Here is your daily tech news summary for August 18, 2026

Here is your daily tech news summary for August 18, 2026.

The AI revolution is getting down to the metal, with a fierce focus on the specialized hardware required to run increasingly complex models. The landscape is a confusing alphabet soup of processors—from the well-known GPUs to newer NPUs (Neural Processing Units), TPUs, and ASICs. While GPUs have long been the workhorses, a key debate is emerging: are they more efficient for inference than purpose-built AI accelerators? The answer is complex, depending on the model, software stack, and memory. This isn't just a datacenter issue; NPUs are now standard in the latest consumer laptops, like the new HP EliteBook, promising on-device AI capabilities. This hardware specialization is driven by the distinct needs of AI training versus inference, leading to new performance metrics like TOPS (Trillions of Operations Per Second), which can themselves be a source of confusion.

On the software side, the challenge is architecting systems to effectively use this new silicon. Companies like Modular are working to create code that runs seamlessly across different types of chips, from Qualcomm's new processors to established cloud hardware. At the enterprise level, platforms like Red Hat's OpenShift AI are being designed to serve models securely and efficiently at scale. This hardware push is also fueling new developer tools, including highly optimized vector search libraries like Turbovec for Rust and AI-powered compiler improvements for frameworks like React. For developers, this new era brings practical challenges, from optimizing token usage to securing the new wave of AI agents that can now control real web browsers and unlock complex new fields like materials simulation.

Featured Articles

From Prompts to TFLOPS — A journey through the LLM inference stack

-5b301f10ddcd---4 crawled_date: 2026-08-18T20:31:54.094956+00:00 feed_url: https://itnext.io/feed published: Tue, 18 Aug 2026 20:20:49 GMT

From Prompts to TFLOPS — A Journey Through the LLM Infer...

Keywords: models llm, inference engines, language models, llm inference, inference servers, inferences engines, inference services, inferences servers, hosted inference, architecture llms
Source: itnext.io

AI accelerator vs GPU for inference | Hivenet

A chip designed only for inference sounds as though it should beat a GPU at inference. Sometimes it does. That simple conclusion becomes less reliable once the model, software stack, memory requiremen...

Keywords: gpu ecosystem, gpu inference, gpus increasingly, deciding gpu, gpu cheaper, architecture gpus, gpu infrastructure, architecture gpu, economics gpu, optimized gpu
Source: hivenet.com

AI accelerators explained: GPU, NPU, TPU, FPGA and ASIC

AI hardware has acquired enough acronyms to make a simple question unnecessarily difficult. GPU. NPU. TPU. FPGA. ASIC. AI accelerator. AI chip. The names are often presented as if they describe cleanl...

Keywords: gpu ai, ai hardware, gpu processors, npu fpga, processor category, hardware google, ai accelerators, describes gpu, gpu npu, hardware architecture
Source: hivenet.com

CPU vs GPU vs NPU for AI workloads | Hivenet

CPU vs GPU vs NPU is usually presented as a contest. It is a strange contest because a modern computer can contain all three, and the processors may spend their time helping one another. The CPU handl...

Keywords: npu cpu, cpu vs, hardware npu, npu architectures, use processors, thinking processors, computation cpu, processor useful, gpu npu, processors
Source: hivenet.com

Architecting the Red Hat OpenShift AI dashboard for Models-as-a-Service

As organizations scale their generative AI initiatives, the challenge quickly shifts from simply running a model to securely serving it at enterprise scale. To eliminate idle GPUs, reign in soaring to...

Keywords: maas apis, ai gateways, maas api, ai infrastructure, openshift ai, maas infrastructure, backend maas, dashboard maas, maas backend, maas interactive
Source: developers.redhat.com

Modular: Modular and Qualcomm: Same code, new silicon

ModCon is today! Watch the livestream. Inference Products Shared Endpoints Access frontier models via an API Dedicated Endpoints Mission critical reliability Custom models Your model, peak performance...

Keywords: modcon, models cloud, modcon today, modcon keynote, ai modular, skills modular, cloud modular, modular cloud, modularity software, modular ai
Source: modular.com

What is an NPU? Neural processing units explained

If you bought a recent laptop, there is a reasonable chance it contains a processor you did not have a few years ago: an NPU. An NPU, or neural processing unit, is a specialized processor designed to...

Keywords: processors npu, processor npu, npu processor, processors npus, amd intel, npu intel, gpu npu, vs gpu, intel amd, gpu vs
Source: hivenet.com

AI training vs inference and hardware requirements | Hivenet

Training and inference use the same model for two different jobs. During training, the system is changing the model. During inference, the system is using it. That apparently simple distinction change...

Keywords: inference gpu, training gpu, gpu inference, gpu training, gpus inference, nvidia inference, inference nvidia, vs gpu, gpu vs, gpu models
Source: hivenet.com

Integrating OpenClaw with Local Language Models: A Deep Dive into Ollama and LM Studio

As the landscape of artificial intelligence continues to evolve, developers and AI enthusiasts are increasingly drawn to open-source frameworks for building robust and efficient AI agents. One such bu...

Keywords: openclaw local, development openclaw, openclaw agent, openclaw lm, capabilities openclaw, openclaw project, agent openclaw, openclaw framework, studio openclaw, openclaw
Source: collabnix.com

Multi-Vector (Late Interaction) Embedding Models with Sentence Transformers

Multi-Vector (Late Interaction) Embedding Models with Sentence Transformers MultiVectorEncoder , for ColBERT-style late interaction retrieval. Any PyLate checkpoint and any Stanford-NLP ColBERT checkp...

Keywords: document_embeddings corpus, corpus_embeddings retriever, document_embeddings reranker, corpus document_embeddings, document retrieval, embeddings sentence_transformers, retrieval models, query_embeddings corpus_embeddings, lateon corpus_embeddings, text retrieval
Source: huggingface.co

What is TOPS in AI? TOPS vs FLOPS explained | Hivenet

One AI processor advertises 50 TOPS. Another advertises more than 3,000. Is the second one roughly 60 times faster? Almost certainly not. AMD currently lists some Ryzen AI processors with NPUs rated a...

Keywords: ai performance, ai processors, ai processor, ai throughput, hardware performance, benchmark ai, performance numbers, gpu ai, performance compare, ai workloads
Source: hivenet.com

Getting Started with System Design: 7 Key Decisions

JetBrains .NET Day Online 2026 is happening on October 7 (Sponsored) Join us for a free day of practical .NET talks, live demos, a JetBrains keynote, and real-time chat with the people behind the tool...

Keywords: consistency developers, net expertise, discovery consistency, practical net, ai, ai reasoning, net systems, community ai, ai generated, vulnerabilities fix
Source: antondevtips.com

Turbovec – Google's TurboQuant for vector search in Rust

A 10 million document corpus takes 31 GB of RAM as float32. turbovec fits it in 4 GB - and searches it faster than FAISS. turbovec is a Rust vector index with Python bindings, built on Google Research...

Keywords: bit benchmarks, benchmarks suite, speed benchmarks, benchmarks 100k, turbovec x86, run benchmarks, turbovec google, use turbovec, benchmarks results, benchmarks
Source: github.com

NeoBrowser: An MCP server that drives real Chrome with your logged-in sessions

Your AI drives a real Chrome with your real logged-in sessions — it wins the fingerprint game (passes bot.sannysoft with a genuine fingerprint), moves the mouse like a human, and lands already authent...

Keywords: neobrowser_real_profile cookie, headless chrome, chrome fingerprint, neobrowser_chrome_bin real, headless bot, neobrowser_real_profile chrome, identity cookies, detects bot, headless browser, sannysoft bot
Source: github.com

Show HN: Openleetcode – local LeetCode runner where tests live in the repo

"There are no magic machines and no magic operators." - DHH openleetcode is a local LeetCode runner built around open test suites, made in Haskell. It takes a normal solution file, finds the matching...

Keywords: dhh openleetcode, openleetcode run, openleetcode demo, openleetcode yml, openleetcode version, start openleetcode, openleetcode local, run openleetcode, openleetcode config, openleetcode start
Source: github.com

How AI Coding Agents Can Unlock Materials Simulation with NVIDIA ALCHEMI Toolkit

Atomistic simulation requires three things: knowledge of the science, compute-efficient implementation of simulations, and accessible interfaces to the simulation stack. The first remains the research...

Keywords: simulations agent, simulation capabilities, simulations accessible, simulation platform, tools computational, toolkit agent, universal simulator, atomistic simulation, describing simulations, simulations limited
Source: developer.nvidia.com

React Compiler Support

React Compiler Support We are excited to announce React Compiler support in Oxlint and Oxc Transform. Oxlint now includes 22 React Compiler-powered rules that use the compiler's validation passes to c...

Keywords: react compiler, babel react, oxlint correctness, reactcompiler, oxlint includes, transform oxlint, oxlint oxc, make react, oxlint enable, react const
Source: oxc.rs

Linux 7.3 improves performance when running out of vRAM

Earlier this year, I blogged about work I did to improve VRAM management for games. Now, after many months of floating around in mailing lists, the kernel patches are finally merged upstream and queue...

Keywords: vram contention, improve vram, vram meantime, running vram, overcommitting vram, vram catastrophic, run vram, overcommits vram, vram whatsoever, vram management
Source: pixelcluster.dev

Confluent Cloud for Apache Flink: Engine for Mission-Critical, Real-Time Operational Systems and dbt/SQL-Native Home for Data Science and AI

Learn why trusted, real-time data is critical for scaling AI and driving business value | Learn More Organizations today are under immense pressure to deliver on two critical fronts: building mission-...

Keywords: enterprise streaming, data streaming, data streams, streaming paradigms, streaming applications, synchronization pipelines, fresh analytics, data live, data teams, streaming data
Source: confluent.io

Connect client traces to your logs

supabase-js now propagates W3C Trace Context to Supabase. Turn it on and the trace_id from your client flows through Supabase's API Gateway and Edge Function logs, so you can follow one request from t...

Keywords: supabase logs, supabase calls, supabase log, supabase requests, supabase api, supabase reads, supabase logged, supabase js, forward supabase, sdk supabase
Source: supabase.com

This post will save you tokens

This post will save you tokens Tokenminning is tokenwinning Three months ago, everyone was tokenmaxxing. Then, reality struck. Fable limits made the average developer increasingly aware of their spend...

Keywords: tokenminning optimizing, token consumption, advice tokenminning, tokenwinning, tokens optimizing, tokenminning tokenwinning, tokenminning, token spend, tokenminning manifesto, token saving
Source: newsletter.posthog.com

Cloud Native platform sovereignty through multi-plane architecture

When people talk about cloud sovereignty, the conversation often starts with regions: where a workload runs and where its data is stored. But choosing a region is only part of the story. The architect...

Keywords: cloud sovereignty, cloud premises, sovereignty architectural, tenant clusters, defined platform, operating infrastructure, jurisdiction platform, property platform, platform implementation, public cloud
Source: cncf.io

HP EliteBook X G2i Review: 17 Hours of OLED Battery in a 2.4-Pound Business Flagship

The HP EliteBook X G2i is HP’s premium 14-inch business notebook, and the company is not shy about the AI branding: the formal model name is the EliteBook X G2i 14-inch Notebook Next Gen AI PC. Our re...

Keywords: hp elitebook, elitebook g2i, g2i hp, graphics hp, 358h elitebook, variant elitebook, model elitebook, screens hp, hp describes, according hp
Source: storagereview.com

17,600 Actions: Agent Security Is a Systems Problem

Everyone has been talking about the OpenAI/Hugging Face incident, and I was initially skeptical that Docker had much to add. After several weeks of customer conversations, I think we do. The useful le...

Keywords: agents docker, agent docker, docker ai, docker hardened, openai hugging, skeptical docker, respond docker, docker, sandboxes docker, docker sandboxes
Source: docker.com

Show HN: A local MitM proxy to control TLS fingerprints

A local MITM proxy that lets you control TLS fingerprints (JA3/JA4), HTTP/2 fingerprints, HTTP header order, User-Agent, and source IP headers — all from a single YAML config file. A Chrome extension...

Keywords: fingerprints http, http fingerprints, http fingerprint, tls fingerprint, fingerprint curl, tls fingerprints, fingerprint runtime, fingerprint profiles, firefox fingerprint, fingerprint rfc
Source: github.com

Securing Claude Code plug-ins: Best practices for repository security

Installing a Claude Code plug-in gives third-party code full access to your terminal, local files, and environment variables. Yet most developers run the install command without reading a single line...

Keywords: trusting developer, plug security, unsafe plug, plug maintainers, code security, secure plug, execution codeowners, trusted software, plug contributor, install dangerous
Source: developers.redhat.com

Issue #031 - Ambient mesh: the sidecar was a five-year detour

Issue #031 - Ambient mesh: the sidecar was a five-year detour Istio's node proxy opens its listening sockets inside your pod's network namespace, and it holds a workload certificate for every service...

Keywords: istio node, sidecars istio, pods ambient, pod traffic, ambient pods, proxy pod, envoy pod, envoys pod, ambient pod, envoy ambient
Source: podostack.com

Show HN: PantheonGPU – GPU health testing and AI workload benchmarking

GPU stress testing and diagnostics Pantheon tests GPU compute, memory, cache, interconnect, and power behavior. Run focused workloads, capture telemetry, and keep the results for comparison. Quick Sta...

Keywords: pantheongpu builds, install pantheongpu_, pantheongpu, packages pantheongpu_, gpu stress, pantheongpu_ version, pantheon tests, cache pantheongpu, tests gpu, version pantheongpu_
Source: pantheongpu.com

5 things to know about where Fivetran sends your data | Blog | Fivetran

5 things to know about where Fivetran sends your data Most conversations about data integration focus on the source side — which connectors exist, how they handle schema changes, how reliably they syn...

Keywords: consistent schemas, destination types, schema consistency, consistent schema, schemas, consistent destinations, fivetran destination, schemas valuable, data warehouses, schema semantics
Source: fivetran.com

A Practical Guide to LLM Quantization (int8/int4) | Hivenet

Most inference problems are memory problems. Quantization shrinks model weights so you can fit the model and its cache on the GPUs you have, batch deeper, and keep latency steady. The trick is keeping...

Keywords: batching quantization, lightweight quantization, training quantization, quantization improve, throughput quantization, inference quantization, inference hardware, gpu inference, efficiency quantization, quantization severely
Source: hivenet.com

Edge AI hardware: local vs cloud AI | Hivenet

The phrase edge AI hardware can describe a sensor running a tiny neural network, a laptop with an NPU, an industrial computer, a robot carrying an embedded GPU, or a server sitting inside a factory. T...

Keywords: ai edge, edge ai, edge computing, cloud edge, edge processor, edge cloud, robotics edge, ai cloud, edge computer, processor edge
Source: hivenet.com

Building cost-effective, high-throughput gen AI workflows in Google Dataflow

Building cost-effective, high-throughput gen AI workflows in Google Dataflow Reza Rokni Group Product Manager Danny McCormick Software Engineer, Google Cloud Real-time streaming pipelines are the oper...

Keywords: streaming workflows, streaming pipelines, ai workflows, dataflow google, streaming pipeline, dataflow pipeline, dataflow, streaming architectures, google dataflow, assembling dataflow
Source: cloud.google.com

New in Confluent Cloud and WarpStream: Evolving the Data Streaming Platform for AI, Scale, and Control

Learn why trusted, real-time data is critical for scaling AI and driving business value | Learn More In the last few months, Confluent has released over 70 new features to our data streaming platform,...

Keywords: streaming pipelines, data streaming, stream processing, streaming applications, kafka streams, streaming agents, kafka stream, streaming workloads, confluent streaming, ml streaming
Source: confluent.io

Scaling RL with verl on AMD Instinct MI355X: Async Walkthrough and Sync Benchmark

Scaling RL with verl on AMD Instinct MI355X: Async Walkthrough and Sync Benchmark# Reinforcement learning (RL) for large language models (LLMs) alternates between two phases: generation (rollout), whe...

Keywords: mi355x async, synchronous rl, asynchronous rl, scaling rl, rl asynchronous, rl synchronous, synchronous benchmarks, asynchronous verl, running verl, synchronous benchmark
Source: rocm.blogs.amd.com

What's New with Monitoring in PostgreSQL 19

PostgreSQL 19 is around the corner, and I will be talking about observability improvements at the upcoming PostgreSQL Conference Europe. I am also co-organizing the PostgreSQL Observability Summit as...

Keywords: postgresql observability, postgresql 19, postgres 19, upcoming postgresql, postgres today, supporting postgresql, lock contention, observability postgres, log_lock_waits provides, checkpoint postgres
Source: clickhouse.com

Exploring XGBoost: A Deep Dive

Exploring XGBoost: A Deep Dive# XGBoost (Extreme Gradient Boosting) is an open-source library that implements gradient-boosted decision trees, an ensemble method that builds an additive sequence of tr...

Keywords: boosting xgboost, xgboost training, exploring xgboost, xgboost learner, xgboost uses, xgboost generalized, xgboost architecture, xgboost deep, core xgboost, xgboost library
Source: rocm.blogs.amd.com

Rust For Linux 7.3 Begins Seeing Fixes To Prepare For Rust's GCC Backend

Rust For Linux 7.3 Begins Seeing Fixes To Prepare For Rust's GCC Backend In addition to the POWER/PowerPC code adding Rust kernel support, the main set of Rust programming language updates for the Lin...

Keywords: rustc compiler, rustc_codegen_gcc, code rustc_codegen_gcc, latest rustc_codegen_gcc, rustc_codegen_gcc code, gcc rustc_codegen_gcc, rust gcc, rustc architectures, rust kernel, rustc_codegen_gcc github
Source: phoronix.com

The Benchmarkpocalypse

There's been a lot of talk about the vulnpocalypse, to which I don't have much to add because I'm not a security person, but I haven't seen much discussion on the closely related (and to be fair, less...

Keywords: shady benchmarks, make benchmarks, worse benchmarks, benchmarks meaningless, benchmarks despite, benchmarks looked, benchmarks don, benchmarkpocalypse easier, benchmark hacks, trustworthy benchmarks
Source: danluu.com

DeepSeek V4 Pro 0813 vs GPT-5.6 Sol on DeepSWE: Cost, Coding, and Routing

Don't pick one. Run DeepSeek V4 Pro 0813 first, escalate to GPT-5.6 Sol when the tests fail. That cascade solves 83.0% of DeepSWE tasks at $3.35 each. Sol alone solves 72.7% at$ 8.37. Ten points bette...

Keywords: deepswe benchmark, benchmark sol, cheaper deepseek, comparison deepseek, rate deepseek, comparison deepswe, cheaper sol, deepseek pro, board deepseek, ran deepseek
Source: together.ai

Run Massive-Scale UMAP in Minutes Using Multiple GPUs—Without Losing Accuracy

Uniform Manifold Approximation and Projection (UMAP) is a dimensionality reduction technique widely used for visualization and feature extraction. Applications range across exploratory data analysis,...

Keywords: neighbors gpu_umap, gpu neighbors, distances gpu_embedding, dataset neighbors, gpu_embedding gpu_umap, gpu_embedding, gpu umap, umap gpu, gpus feature, gpus umap
Source: developer.nvidia.com

Show HN: I canceled my AI code reviewer and wrote a free local one

Review the Python you changed, not the Python you inherited. Avouch is a lightweight, Git-aware static analysis CLI for Python. It asks Git which files your next commit will touch, parses each changed...

Keywords: git review, git avouch, review python, git analysis, avouch git, py git, git py, lightweight git, git cli, git diff
Source: github.com

Modular: ModCon 2026: Open source, open cloud, open silicon

Four and a half years ago, Modular made a bet: AI would not run on one kind of silicon forever, and the software stack would need to be rearchitected for a world of heterogeneous hardware and increasi...

Keywords: qualcomm cloud, cloud modular, modular platform, modular cloud, modular qualcomm, qualcomm announced, runs modular, directly qualcomm, dedicated modular, available modular
Source: modular.com

Show HN: macOS data protection keychain for Electron apps

Secure storage for signed Electron and Node apps, backed by the modern macOS Data Protection Keychain.

Protect items with code-signing access groups; share only with explicitly entitled apps (no sec...
Keywords: electron keychainservice, keychain protect, keychain store, store openkeychainstore, icloud keychain, keychain native, protection keychain, authentication icloudsync, apple keychain, keychainservice app
Source: github.com

Software is writing itself

Software is writing itself A few weeks ago I bought one of those $40 smartwatch development kits, an ESP32 board with a square screen about the size of an Apple Watch face, the kind of thing that norm...

Keywords: software watch, smartwatch development, wrote firmware, apple watch, smartwatch, webcam watch, watch wrote, firmware, telling software, software write
Source: constellationgate.ai

Rendering huge PDFs without running out of memory on Android

Rendering huge PDFs without running out of memory on Android Table of contents

A single dense PDF page can need on the order of a gigabyte to parse — enough to get an app killed on a low-RAM phone....
Keywords: memory android, document memory, memory trims, trim_memory_running_critical means, thrashing memory, memory viewer, device heap, renderer memory, available memory, memory paging
Source: nutrient.io

Asana cleared 5 years of engineering work in 2 weeks with Codex

Asana cleared 5 years of engineering work in 2 weeks with Codex Using OpenAI Codex, Asana replaced an outdated testing system in two weeks for about $12K. 2 Calendar weeks to finish work expected to t...

Keywords: asana engineers, modernizing asana, asana replaced, compared asana, versus asana, asana test, asana frontend, codex asana, work asana, asana completed
Source: openai.com

How Much Memory Does Your Agent Actually Need?

How Much Memory Does Your Agent Actually Need? Equipping an agent with agentic memory sounds simple: distill lessons from its past work, put them back in context, and more experience should mean bette...

Keywords: agentic memory, agent benchmarks, agent learn, agent learned, agent fully, agent agentic, memory strategy, available agent, memory models, agent
Source: huggingface.co

Frame Buffer Compression Promises Performance Boost for Intel GPUs on Linux

Intel's Arc GPU performance on Linux has improved greatly since the early days of the new architecture, but improvements are still being made via updates to the GPU drivers. The latest performance boo...

Keywords: gpu performance, performance improvements, arc gpu, latest performance, intel gpus, version mesa, intel arc, performance boost, source gpu, updates gpu
Source: techpowerup.com

The New American AI Model Designed to be Customized

The New American AI Model Designed to be Customized Cut Your Token Usage by Up to 36% (Sponsored) AI coding agents can generate code quickly, but CI checks often happen after the agents finish their w...

Keywords: building ai, ai model, thinking machines, ai, ai coding, coding agents, american ai, ai extends, sponsored ai, agent coding
Source: blog.bytebytego.com

$1 million hacker challenge for Vercel Sandbox

Agents need to run untrusted code, and the microVM has become the standard way to do it: a dedicated guest kernel per workload, isolated from the host and from every other workload on the same machine...

Keywords: sandbox isolation, defeating sandbox, outside microvm, inside microvm, sandbox compute, microvm motivated, sandbox boundary, vercel sandbox, inside sandbox, crossing microvm
Source: vercel.com

IOmap Improvement For Linux 7.3 Takes EXT4 & XFS Performance Further

IOmap Improvement For Linux 7.3 Takes EXT4 & XFS Performance Further As part of the VFS pull requests now merged to the Linux 7.3 development kernel was an improvement to the IOmap framework used by v...

Keywords: iomap improvement, inlineable iomap, xfs iomap, improvement iomap, single iomap_next, linux iomap, iomap framework, iomap pull, iomap_next callback, iomap finished
Source: phoronix.com

Managing Small Context Windows in Language Models

In this article, you will learn three practical strategies for managing small context windows in large language models, along with working Python examples that demonstrate how two of those strategies...

Keywords: context retention, context windows, context feeding, context small, context window, managed context, massive context, small context, larger context, truncating context
Source: machinelearningmastery.com

Two-Factor Authentication Across Package Registries

This month npm stopped accepting bypass-2FA tokens for account-governance actions, one of the steps in the plan GitHub set out last September to close the remaining routes that let a reusable credenti...

Keywords: 2fa tokens, tokens 2fa, 2fa npm, enforces 2fa, bypass 2fa, accounts 2fa, 2fa enabled, token 2fa, account 2fa, 2fa implemented
Source: nesbitt.io

Coding Agent Horror Stories: The Command You Already Approved

This is Part 5 of our AI Coding Agent Horror Stories series, a look at real security incidents involving AI coding agents, and how Docker Sandboxes contain agent execution at the boundary rather than...

Keywords: agent failures, sandbox agent, agents docker, docker ai, agent execution, sandboxes run, exploit sandboxed, agent run, run agent, docker security
Source: docker.com

EFS & FreeVxFS File-Systems Get Booted While FailFS Merged For Linux 7.3

EFS & FreeVxFS File-Systems Get Booted While FailFS Merged For Linux 7.3 Among the early pull requests merged today by Linus Torvalds for the Linux 7.3 kernel cycle were removal of some ancient file-s...

Keywords: efs freevxfs, dropped freevxfs, freevxfs removes, freevxfs driver, removes freevxfs, freevxfs, failfs counterpart, vxfs, linux failfs, freevxfs separately
Source: phoronix.com

A Field Guide to Understanding Your Kilo Data Export

A Field Guide to Understanding Your Kilo Data Export Kilo built a tool where you can download a subset of the data associated with your account. This field guide can help walk you through this data se...

Keywords: data export, kilo export, export kilo, kilo data, audit kilo, audit data, data exports, analyze export, raw data, audit export
Source: blog.kilo.ai

Advanced Packaging: Market Trends and Outlook

Advanced Packaging: Market Trends and Outlook TSMC CoWoS/CoPoS, Intel EMIB, glass substrates and the global supply chain TrendForce 2026 San Francisco Roadshow arrives October 16. Join us to unpack ho...

Keywords: advanced packaging, packaging technology, packaging architectural, packaging industry, package substrate, packaging trendforce, chip packaging, chip substrate, packaging emib, packaging critical
Source: insights.trendforce.com

Building App-like Experiences with Next.js 16.3

We released Next.js 16.3 earlier this month with Instant Navigations, powered by Cache Components and Partial Prefetching. Cache Components make sure a route has UI it can show immediately, while Part...

Keywords: caching navigations, instant navigations, caching js, navigating instantly, responsive cache, navigates instantly, cache js, immediately pages, responsive navigation, navigations revisit
Source: nextjs.org

Enterprise SSD Prices Run at 6.5x Last Year: VDURA Pegs a 30TB TLC Drive at $22,600

Enterprise SSD prices increased another 5 percent in July 2026, according to the latest VDURA Flash Volatility Index. While the monthly increase was lower than the extreme fluctuations seen over the p...

Keywords: ssd prices, qlc ssd, tlc ssds, ssd costs, ssds 30tb, 30tb qlc, 30tb tlc, enterprise ssd, drive pricing, 30tb hdds
Source: storagereview.com

Feature flags for production AI

AI makes software accessible to more people. One agent may serve an AI-native specialist and a first-time user who expects an ordinary request to work. It may support several languages, levels of doma...

Keywords: ai engineering, ai engineers, logfire ai, engineering ai, ai application, production ai, ai, ai experiment, variables ai, ai work
Source: pydantic.dev

How to Run Qwen 3.8 Locally: 27B on 16–24GB GPUs (2026 Guide)

Quick answer. Install Ollama and run ollama run qwen3.8 — the default tag is the 27B at q4_K_M, an 18GB download with 256K context and vision. On smaller GPUs, grab a 17.1GB Q4_K_M or 13.4GB Q3 GGUF i...

Keywords: q8_0 16gb, running qwen3, qwen3 24gb, 4gb q3, 68gb q8_0, qwen3 ollama, smaller gpus, q4_0 68gb, run qwen3, cpu q3
Source: codersera.com

Not every problem needs an AI agent

The smartest AI system may be the one that knows when not to use an AI agent at all. When generative AI (GenAI) first arrived, I was in charge of a large team of data and machine learning engineers. W...

Keywords: smartest ai, ai agents, ai agent, ai infrastructure, use ai, algorithmic intelligence, agentic ai, ai, earlier ai, connecting ai
Source: cio.com

Sandisk Tapes Out Its First HBF Memory Die, Targets 2027 for Inference Product Samples

Sandisk has taped out the first High Bandwidth Flash memory die. The company put it on a slide at its 2026 Investor Day on August 13, under the header HBF Roadmap, next to what the slide labels an act...

Keywords: sandisk hbf, purposes sandisk, hbf stacks, hbf technical, hbf gpus, hbf roadmap, using hbf, product sandisk, hbf gpu, accelerator sandisk
Source: storagereview.com

How Sony LIV uses ClickHouse Cloud to deliver live streaming analytics at billion-row scale

Summary

Sony LIV uses ClickHouse to power real-time QoS and QoE analytics across its OTT streaming platform, ingesting billions of telemetry events per day.
Their team consolidated a fragmented st...
Keywords: streaming platform, streaming services, streaming telemetry, streaming, sony liv, streaming operations, product streaming, ott streaming, event streaming, analytics live
Source: clickhouse.com

Show HN: Shoehorn – Quantize any model down to run on your machine

shoehorn Make any language model fit the memory you actually have. Preset quantizations ignore your hardware: pick one that fits and you either waste hundreds of megabytes of quality headroom or find...

Keywords: install shoehorn, shoehorn, shoehorn needs, shoehorn fit, shoehorn ui, fit shoehorn, shoehorn make, shoehorn shoehorn, shoehorn source, fit memory
Source: notactuallytreyanastasio.github.io

Upstash Skills Now Supports DeepSeek Harness and Zed

Upstash Skills Now Supports DeepSeek Harness and Zed The Upstash Skills repository picked up two new integrations this week: a DeepSeek Harness bundle and support for Zed. The DeepSeek Harness bundle...

Keywords: skills upstash, upstash skills, upstash agent, skill files, upstash sdks, build upstash, task upstash, skill packages, skills repository, explore upstash
Source: upstash.com

Xint’s Auto-Remediation Approach: Why Human-in-the-Loop Remains Essential

Xint’s Auto-Remediation Approach: Why Human-in-the-Loop Remains Essential LLMs’ ability to find real vulnerabilities at scale has shifted the bottleneck from bug discovery to triage, and especially, r...

Keywords: remediation ai, automated remediation, auto remediation, remediation patches, automated bug, fix ai, ai appsec, vulnerabilities fixes, code patches, fixing bugs
Source: xint.io

Fixing a Bricked Framework Laptop

Fixing a bricked AMD 7040 series Framework 13" laptop with $20 tools In 2023, I was in need of a new laptop that should hopefully last me for a while. While looking at my options, I was seduced by Fra...

Keywords: bios recovery, bios3 update, replaceable bios, recover bios, recovers bios, bricked bios, latest bios3, framework bios, failed bios, legacy bios
Source: quantum5.ca

Frontier AI Application Security: Every Second Counts

Frontier AI Application Security: Every Second Counts A look at how AppSec processes must change to manage the ever increasing volume of CVEs resulting from today's cyber-capable AI models Somewhere i...

Keywords: ai security, exploits human, ai era, architecture appsec, exploits, accelerating vulnerability, era security, legacy appsec, vulnerability policy, new vulnerabilities
Source: jfrog.com

Finger: the 1971 social network that never died It will surprise more than a few of you to hear that the first social network dates back to 1971. No accounts, no algorithm, no central server. Your ent...

Keywords: fingers server, finger server, finger client, server finger, server fingerd, client finger, social finger, finger account, finger user, finger localhost
Source: en.andros.dev

Introducing ChatGPT for Teens: Built for learning, backed by protections

We’re introducing ChatGPT for Teens, an experience designed to help teens learn, think critically, deepen understanding, and use AI with confidence. It provides stronger built-in safety protections fo...

Keywords: ai teens, keeping teens, helping teens, encourage teens, help teens, teens useful, caution teens, prepare teens, teens protections, teens help
Source: openai.com

Open Sourcing Comfy MCP on Local

Open Sourcing Comfy MCP on Local Your agent runs local ComfyUI and builds workflows around your GPU, your models, and your custom nodes. Works from Claude, Cursor, Codex, or any MCP client. Today, Com...

Keywords: cloud mcp, cloud local, local cloud, machine cloud, mcp server, comfy mcp, mcp client, mcp local, cloud cloud, mcp installation
Source: blog.comfy.org

Strengthening Democratic Oversight in National Security

Strengthening Democratic Oversight in National Security OpenAI is launching a new initiative to help democratic oversight bodies develop the expertise and tools they need to understand and oversee gov...

Keywords: oversight ai, security ai, national security, oversight national, democratic oversight, government oversight, oversight institutions, security democratic, oversee ai, authorized oversight
Source: openai.com

When the NASA Ground Station Has No Lock on the Door: Unauthenticated Command Execution in AIT-GUI (GHSA-p9r8-2q67-fp86)

A web GUI used to drive spacecraft and instrument commanding shipped a server that listens on every network interface, asks nobody for a password, and can be steered by any web page an operator happen...

Keywords: commands unauthenticated, unauthenticated command, unauthenticated request, single unauthenticated, web weaknesses, server authentication, server ignores, deployment exploitable, unauthenticated post, exploitable endpoints
Source: cycode.com

Fairphone is now officially available in the United States

The Fairphone (Gen. 6+) is all about giving you more For nearly 16 years, our mission has been simple: to prove that a smartphone can be made differently. We’ve focused on creating technology that wor...

Keywords: fairphone gen, performance fairphone, gen fairphone, builds fairphone, plus fairphone, updated fairphone, new fairphone, longer fairphone, fairphone significant, fairphone
Source: fairphone.com

Give Your Box a Browser

Give Your Box a Browser Every Upstash Box can now come with its own browser. Create a box with browser: true and you get a managed, headless Chromium you control through the SDK. Open tabs, read pages...

Keywords: headless chromium, browser upstash, standalone browser, browser create, browser inside, chromium provisioned, chromium, browser lives, browser manages, chromium read
Source: upstash.com

Governed AI for Every Builder: Enterprise Controls in Snowflake CoCo

In July, we wrote about Snowflake CoCo's ability to scale enterprise AI with trust, organized around three ideas: governing AI costs, grounding AI in enterprise context and bringing trusted AI into th...

Keywords: costs ai, ai costs, ai access, ai security, governing ai, ai trust, ai enterprise, ai cost, trusted ai, quotas ai
Source: snowflake.com

Pacing model development in an era of cyber-critical capabilities

Pacing model development in an era of cyber-critical capabilities Over the past several weeks, two developments have underscored the growing risks associated with increasingly capable AI systems: the...

Keywords: defending models, stronger cybersecurity, critical cybersecurity, safeguards training, training safeguards, cybersecurity capabilities, reinforcing safeguards, safeguards stages, critical security, prioritizing safety
Source: openai.com

Python Polars Cheatsheet (based on our O'Reilly book)

Polars is a library for transforming, analyzing, and visualizing data with a fast and expressive DataFrame API. It was first released by Ritchie Vink in 2020. Install Polars with all of its optional d...

Keywords: polars dataframes, polars python, python polars, pandas polars, polars queries, polars library, data polars, csv fruit, polars implements, fruit csv
Source: opensource.posit.co

Vim wants you to control, VSCode wants you to consume

Vim wants you to control, VSCode wants you to consume The two sides of the editor divide, and why I'm on the losing side. Newsletter updates were sporadic in July because of two weddings, two conferen...

Keywords: neovim vscode, options neovim, neovim conf, nixos core, nix experience, use nixos, vim neovim, environment neovim, use neovim, neo vim
Source: buttondown.com

10 Advanced Programming and Development Books for Experienced Developers in 2026 - Best of Lot

Hello guys, if you are looking for some advanced programming and development books to take your coding and software development skill to next level then you have come to the right place. Earlier, I ha...

Keywords: expert programmer, recommend programmer, books programmer, experienced programmer, expert programmers, programming book, advanced programming, professional programmer, programming programmers, expert book
Source: java67.com

Partnering with CodeAI to prepare the first AI generation

Partnering with CodeAI to prepare the first AI generation Today’s students will be the first generation to grow up with AI as part of everyday life. For parents and educators, the question isn’t simpl...

Keywords: ai partnership, develop ai, build ai, ai literacy, ai innovation, ai use, create ai, ai learn, understand ai, ai practices
Source: openai.com

Dynamic Model Routing & Open Models in Snowflake Cortex AI

AI investment is accelerating, but business value is not always keeping pace. As organizations deploy more agents and AI applications, using the most powerful model for every request can increase cost...

Keywords: ai gateway, snowflake cortex, capabilities snowflake, ai economics, ai meta, optimizing ai, routing cortex, ai investment, ai, ai agents
Source: snowflake.com

The “cool new stuff” trap

I did not start this project to make a point about AI. I started it because I had a boring, recurring problem. I have STL files that I want to turn back into editable CAD. Not “technically importable”...

Keywords: editable cad, importable cad, ai planner, import stl, building ai, cad step, mesh tools, cad operation, solidworks opencascade, real cad
Source: temporal.io

Extreme Programming 1999->2026

One of my main struggles in the past year: I’m expected to mentor my engineers and help them adopt AI more effectively. But I first need to get better at it myself… This became much easier since my co...

Keywords: extreme programming, creating extreme, understanding extreme, scrum fatigue, extreme comes, scrum, years scrum, feeling sprints, read extreme, extreme
Source: managerdotdev.beehiiv.com

Tesla Cybercab launch 🚕, Cursor's GitHub rival 👨‍💻, AI usage patterns 🤖

Built by Cursor. Built on Buildkite. (Sponsor) Devs finally have a challenger to GitHub code hosting with Origin. Origin was built on Buildkite. Buildkite is a launch partner for this new code ecosyst...

Keywords: built buildkite, buildkite sponsor, buildkite, code buildkite, buildkite buildkite, build vercel, origin built, buildkite runs, buildkite launch, ci engineered
Source: tldr.tech

Governance on autopilot, minus the turbulence

Governance on autopilot, minus the turbulence Sai Charan Tej Kommuri Product Manager, Data Analytics Akanksha Bhagwanani Customer Engineer Every data team knows the moment. Someone opens a table, sees...

Keywords: governance autopilot, governance audit, governance metadata, automated governance, data governance, governance tooling, governance agent, governance catch, governance work, propagate governance
Source: cloud.google.com

How LLMs Are Reshaping Recommendation Systems

How LLMs Are Reshaping Recommendation Systems News feeds and recommendation systems have long relied on deep learning architectures that score each candidate item independently. As LLMs have matured,...

Keywords: linkedin engineered, evaluation linkedin, discuss linkedin, feeds recommendation, linkedin, recommendation sequence, linkedin recently, feeds, content recommendation, llm predicts
Source: softwareengineeringdaily.com

Optics Won’t Scale as Fast as the Market Expects

Optics Won’t Scale as Fast as the Market Expects Why qualified output will set the attach curve for AI compute In March we published our full primer on the transition from copper to fiber. We were cle...

Keywords: cpo optical, compute industry, qualified optical, fewer optical, supply optical, higher optical, optical supply, architecture compute, links optical, architectures faster
Source: thediligencestack.com

Sign JWTs from your Functions without managing private keys

Vercel KMS lets you sign JWTs and arbitrary messages from your Vercel Functions using managed asymmetric signing keys, so private keys never live in your code or environment variables. Your function a...

Keywords: signtoken vercel, authenticates vercel, kms vercel, tokens vercel, vercel kms, vercel key, using vercel, key vercel, sign jwts, vercel cli
Source: vercel.com

Understanding Generalization in Language Models: Overfitting, Regularization, and Dropout

Image by Author A language model is only useful if it works on text it has never seen before. This seems obvious, but it’s not guaranteed. A model with enough parameters and enough training time can d...

Keywords: overfitting general, language models, model learns, models overfitting, practice overfitting, ideas overfitting, model memorizes, overfitting regularization, model training, learning general
Source: statology.org

A 3D fruit fly on macOS desktop powered by the real FlyWire connectome

A 3D fruit fly that lives on your macOS desktop — driven by a live spiking simulation of the real FlyWire connectome. It walks across your windows, grooms, sleeps, and decides to flee your cursor with...

Keywords: flywire brain, fly brain, wing neurons, flywire desktopfly, real neuron, desktopfly brainshot, real flywire, neuron, neurons escape, live spiking
Source: github.com

Building operational resilience with agentic AI in financial services

Building operational resilience with agentic AI in financial services Pankaj Ojha Director, Agentic Resilience Platform (ARP), Deutsche Bank Florian Graf Staff Solutions Consultant, Google Cloud Consu...

Keywords: operational resilience, operational resiliency, bank resilience, resilience workflows, resilience platform, resilience agentic, agentic resilience, ai financial, scalable resilience, resilience paradigms
Source: cloud.google.com

Online index migration and shard scaling in OpenSearch with the AOSC plugin

If you run OpenSearch in production long enough, you eventually need to change something about an index that OpenSearch will not let you change in place: a field’s type, an analyzer, the routing layou...

Keywords: index opensearch, opensearch production, opensearch cluster, opensearch operation, io opensearch, tools opensearch, opensearch, opensearch issue, run opensearch, opensearch opensearch
Source: opensearch.org

I don't enjoy the Internet any more

I grew up on the Internet. I spent a significant proportion of my childhood, and later my adult life, on message boards, blogs, social networks, chatrooms, and other online communities. I made friends...

Keywords: content internet, online communities, grew internet, experience internet, content effort, content experiencing, internet, internet spent, incentives internet, engage knowledge
Source: btao.org