Daily Tech News - 2026-09-18

Tech’s next competitive edge is no longer simply better AI—it is the infrastructure, economics, and engineering discipline required to run it at scale.

AI performance dominated today’s agenda. Engram proposes more efficient language models through learned multi-token lookups and DRAM/SSD offloading, while AIPerf offers a more rigorous way to benchmark production inference than ad hoc scripts. NVIDIA demonstrated scalable multi-GPU video captioning with hardware decoding and vLLM, Starburst reported three-to-fourfold faster AI analytics queries using GPUs, and a global fintech showed how dedicated inference can absorb spiky coding-agent demand. Meanwhile, the compact ASUS Ascent QN10 packages 80 TOPS and 18 Oryon CPU cores into a 0.7-liter system.

Cost and organizational consequences are becoming equally important. Articles on hidden classification calls and quarterly AI spending argue that seemingly minor model requests can accumulate into substantial bills. Another report highlights an emerging workplace imbalance: AI may accelerate junior developers while increasing the review and coordination burden on senior staff.

Across the platform layer, architectural boundaries remain under scrutiny—from choosing OVN-Kubernetes or Cilium for OpenShift, and monoliths versus microservices, to enforcing Quarkus package boundaries. Neki brings transparent sharding to Postgres, Neon’s generally available backend makes complete environments branchable, and DuckDB-Wasm with OPFS enables persistent databases inside browsers. Turborepo 2.11, meanwhile, expands beyond JavaScript with native support for languages including Rust and Python.

Security and portability supplied the cautionary notes. One investigation alleges that ZCode silently uploaded Git history, while another examines persistent problems in x86 emulation. Elsewhere, Bitnami’s free hardened base images, document-ingestion alternatives, tunneling tools, and the experimental memory-safe Goose language reflect a broader priority: faster systems must also remain governable, inspectable, and safe.

Featured Articles

Red Hat OpenShift networking: Default OVN-Kubernetes vs. Cilium operator

As platform engineering teams scale their Red Hat OpenShift environments to support microservices, AI workloads, and declarative multi-cluster management with Cluster API (CAPI), decisions around Cont...

• Keywords: clusternetwork pods, enterprise kubernetes, kubernetes native, kubernetes cni, kubernetes cilium, kubernetes clusters, kubernetes networking, kubernetes relies, kubernetes operational, kubernetes provides
• Source: developers.redhat.com

awesome-tunneling: List of tunneling software and services

UPDATE 2026-08-10: I did a lot of backlog cleanup over the weekend. I used AI to help with automation and write comments, but I tried to make all the yes/no decisions myself. Some things almost certai...

• Keywords: https tunnel, tunneling services, hosted tunneling, hosted tunnel, tunnels http, https tunnelapi, tunneling service, tunneling implemented, tunneling tools, secure tunneling
• Source: github.com

Engrams Embedding Entendre: Codesign for Efficient DRAM/SSD Offloading

Engram extends standard token embeddings with learned multi-token lookups. Recurring local patterns retrieve vectors directly, reducing the need to reconstruct them through attention and feed-forward...

• Keywords: optimizing dram, memory engram, offloaded dram, hbm dram, dram alternative, dram offloading, dram constraint, dram offload, faster memory, dram hbm
• Source: newsletter.semianalysis.com

Benchmarking LLM Inference at Scale with AIPerf

You’re deploying a model on a system. It starts up, prompts are getting responses. Now the hard question: Is this fast? Your instincts might lead you to send curl commands, hand-roll an asyncio script...

• Keywords: server bottleneck, aiperf multiprocessed, bottleneck workload, server aiperf, client bottleneck, aiperf client, aiperf platform, run aiperf, nvidia aiperf, process performance
• Source: developer.nvidia.com

Monolithic vs Microservices Architecture: Choosing the Right Approach

-a648dc4ecb66---4 crawled_date: 2026-09-18T21:09:56.213502+00:00 feed_url: https://towardsdev.com/feed published: Fri, 18 Sep 2026 20:46:01 GMT

Monolithic vs Microservices Architecture: Choosing...

• Keywords: architecture microservices, microservices architecture, monolithic microservices, building microservices, vs microservices, microservices large, large microservices, microservices better, reliably microservices, entire microservices
• Source: towardsdev.com

Jev and the Classification Problem Hiding in Your LLM Bill

Jev and the Classification Problem Hiding in Your LLM Bill Look at where the model calls sit in your systems. Not the chat feature, the plumbing. Something decides which team a ticket belongs to. Some...

• Keywords: jev classification, jev model, problem classification, calls classification, model calls, structured decisions, typesafe ai, claim models, specialised model, ai jev
• Source: devops-daily.com

The Scourge of x86 Emulation

The scourge of x86 emulation Welcome to the first feature article on our site. We’re going to cover an ongoing problem with x86 emulation that affects every application that we emulate. This comes dow...

• Keywords: explained x86, x86 emulation, implement x86, memory x86, x86 viable, emulating x86, x86 memory, x86 tso, mention x86, x86 behaviour
• Source: fex-emu.com

Inside ZCode: Silently uploading your Git history to the cloud

I am not a native English speaker; this article was translated by AI. It started with a routine check while freeing up disk space: ~/.zcode was taking up over 700MB. After digging into it intermittent...

• Keywords: disk zcode, zcode taking, zcode size, zcode zhipu, zcode privacy, 313mb encrypted, running zcode, zcode, pending zcode, zcode data
• Source: blog.ferstar.org

ASUS Ascent QN10 Review: 80 TOPS and 18 Oryon Cores in a 0.7-Liter Mini PC

Mini PCs have become one of the more important segments of the client computing market. They anchor fleets of clutter-free office desks, drive digital signage and kiosks, and increasingly sit at the e...

• Keywords: asus mini, qn10 specifications, runs qn10, qn10 performance, mini pc, lenovo qn10, specifications qn10, qn10 specifically, mini pcs, design qn10
• Source: storagereview.com

Best Unstructured alternatives for document parsing and ingestion (2026)

Best Unstructured alternatives for document parsing and ingestion (2026) Table of contents Structured output with per-field confidence scores through the Nutrient Data Extraction API.

• There’s no uni...

• Keywords: documents unstructured, alternatives unstructured, unstructured alternatives, unstructured alternative, cloud unstructured, document intelligence, best unstructured, extraction platform, extraction api, retrieval docling

• Source: nutrient.io

Scaling Multi-GPU Video Captioning with PyNvVideoCodec and vLLM

Scaling Multi-GPU Video Captioning with PyNvVideoCodec and vLLM We are excited to announce support for hardware video decoding built into NVIDIA GPUs, allowing video captioning and labeling tasks prev...

• Keywords: captioning pynvvideocodec, pynvvideocodec performance, vllm pynvvideocodec, utilizing pynvvideocodec, pynvvideocodec vllm, pynvvideocodec decoder, pynvvideocodec, video captioning, provided pynvvideocodec, integrating pynvvideocodec
• Source: vllm.ai

Turborepo 2.11

Turborepo 2.11 Turborepo 2.11 adds native support for more languages, faster startup, improved JavaScript ecosystem compatibility, and more control over your deployments:

• Native support for Rust, Py...

• Keywords: turborepo build, running turborepo, turborepo improved, make turborepo, turborepo runs, support turborepo, release turborepo, version turborepo, experimental turborepo, turbo packages

• Source: turborepo.dev

Goose: 1.16x faster than C++ and 1.12x than safe Rust, while memory safe

A memory-safe systems language that is faster than C++ and Rust, on less memory, with no allocator/GC and no lifetime annotations. Tutorial · Specification · Samples · Benchmarks · Standard library Go...

• Keywords: rust memory, rust languages, allocation rust, unsafe compiler, faster rust, memory safe, program memory, pointer memory, safe rust, memory orderings
• Source: github.com

The Neon backend is generally available release - Sep 18, 2026

The Neon backend is generally available Neon started as serverless Postgres. Now you get the whole backend, and all of it branches. Every branch is a full copy, so a PR, preview, or agent session gets...

• Keywords: neon backend, neon deploy, installs neon, neon agent, agent neon, neon init, neon status, neon sdk, neon functions, neon provisions
• Source: neon.com

What did AI cost you this quarter?

"What did AI cost us this quarter?" That question lands in every platform team's lap eventually, and most teams can't answer it. The CFO isn't trying to be difficult when they ask, but they do need a...

• Keywords: ai costs, ai cost, ai answers, ai provides, costs time, engineering spending, ai later, cost agent, cluster costs, reducing costs
• Source: developers.redhat.com

04 Free Games to Master Cloud & DevOps

-35e7a49c6df5---4 crawled_date: 2026-09-18T20:09:31.163735+00:00 feed_url: https://aws.plainenglish.io/feed published: Fri, 18 Sep 2026 19:19:20 GMT

Member-only story 04 Free Games to Master Clou...

• Keywords: cloud devops, devops learn, devops skills, linux devops, devops, sadservers platform, devops sad, server sadservers, devops troubleshooting, server environments
• Source: aws.plainenglish.io

Deep Learning Weekly: Issue 473

This week in deep learning, we bring you Dario Amodei — We Must Pace the Frontier, ToolGrad: Efficient tool-use dataset generation with textual “gradients” and a paper on The Last AI Built by Humans:...

• Keywords: introducing deepseek, efficient deepseek, ai built, new ai, ai agents, ai releases, deepseek, ai persistent, ai, adversarial stress
• Source: deeplearningweekly.com

Our Juniors Got Faster With AI. Our Seniors Got Busier. Nobody Had Planned for That.

-5517fd7b58a6---4 crawled_date: 2026-09-18T14:08:28.014466+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 18 Sep 2026 14:12:16 GMT

Our Juniors Got Faster With AI. Our Senio...

• Keywords: ai seniors, treating ai, engineers getting, ai agents, ai replacing, engineering slowed, work ai, ai changed, pushing engineers, coding agents
• Source: levelup.gitconnected.com

How a global fintech scaled coding agent traffic with Dedicated Model Inference

A global fintech runs its coding assistant on GLM 5.2 through Together's Dedicated Model Inference, handling spiky, engineering-hours traffic that static capacity planning couldn't keep up with. With...

• Keywords: workload glm, glm dedicated, dedicated glm, capacity provisioning, runs glm, adopting workload, capacity decisions, glm customer, coding workloads, glm production
• Source: together.ai

The architecture of Neki

Meet Neki: sharding for Postgres. Neki allows applications to connect to massive, sharded databases over a single connection string. This post takes apart the architecture from the bottom up, one piec...

• Keywords: sharding postgres, postgres neki, shards neki, shards postgres, shard postgresmanager, sharded postgres, sharded databases, database neki, neki sharding, managing postgres
• Source: planetscale.com

Bitnami, one year later: hardened base images went free

This week I ran helm show values on the Apache Airflow chart, version 1.22.0, released in June. The bundled PostgreSQL points at bitnamilegacy/postgresql, tag 16.1.0-debian-11-r15. The image labels sa...

• Keywords: bitnami stopped, today docker, ago bitnami, bitnami postgres, ran helm, replaced bitnami, aws dropped, bitnami postgresql, august docker, 2025 docker
• Source: podostack.com

Persistent Databases in the Browser with DuckDB-Wasm and OPFS

Persistent Databases in the Browser with DuckDB-Wasm and OPFS TL;DR: DuckDB-Wasm can open a persistent database file in the browser's Origin Private File System (OPFS). This post shows how, and when d...

• Keywords: duckdb uses, writes duckdb, duckdb opfs, opfs duckdb, persistent databases, browser duckdb, disk duckdb, duckdb writes, duckdb database, persistent database
• Source: duckdb.org

Starburst supports GPUs for faster distributed data analysis

Starburst supports GPUs for faster distributed data analysis Starburst is getting 3 to 4x faster responses to AI analysis queries by using GPUs instead of CPUs. The company develops and uses Trino ope...

• Keywords: starburst databricks, starburst software, starburst supports, leveraging gpus, platform starburst, gpus faster, cpu gpus, gpu parallelism, supports gpus, starburst
• Source: blocksandfiles.com

Checkstyle ImportControl: Enforce Package Boundaries in Quarkus

Imagine I am reviewing a Quarkus service with a customer. The architecture diagram puts a clean domain model in the center, so we open Product.java first. It is a small record with four fields and thr...

• Keywords: enforce architecture, quarkus annotations, reviewing quarkus, architecture quarkus, annotations domain, domain quarkus, modules enforce, configuration annotation, quarkus classpath, service quarkus
• Source: the-main-thread.com

IT Outsourcing Versus In-House Development

TL;DR — Key Takeaways

• The real in-house versus outsourcing decision is about capability and velocity, not simply labor cost. Long hiring cycles and specialist skill gaps can slow product delivery si...

• Keywords: versus outsourcing, vs outsourced, house outsourcing, cost outsource, significantly outsourcing, outsourcing decision, successful outsourcing, outsourcing strategic, outsourced teams, best outsourcing

• Source: devops.com

Saving another 100TB of RAM with math (and Rust)

Saving another 100TB of RAM with math (and Rust) Cloudflare operates at a scale so big that even after working here for years, it doesn’t seem real. We have thousands of servers all over the world wit...

• Keywords: storage improvements, cloudflare ensures, cloudflare, cloudflare operates, evenly cloudflare, thousands servers, ram millions, rust cloudflare, reduced memory, millions cpu
• Source: blog.cloudflare.com

You can refactor everything except your API

Hi Friends, Welcome to the 191st issue of the Polymathic Engineer newsletter. This week, we are starting a new series of articles on API design. Let’s be honest: building an API is quite fast with mod...

• Keywords: designing apis, api design, building api, apis built, designed api, design apis, apis, web apis, apis intuitive, apis hard
• Source: newsletter.francofernando.com

A practical guide to continuous batching for LLM inference | Hivenet

Real traffic is messy. New requests arrive while others are mid-generation. In autoregressive LLM serving, keeping a batch fixed until its longest response finishes leaves completed requests unable to...

• Keywords: continuous batching, requests throughput, tokens queueing, requests capacity, prefill processes, queued requests, server processes, token latency, server timings, tokens efficiently
• Source: hivenet.com

New models and the AMD Instinct MI355X join the PINNACLE GPU results

New models and the AMD Instinct MI355X join the PINNACLE GPU results. Three models enter as initial results, the MI355X arrives at up to 6.5x the agents of MI300X in our testing, and the results views...

• Keywords: instinct mi355x, mi355x faster, mi355x results, mi355x newest, promising mi355x, decision mi300x, mi300x amd, revisit mi300x, mi355x native, mi300x ahead
• Source: pinnacle.signal65.com

What PCI DSS 4.0 Requires for Infrastructure Identity and Access Evidence

What PCI DSS 4.0 Requires for Infrastructure Identity and Access Evidence Table Of Contents

• What changed in PCI DSS 4.0

• PCI DSS 4.0 infrastructure identity and access evidence: What happened, and...

• Keywords: audit readiness, requirements pci, dss audit, identity auditing, dss compliance, dss requirements, compliance requirements, requirements documented, requirements access, dss pci

• Source: goteleport.com

Best LLM document understanding platforms compared (2026)

Best LLM document understanding platforms compared (2026) Table of contents Structured output with per-field confidence scores through the Nutrient Data Extraction API.

• Choose the Nutrient Data Extr...

• Keywords: document intelligence, intelligent document, document processing, document ai, documents parse, document understanding, document extraction, structured documents, document processor, document services

• Source: nutrient.io

Hacking OpenAI

Intro On July 25, 2026, we chained two critical vulnerabilities to compromise multiple OpenAI employees’ ChatGPT accounts. With these accounts, we could then access internal OpenAI repositories, and p...

• Keywords: vulnerability openai, openai employees, redacted openai, openai employee, openai repo, openai repositories, report openai, openai security, openai hack, openai github
• Source: hacktron.ai

Huawei’s OceanStor KV cache storage for hyper-scale AI data centers

Huawei’s OceanStor KV cache storage for hyper-scale AI data centers Huawei has announced the OceanStor M900, a scale-out, all-flash storage cluster providing an up to 64 PB KV cache base tier for its...

• Keywords: storage hyper, bandwidth memory, kv cache, adaptive storage, storage cluster, performance petabyte, latency huawei, ibm storage, superpods hyper, chip memory
• Source: blocksandfiles.com

Searching Over Sandbox States for Coding Agents

TL;DR Full sandbox snapshots are excellent at preserving agent progress, but resuming long-horizon coding tasks from restored checkpoints does not always outperform retrying from scratch. On Terminal-...

• Keywords: sandbox snapshots, sandbox restoration, systems snapshots, preserved snapshots, intermediate snapshots, preserving progress, git snapshots, agents restoring, preserve progress, checkpoint agent
• Source: daytona.io

How I Vibed a Proof of Conway’s Conjecture

How I Vibed a Proof of Conway’s Conjecture September 18, 2026 A few months ago, AI math results started making headlines. “Do a breakthrough” became a Twitter meme. Naturally, I became curious whether...

• Keywords: conway conjectures, refinement conjecture, conway conjecture, proofs suddenly, conjecture conway, conjecture claims, claimed conjecture, conway refinement, refinement conway, conjecture omnific
• Source: overreacted.io

Two techniques for working with System One models

Two techniques for working with System One models I recently wrote about Jev, a new “System One” language model that only outputs decisions: the answers to a set of user-provided multiple-choice quest...

• Keywords: model batching, llm structured, language model, batched decisions, text models, programs models, batching prompts, models fast, think models, multimodal llm
• Source: seangoedecke.com

AI document workflows with OCR for compliance-heavy teams: Providers compared (2026)

AI document workflows with OCR for compliance-heavy teams: Providers compared (2026) Table of contents Nutrient Document Engine runs in your infrastructure - Docker up in minutes.

• Nutrient is the pi...

• Keywords: workflows ocr, document ai, ai document, workflow documents, document processing, nutrient ocr, nutrient documents, document workflows, document ocr, documents intelligent

• Source: nutrient.io

Auditing in the age of (good enough) AI

Auditing in the age of (good enough) AI Security firms have published numerous blog posts describing how they pointed their agent harness at a codebase and found dozens of bugs (we’re one of them). Ho...

• Keywords: auditing miden, auditing, manually audit, security reviews, coming audit, ai security, audit, audit long, agents build, auditing age
• Source: blog.trailofbits.com

Benchmarking Wild vs Mold

Mold has recently updated their linker benchmarks and included Wild for the first time. These benchmarks show Wild being substantially slower than Mold in contrast to Wild’s most recently published be...

• Keywords: wild benchmarks, difference benchmark, mold benchmark, benchmarks wild, benchmarking wild, benchmarks mold, mold benchmarks, benchmark wild, benchmark mold, file benchmarks
• Source: davidlattimore.github.io

Building HIPAA-Compliant Hospital Management Software: The Architecture Decisions That Actually Matter

Most articles about hospital management software read like feature checklists: patient records here, billing there, a pharmacy module bolted on the side. What they skip is the part that determines whe...

• Keywords: hospital compliance, tenancy interoperability, hospital data, multiple hospitals, hospital management, hospital integration, hospitals simultaneously, building hospital, tenant database, hospital clients
• Source: technotalkative.com

Daily Reading List – September 18, 2026 (#870)

Ok, let’s actually do a reading list today. I had passable wifi on my flight and was able to dig through a handful of items. Enjoy your weekend! [article] We are all managers now. Managing agents isn’...

• Keywords: github peril, github, managing agents, github zed, git work, skeptical github, git, idea agents, replace github, blog agents
• Source: seroter.com

Driving open governance: What the Technical Steering Committee accomplished this year

Over the past year, the OpenSearch Technical Steering Committee (TSC) has been hard at work behind the scenes. We’ve focused on streamlining governance, strengthening security posture, expanding maint...

• Keywords: project maintainers, maintainers lfx, maintainer support, streamlining governance, expanding maintainer, maintainers, maintainers added, project governance, threshold maintainers, software foundation
• Source: opensearch.org

Enterprise AI Isn't a Black Box

Enterprise AI Isn't a Black Box There’s a bit of fear, uncertainty, and doubt (FUD) around AI safety right now. A frontier lab runs a cutting-edge model on infrastructure spanning hundreds of thousand...

• Keywords: enterprise ai, ai safety, responsible ai, ai controlled, ai isn, ai black, ai value, ai, ai labs, ai years
• Source: thectoadvisor.com

Google's "Painful To Maintain" Binder C Linux Driver Being Removed In Favor Of Rust

Google's "Painful To Maintain" Binder C Linux Driver Being Removed In Favor Of Rust Google's Binder driver written in the C programming language has long been part of the mainline kernel as the inter-...

• Keywords: rust binder, binder driver, binder linux, binder removal, rust driver, vulnerabilities rust, binder ipc, old binder, rust implementation, maintain binder
• Source: phoronix.com

NTP, an atomic clock, and having a great time at the world's largest VCF

NTP, an atomic clock, and having a great time at the world's largest VCF I'm back from VCF Midwest 21, arguably the largest vintage computer festival on the planet. After being blown away last year, I...

• Keywords: demonstrated ntp, experience ntp, demonstrate ntp, built ntp, tracking ntp, ntp atomic, lot ntp, getting ntp, ntp access, share ntp
• Source: jeffgeerling.com

Typst makes big strides

Typst makes big strides Please consider subscribing to LWNSubscriptions are the lifeblood of LWN.net. If you appreciate this content and would like to see more of it, your subscription will help to en...

• Keywords: typst compiler, typst typesetting, typst latex, fonts typst, using typst, use typst, typst features, typst document, typst support, typst compile
• Source: lwn.net

AI Agent Harness: The Layer That Decides Whether AI Security Works

In March 2026, LangChain took its coding agent from Top 30 to Top 5 on Terminal Bench 2.0 without touching the model or fine-tuning a single weight. They rebuilt only the machinery around it, comprisi...

• Keywords: harnessed agent, harness agentic, agent harness, harness agent, harness ai, harness engineered, harness context, harness engineering, harness implements, harness construct
• Source: cycode.com

ColdFusion ConfigMap Updates Not Applied Without Pod Restart

-a648dc4ecb66---4 crawled_date: 2026-09-18T12:08:02.874689+00:00 feed_url: https://towardsdev.com/feed published: Fri, 18 Sep 2026 12:06:04 GMT

ColdFusion ConfigMap Updates Not Applied Without Po...

• Keywords: kubernetes coldfusion, coldfusion kubernetes, updates coldfusion, kubernetes updates, configmap updates, restart coldfusion, configmaps update, kubernetes replaces, restarts pods, configmap update
• Source: towardsdev.com

Nunchux speeds video diffusion with value smoothing and FP8 softmax casting

Nunchux speeds video diffusion with value smoothing and FP8 softmax casting Nunchux AI's Muyang Li and collaborators report up to 1.70x faster end-to-end generation without retraining, with MiniMax H3...

• Keywords: nunchux speeds, speeds video, nunchux ai, video diffusion, video optimization, speedup video, faster vc, h3 benchmark, sparse videogen, attention speedup
• Source: runtimewire.com

There's no point at which turning your brain off will work

Being a for loop meat proxy works better than it did in early 2025 and the software I've tried that's developed like this sometimes actually sort of works. Not well enough that I'd want to use it or t...

• Keywords: meat proxy, meat proxies, employ meat, loop meat, llm productivity, proxy development, work employee5, effective meat, employee5, proxy company
• Source: danluu.com

TypeSafe’s Jev: Can decision models replace LLM judges?

This week the AI community was in uproar about Jev from TypeSafe, not just a new model but a new kind of model: one that classifies, scores, and routes but cannot write a sentence. The reason for the...

• Keywords: typesafe ai, ai evaluation, arize ai, default ai, evaluations doing, version ai, ai, jev decisions, driven evaluation, components ai
• Source: arize.com

Bend 2 and the Vibe-Coding Trap

Bend 2 and the Vibe-Coding Trap Bend 2 is being pitched as a language for the AI coding era: humans write “laws”, AI writes implementations and proofs, and the compiler checks that the proofs are soun...

• Keywords: bend laws, program bend, proof bend, laws bend, bendlang bend, bend vibe, bend requires, author bend, defined bend, talk bend
• Source: blog.liampwll.com

Cloudflare says smaller hash rings reclaimed more than 100TB of RAM

Cloudflare says smaller hash rings reclaimed more than 100TB of RAM Four engineers cut each entry from 8 bytes to 6 and reduced virtual hashes about 90%, then deployed the change without invalidating...

• Keywords: memory cloudflare, cloudflare 100tb, ram cloudflare, cloudflare analysis, cloudflare cache, cloudflare stated, hardware cloudflare, cloudflare engineering, cache cloudflare, decommissioned cloudflare
• Source: runtimewire.com

Image Generation Models Compared: Cost, Edit, Quality

Image Generation Models Compared: Cost, Edit, Quality OpenRouter · We route 52 image generation models through one API. We ran the same prompt through 20 of them and recorded what each call billed, wh...

• Keywords: cost image, image cost, priced image, image price, models cost, image expensive, cost differ, compared cost, imagegenerationrequest model, models price
• Source: openrouter.ai

Inside a YugabyteDB Internship

Inside a YugabyteDB Internship This retrospective blog from Yugabyte Software Engineer Intern Angela Xu details the projects, people, and lessons she learned during her time on YugabyteDB’s query laye...

• Keywords: joining yugabyte, organizing yugabytedb, join yugabyte, experience yugabyte, yugabytedb supports, distributed database, distributed sql, yugabyte software, yugabyte engineers, project yugabytedb
• Source: yugabyte.com

Matching OpenShift edge topologies to your physical footprint

In Red Hat edge platforms: Choosing the right one for your use case, we discussed multiple options with Red Hat Device Edge. Now let's take a closer look at the topologies of Red Hat OpenShift and whe...

• Keywords: kubernetes platform, edge infrastructure, cloud edge, enterprise kubernetes, openshift enterprise, openshift virtualization, kubernetes functionality, cloud environments, availability kubernetes, edge server
• Source: developers.redhat.com

Microsoft explains why restarting Windows can shut it down more completely than actually shutting it down

If you thought shutting down your Windows PC every time after hours of work would give it a fresh start when you turn it back on, well, you were wrong. Turns out, if Fast Startup is enabled, which it...

• Keywords: shutdown windows, shutting windows, windows shut, windows startup, shutdown boot, shutdown restart, startup windows, microsoft shutdown, windows slower, shutdown skips
• Source: windowslatest.com

Multi-Agent Coding Isn’t Enough — Agents Need a Commitment Layer

Multi-Agent Coding Isn’t Enough — Agents Need a Commitment Layer Multi-agent coding systems don't necessarily fail because agents can't communicate. They can fail because important commitments made in...

• Keywords: cooperating agents, agent commitments, agents communicate, agent coordination, agent commitment, agents reliable, agent conversations, agents task, agents talk, agent messages
• Source: towardsdatascience.com

PyTorch Day Japan 2026 Comes to Tokyo on December 10

PyTorch Day Japan 2026 will bring the open source AI community together in Tokyo on December 10 for a full day of technical talks and interactive discussions designed to foster knowledge exchange and...

• Keywords: ai open, proposal pytorch, hosted pytorch, developments pytorch, pytorch enthusiasts, open pytorch, pytorch models, ai community, pytorch foundation, bringing pytorch
• Source: pytorch.org

Release v0.29.0 · warp-tech/warpgate

Note Would you kindly spend 5 minutes to give your feedback on your deployment and what you'd like to see in Warpgate? Multiple changes in this release have been proposed by users like you through thi...

• Keywords: terraform provider, kubernetes access, kubernetes sessions, kubernetes clients, existing kubernetes, compatible terraform, terraform, warpgate approval, kubernetes operator, kubernetes exec
• Source: github.com

A quartet of Linux local root vulns: DirtyAH6, PPPoEject, TUNderflow, and DiagSpill

oss-sec mailing list archives A quartet of Linux local root vulns: DirtyAH6, PPPoEject, TUNderflow, and DiagSpill From: manizada <manizada () pm me> Date: Fri, 18 Sep 2026 06:15:07 +0000 Hi folks, Ema...

• Keywords: _corruption bugs, root vulnerabilities, corruption bugs, vulnerabilities linux, vulns _corruption, dirtyah6 cve, bugs root, bugs corrupt, vulns dirtyah6, dependencies dirtyah6
• Source: seclists.org

Apple Video Decode Driver Posted For Upstream Linux Kernel Review

Apple Video Decode Driver Posted For Upstream Linux Kernel Review The latest Apple Silicon enablement code working its way from the Asahi Linux project toward the upstream Linux kernel is the AVD driv...

• Keywords: video decode, apple video, video decoder, av1 support, avd firmware, decoder supports, kernel avd, video linux, video decoding, decoder hardware
• Source: phoronix.com

ColdFusion Blue-Green Deployment Causing Session Inconsistencies

-a648dc4ecb66---4 crawled_date: 2026-09-18T12:08:02.874689+00:00 feed_url: https://towardsdev.com/feed published: Fri, 18 Sep 2026 12:05:37 GMT

ColdFusion Blue-Green Deployment Causing Session In...

• Keywords: coldfusion sessions, sessions coldfusion, downtime coldfusion, cause coldfusion, coldfusion stateless, fixing coldfusion, coldfusion performance, systematically coldfusion, coldfusion environments, coldfusion blue
• Source: towardsdev.com

HEIF Heist: image parser RCE exploit

What is HEIF Heist? A bug that could have allowed us to HEIF Heist is Hacktron's name for a class of remote attack paths targeting services that decode attacker-controlled HEIF, HEIC, or AVIF images....

• Keywords: vulnerabilities imagetragick, vulnerability image, heif heist, heist hacktron, heic files, heist bug, images exploiting, origin heif, heist memory, heif heic
• Source: heif-heist.com

How Page built its AI-powered legal platform on reliable document infrastructure

How Page built its AI-powered legal platform on reliable document infrastructure Table of contents “Nutrient solved the fundamental problem for us. We’re a legal tech platform, and law involves review...

• Keywords: document infrastructure, document review, pdf infrastructure, review documents, reliable document, documentation viewer, flexible document, document features, review files, reviewed files
• Source: nutrient.io

Why Does an npm Math Library Need an Encrypted Loader?

Why Does an npm Math Library Need an Encrypted Loader? On this page We found a loader for encrypted code inside [email protected] , an npm mathematics library. It takes a password from the data passed...

• Keywords: loader encrypted, packages decrypt, encrypted loader, decrypts loads, decrypt payload, function decrypts, encrypted code, encrypted payload, overwrites encrypted, paths encrypted
• Source: safedep.io

Building a Harness with Jev

Agents run in a loop: an LLM decides what to do, a tool executes, a model evaluates the results, and then continues in that loop until the task is complete. Agents and LLMs were initially difficult to...

• Keywords: jev model, model jev, ai models, langchain agents, agents langchain, agents llms, uses jev, task agent, agent loop, agents classifier
• Source: langchain.com

OpenAI Agents Turned RubyGems Into a Scraping Proxy

On this page AI agents are evolving quickly. They no longer just answer questions, they take actions, solve obstacles, and keep going until the job is done. That persistence is the selling point, but...

• Keywords: rubygems agent, malicious rubygems, ran rubydoc, crawler rubydoc, rubydoc runs, rubydoc info, rubygems ai, ruby infrastructure, rubygems researchers, rubydoc servers
• Source: safedep.io

Part 1: Why "Less Is More" in Symantec PAM Clustering

Part 1: Why "Less Is More" in Symantec PAM Clustering Why adding nodes to your primary site hurts performance, and how to scale with secondary sites instead

• Adding a fourth or fifth node feels like...

• Keywords: maximize availability, availability nodes, availability infrastructure, downtime scaling, high availability, site cluster, availability building, cluster scale, latency resiliency, scaling downtime

• Source: security.com

Code Scans

Today we’re introducing Code Scans: a new way to turn broad engineering goals into concrete improvements across your codebase. Tell Devin what you want to achieve, and it helps you investigate what ne...

• Keywords: code scans, investigating codebase, codebase investigation, improvements codebase, scans investigate, agents investigate, optimizing codebase, project investigating, investigate build, scans built
• Source: devin.ai

OpenJev

02A / direct readout Choice probabilities Read the model’s choice logits and normalize only across the options you supplied.

• total

• —

• input

• —

• output

• 1 readout A live, local experiment A loc...

• Keywords: minicpm5 2b, minicpm5, minicpm, size minicpm, readout choice, model read, try minicpm5, options decoding, read model, model loading

• Source: openjev.com

Trusting the Model is Not an AI Security Strategy

Trusting the Model is Not an AI Security Strategy Model safety and deployment safety are two different disciplines with two different owners. Here is what enterprises are responsible for, and what it...

• Keywords: models trusted, ai security, model safety, ai risk, safety deployment, trusting model, deployment safety, advancement safety, enterprise ai, ai organizations
• Source: coder.com

Introducing Syntax Highlighting in Microsoft’s CLI Text Editor: A Game Changer for Developers!

Introducing Syntax Highlighting in Microsoft’s CLI Text Editor: A Game Changer for Developers! Microsoft’s open-source command-line text editor, Edit, has received a significant update with the releas...

• Keywords: text editor, syntax highlighter, syntax highlighting, lightweight syntax, editor equipped, complex editors, editor, text editing, editor edit, cli text
• Source: serverhost.com

Leave the Class Path in the Rearview Mirror

-2615bd06b42e---4 crawled_date: 2026-09-18T16:08:49.502424+00:00 feed_url: https://netflixtechblog.com/feed published: Fri, 18 Sep 2026 16:01:02 GMT

Leave the Class Path in the Rearview Mirror In...

• Keywords: java modules, java module, tools java, module descriptor, modern java, builds java, jdk tooling, java mature, java developers, java need
• Source: netflixtechblog.com

The feature works. But does it belong?

TRM Labs’ Rahul Raina and CodeRabbit’s Harjot Gill on choosing, validating, and shipping work as agents take on more development. In the first episode of CodeRabbit’s Founder to Founder, moderator Eri...

• Keywords: trm agents, agents development, coding agents, agents investigate, development trm, engineer agents, helping agents, trm developing, validation agents, agents
• Source: coderabbit.ai

What’s Actually Inside 24,723 Tokens of a Search Result? We Broke It Down, Field by Field

It’s no secret that AI agents burn massive amounts of tokens on search results and file retrievals. They pull in dozens of full-length files, logs, and comment blocks, and just reading through those m...

• Keywords: tokens search, tokens serpapi, fewer tokens, serpapi apis, usage serpapi, markdown search, search coffee, tokens aiding, tokens mention, token usage
• Source: machinelearningmastery.com

Changing the game: How Google uses agentic AI to secure hundreds of millions of lines of code

Changing the game: How Google uses agentic AI to secure hundreds of millions of lines of code Andrés Lagar-Cavilla Distinguished Engineer, Google Parthasarathy Ranganathan VP, Engineering Fellow AI is...

• Keywords: ai secure, agentic vulnerability, vulnerability scanning, ai scans, security agents, developer agents, ongoing vulnerability, development scanning, hundreds vulnerabilities, attacker agent
• Source: cloud.google.com

Lovable acquires Sutro to make software easier to explain and easier to trust

As more people build and ship software, understanding it has to be as effortless as building it—knowing what a system can and will do, and why, without having to untangle the complexity underneath. Wh...

• Keywords: complexity sutro, lovable technical, sutro engineers, sutro team, sutro, sutro making, sutro founder, software build, trust software, software production
• Source: lovable.dev

Photon-Emission-Guided Laser Fault Injection Enables RP2350 Secure Debug

Photon-Emission-Guided Laser Fault Injection Enables RP2350 Secure Debug Differential photon-emission microscopy localized debug enable register activity and narrowed the laser search before SWD-guide...

• Keywords: rp2350 security, debugger secure, protections rp2350, debug laser, rp2350 hacking, hardware security, secret debugen_lock, rp2350 secure, rp2350_hacking_challenge rp2350, lock firmware
• Source: donjon.ledger.com

[email protected]

f52d4b7: Add ai.ask.headers to send static request headers to the Ask AI provider on every backend (gateway, OpenRouter, and the OpenAI-compatible providers), so a shared LLM backend can identify the...

• Keywords: blume component, steps blume, blume dev, component callout, search dialog, blume nav, caller external, blume, mdx body, ask headers
• Source: useblume.dev

Building custom financial reconciliation workflows with Stripe

[B] Blog [E] Events [D] Docs [Y] Youtube [G] Github [M] Meetups [U] Community Building custom financial reconciliation workflows with Stripe / Metadata Date: 2026.9.18 Author: Maia Robinson Reading ti...

• Keywords: stripe developers, stripe enterprise, stripe developer, stripe discord, workflows stripe, join stripe, integrate stripe, stripe, users stripe, stripe learn
• Source: stripe.dev

Genkit CLI & Dev UI 1.43: Improved human-in-the-loop testing and log viewing

Genkit CLI & Dev UI 1.43: Improved human-in-the-loop testing and log viewing Genkit CLI and Developer UI 1.43 makes it easier to test human-in-the-loop agents and inspect execution logs in both the br...

• Keywords: genkit log, logs genkit, inspect execution, ui trace, tool interrupts, agent genkit, workflows genkit, genkit cli, execution logs, configuredgenkit_log
• Source: genkit.dev

Grok Voice Transcribe 2.0

Announcing SpaceXAI's newest speech-to-text model, with unparalleled accuracy and cost effectiveness. Today we're releasing Grok Voice Transcribe 2.0, our latest speech-to-text model. Across our real-...

• Keywords: voice grok, voice transcribe, grok voice, voice assistant, audio grok, voice commands, voice agents, models speech, speech text, grok assistant
• Source: x.ai

Day 0 Support: Qwen3.8-Omni-Flash

Day 0 Support: Qwen3.8-Omni-Flash LiteLLM supports qwen3.8-omni-flash on day 0 through the DashScope provider, with text, image, audio and video input and text output. Audio and video content parts pa...

• Keywords: qwen3 omni, cheaper qwen3, supports qwen3, support qwen3, running qwen3, dashscope qwen3, qwen calls, omni flash, qwen3, omni model
• Source: docs.litellm.ai

New Model Available: GLM 5.3 FlashX

GLM-5.3-FlashX is a faster and smoother version of GLM-5.3-Flash, delivering inference speeds of up to 200 tokens/s. GLM-5.3-FlashX is a native multimodal model from Z.ai. It is suited for efficient c...

• Keywords: glm flashx, glm flash, flashx faster, throughput live, tokens glm, ai gateway, glm, flashx, workloads, flash delivering
• Source: zenmux.ai

The DevFest Community Workshop Experience: Building Real Agents Together

The DevFest Community Workshop Experience: Building Real Agents Together Christina Lin Developer Relations Engineering Manager This week we kicked off the DevFest season in North America at Google Hud...

• Keywords: agent development, experience devfest, workbench developers, workshop experience, developers, devfest community, boilerplate engineers, engineering teams, developer expert, prompt engineering
• Source: cloud.google.com

Build And Understand a Vector Database From Scratch in 10 Easy Steps

In this article, you will learn how a vector database works under the hood by building one from scratch in ten incremental steps using Python and NumPy. Topics we will cover include:

• How documents a...

• Keywords: vector database, vector databases, vectordb, databases vector, creating vectordb, vector search, vector_db, vectors searched, vector_db py, metadata vectors

• Source: machinelearningmastery.com

Defining the Standard for AI Security

Palo Alto Networks Named a Market Shaper in 2026 September Gartner® Emerging Market Quadrant for AI Application Security — Established Vendors. When we set out to solve AI security, we knew it was an...

• Keywords: ai security, securing ai, secure ai, enterprise ai, secure agentic, ai workflows, agents enterprise, deploy ai, secure enterprise, security capabilities
• Source: paloaltonetworks.com

GrassLobster: AI Agentic Generation of Parametric Geometry Workflows

GrassLobster AI Agentic Generation of Parametric Geometry Workflows Personal project · Prototype 1 · Work in progress Experimental. Not yet validated for general use. Provided as is. More will follow....

• Keywords: grasshopper architecture, grasshopper workflow, projects grasshopper, agent geometry, geometry agents, grasshopper model, models grasslobster, model grasslobster, idea grasslobster, parametric workflow
• Source: miro.vision

LangChain adds Jev as decision-model infrastructure for agent workflows

LangChain@LangChainLangChain 🤝 Jev!Sydney Runkle@sydneyrunkle4hArticleBuilding a Harness with JevAgents run in a loop: an LLM decides what to do, a tool executes, a model evaluates the results, and th...

• Keywords: harness jevagents, jevagents run, loop task, executes model, tool executes, executes, loop llm, agents llms, decides tool, run loop
• Source: x.com

Spotter Memory Is Live: Your AI Analyst Stopped Forgetting

Spotter Memory is now generally available. 📌 Key takeaways

• 1. Spotter Memory is generally available in ThoughtSpot. Spotter keeps the business definitions and query paths it learns instead of starti...

• Keywords: spotter memory, memory spotter, remembering spotter, spotter remembers, memory generally, spotter remember, spotter learns, memory agent, memory way, memory environments

• Source: thoughtspot.com

MilleMiglia: A realistic instance generator for middle-mile logistics

Algorithms & Theory

• Keywords: algorithms theory, algorithms, theory
• Source: research.google

Systemd is a suite of basic building blocks

systemd is a suite of basic building blocks for building a Linux OS. It provides a system and service manager that runs as PID 1 and starts the rest of the system. The logo builds on the most iconic v...

• Keywords: logotype uses, logotype, systemd green, rest logo, identify systemd, logo designed, alternate logo, logo, logo used, colors systemd
• Source: brand.systemd.io

The C++20’s u8/char8_t Backward-Compatibility Fiasco

There is a myth according to which every new C++ version is backward compatible with the older versions. While there is a common general trend to try and keep backward compatibility across different C...

• Keywords: const char8_t, char8_t const, backward compatibility, char8_t based, char8_t switching, const char, string compiler, utf8text int, char utf8text, msvc compiler
• Source: giodicanio.com