OS with Selectable Microkernels
QSOE 0.1 is the first public release of a QNX-inspired operating system that runs on either a custom microkernel (Skimmer) or the seL4 kernel, sharing a unified userspace. Targeting 64-bit RISC-V, it boots on real hardware (SiFive HiFive Unmatched) and QEMU. The project aims for API compatibility with QNX 6.x by version 1.0.
4 min read·5 days ago
Developer Tools
Git Isn't About Diffs: Fix Your Mental Model in 6 Steps
The author debunks six common Git misconceptions that hinder understanding: commits are snapshots, not diffs; rebase is safe locally; git pull is two commands; branches are lightweight pointers; HEAD is your current position; and commits are rarely lost thanks to the reflog. Fixing these mental models makes Git predictable.
7 min read·5 days ago
Google-InspectionTool UA Broke My Site's Indexing for Months
A missing user-agent pattern for Google-InspectionTool in middleware caused months of indexing failures on an adult site. The fix: match Google-InspectionTool explicitly alongside Googlebot to avoid silent crawl budget loss.
4 min read·5 days ago
Cybersecurity
Anonymous Researcher Drops 30+ 0-Days on GitHub: FFmpeg, libssh2, Floci
An anonymous security researcher published a massive GitHub repository containing proof-of-concept exploits for undisclosed vulnerabilities in FFmpeg, libssh2, c-ares, Floci, and many other widely-used open-source projects. The researcher claims to have used AI-assisted fuzzing with GPT-5.5-3-Codex-Spark, but hand-crafted the PoCs. The repo includes over 30 entries, with some dating as recently as June 26, 2026.
4 min read·5 days ago
Artificial Intelligence
Optimizing on the Probability Simplex: PGD vs Softmax Reparameterization
A deep dive into two approaches for constrained optimization on the probability simplex: projected gradient descent and softmax reparameterization. The article compares their theoretical underpinnings and practical implications for protein binder design.
4 min read·5 days ago
Cybersecurity
FBI: Russian Hackers Use Signal Recovery Key Phishing to Read Messages
FBI and CISA warn that Russian intelligence hackers are phishing for Signal backup recovery keys, gaining persistent access to message history even after victims change phones. The advisory details social engineering tactics and offers mitigation steps.
3 min read·5 days ago