Daily Tech News - 2026-08-11

The tech world is buzzing as the industry shifts from simple AI chatbots to sophisticated, autonomous agents, with today's announcements revealing the new tools and platforms powering this transition. NVIDIA is at the forefront, releasing Nemotron 3.5 Lightning and the NeMo Switchyard, a clever system for routing AI agent workloads across different models to optimize for cost and capability. This reflects a growing trend of building smarter, more efficient AI systems, with developers exploring how to add persistent memory to agents and questioning whether every task truly requires a costly frontier model.

This agent-driven future is also getting a major performance boost, as new tests show LLM inference running up to 16 times faster on Apple Silicon and macOS VMs, making powerful local models more viable than ever. The developer landscape is evolving in response, highlighted by the landmark 1.0 release of Mojo, the Python-superset language designed for AI development. In the cloud-native ecosystem, the CNCF's graduation of Cloud Native Buildpacks marks a significant step in standardizing how applications are containerized.

As agents become more capable, security and observability are becoming paramount. Developers are tackling challenges from securing network access with better sandboxing to managing credentials with "OAuth for Agents." Meanwhile, open-source communities like the OpenSearch Observability TAG are celebrating a year of progress in building the tools needed to monitor these complex, distributed systems.

Featured Articles

Nvidia Nemotron 3.5 Lightning

Instructions to use nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries
Transformers How...
Keywords: nvidia nemotron, nemotron nvidia, nemotron lightning, parser nemotron_v3, parser nemotron_3, config nemotron, nemotron_v3 tool, data nemotron, nemotron_3 tool, trained nemotron
Source: huggingface.co

PowerSync Changelog: June & July 2026

In the last edition I wrote about overhauling and shipping v2.0 of our Dart SDK. It's important to us that PowerSync is well-maintained, so this time we extended that effort to our JavaScript SDKs. We...

Keywords: powersync cloud, powersync maintained, azure cosmos, important powersync, terraform provider, built powersync, reimplementation powersync, official terraform, documentdb azure, azure documentdb
Source: powersync.com

Apple Silicon and macOS VMs: 11–16× Faster LLM Inference with Llama.cpp

Published on August 11, 2026 by Francesco Bonacci and Johnny Franks If you've been following Cua from the start, you may remember that it began with a Show HN launch for Lume, our macOS virtualization...

Keywords: metal virtualization, macos virtualization, gpu macos, gpu virtualization, macos vm, apple virtualization, silicon macos, macos vms, virtual gpu, gpu guest
Source: github.com

bitdrift brings ClickHouse-powered mobile observability to ClickStack

Today, we're pleased to announce that bitdrift has officially joined House Mates as a mobile observability partner for ClickHouse, bringing mobile-native telemetry, tracing, and debugging to ClickStac...

Keywords: observability clickstack, observability clickhouse, bitdrift clickstack, infrastructure bitdrift, clickstack bitdrift, bitdrift clickhouse, clickstack uses, clickhouse bitdrift, used clickstack, clickstack tracing
Source: clickhouse.com

The whole of PyTorch on one page

Loss, Death, Robots, Part 0

The Map (this part)
Tensor
Autograd
Daily PyTorch
Seeing PyTorch
The Machinery
Extending PyTorch
The Compiler
Kernels & Hardware
Distributed
Ship It -...
Keywords: pytorch writes, pytorch computes, docs pytorch, pytorch documentation, pytorch compiler, pytorch org, machine pytorch, pytorch read, compiled pytorch, pytorch runs
Source: tensor.khalilli.ai

How to Add Memory to OpenClaw Agents: Persistent Context Across Sessions

In the fast-evolving realm of artificial intelligence, the ability to maintain context across interactions is becoming increasingly crucial. Imagine an AI-driven chatbot that could remember past conve...

Keywords: openclaw ai, persistence ai, memory ai, driven chatbot, ai agent, openclaw agent, openclaw agents, ai agents, chatbot remember, agent memories
Source: collabnix.com

NVIDIA JetPack 7.2.1 Adds Agentic Video Skills and T3000 Emulation

Video is a core data path across NVIDIA Jetson applications, from robotics and intelligent video analytics to industrial automation, healthcare, media processing, and remote operations. A system may c...

Keywords: pynvvideocodec jetson, nvidia jetson, nvidia jetpack, pynvvideocodec nvidia, nvdec pynvvideocodec, gpus pynvvideocodec, sdk pynvvideocodec, pynvvideocodec programming, pynvvideocodec use, support pynvvideocodec
Source: developer.nvidia.com

What I learned by putting GitHub Copilot behind a MitM proxy

I put GitHub Copilot Behind a MITM Proxy. Here's What I found. A look inside Copilot’s network traffic, harness, memory, and how context is becoming the product. Hello, Rafael here - every week I cove...

Keywords: apps ai, ai applications, ai native, desktop ai, features apps, ai tools, building ai, tools ai, app development, ai features
Source: lighthousenewsletter.com

When the human is the Workflow: Durable Execution in harsh physical field operations

Solving distributed state: surviving the 7:02 AM network drop# A field technician taps "Clock in" at 7:02 AM. The app spins. Signal drops. They tap again. Forty minutes later, three queued requests dr...

Keywords: worker clock, clock workflow, clock technician, clockoutdate jobdocuments, clock progress, temporal workflow, clock waits, temporal schedule, workflow temporal, clock ins
Source: temporal.io

New in Render: Do more with your coding agent

Coding agents are pretty good at writing code. But without the right tools and guardrails, they can still struggle with deploying that code, querying a database, and operating your infrastructure. Ren...

Keywords: agent render, render services, agents render, mcp render, render mcp, infrastructure render, manage render, authenticate render, deploy render, use render
Source: render.com

Issue #030 - Mount storm: 20,200 syscalls to start 100 pods

Issue #030 - Mount storm: 20,200 syscalls to start 100 pods User namespaces made containers safer and rewrote the arithmetic of startup, and the global lock underneath is a pattern you have met before...

Keywords: mount container, unmounts containerd, container runtime, shared container, docker containerd, containers sharing, containerd containerd, container load, launch pods, pods node
Source: podostack.com

Route AI Agent Workloads Across Models with NVIDIA NeMo Switchyard

Building an AI agent does not end with choosing a single model. Each model has its own strengths, weaknesses, and cost profile, which can shift from one workload to another—or even within the same wor...

Keywords: nvidia ai, task nvidia, models routing, workload models, ai gateway, model routing, ai workflows, nvidia nemo, agent workloads, routing agents
Source: developer.nvidia.com

Antirez/h3.c: MiniMax H3 inference engine for Mac computers

Native MiniMax-H3 inference for Apple Silicon. The project is being built as a sequence of working vertical slices: deterministic host/model metadata first, then portable Metal block parity, prompt en...

Keywords: h3 minimax, minimax h3, h3 ffmpeg, h3_ffmpeg h3_ffprobe, h3_ffmpeg, h3_ffprobe, incremental h3, h3 camera, example h3, h3 inference
Source: github.com

Building open-source observability together: The OpenSearch Observability TAG turns one

One year ago, OpenSearch launched the OpenSearch Observability Technical Advisory Group (TAG)—a community-driven group providing strategic direction and technical guidance for observability within the...

Keywords: observability opensearch, opensearch observability, opensearch roadmap, opensearch technical, capabilities opensearch, opensearch prometheus, opensearch ecosystem, concept opensearch, opensearch industry, investigation opensearch
Source: opensearch.org

CNCF Announces Graduation of Cloud Native Buildpacks, Advancing the Standard for Container Builds

Project reaches broad production adoption for transforming application source code into OCI-compliant container images across cloud environments Key Highlights:

Cloud Native Buildpacks has graduated...
Keywords: cloud native, buildpacks cloud, native infrastructure, developers platform, developer platforms, native software, container builds, native buildpacks, native applications, cloud foundry
Source: cncf.io

Modular: Modular 26.5: Mojo 1.0 is here!

Today, the Mojo language officially reaches 1.0: a milestone the language has been building toward since its first release in 2023. Mojo has grown into a general-purpose language with a vibrant develo...

Keywords: mojo developers, mojo compiler, mojo language, upgrade mojo, mojo improvements, mojo roadmap, changelog mojolang, mojo changelog, renamings mojo, mojolang org
Source: modular.com

How many of your agent's calls actually need a frontier model?

Key Takeaways

Not all turns need your best model. We measured 7%, and those calls carried 68% of the bill
Routing is a trade. 74% cheaper for about six points of accuracy reduction
Run the cost...
Keywords: routing nvidia, heuristic nvidia, routing cost, routed cost, model routing, routing models, model costs, route efficient_model, accuracy cost, nvidia nemotron
Source: langchain.com

Open-Source NVIDIA "Nova" Driver Sees More Functionality For Linux 7.3

Open-Source NVIDIA "Nova" Driver Sees More Functionality For Linux 7.3 Sent to DRM-Next this week was the DRM Rust core and driver changes targeting the upcoming Linux 7.3 merge window. There continue...

Keywords: nvidia nova, nvidia kernel, nvidia engineers, nvidia intriguing, various nvidia, improvements nvidia, source nvidia, nvidia, gpu support, nvidia gpu
Source: phoronix.com

No, local models will not win

No, local models will not win Every time a new open-weight AI model is released, people say that local models are the future. Why spend billions of dollars building out datacenters when everyone will...

Keywords: datacenter models, ai datacenters, gpu cluster, datacenter model, datacenters local, model locally, datacenter inference, locally datacenter, datacenters possible, inference datacenters
Source: seangoedecke.com

Non-Functional Requirements (NFRs)

-a648dc4ecb66---4 crawled_date: 2026-08-11T11:00:20.161967+00:00 feed_url: https://towardsdev.com/feed published: Tue, 11 Aug 2026 10:58:19 GMT

Non-Functional Requirements (NFRs) When I entered t...

Keywords: requirements nfrs, term nfr, nfr, nfrs engineer, nfrs, negotiable nfrs, functional requirements, thinking nfrs, nfrs day, nfrs entered
Source: towardsdev.com

OAuth for Agents

Agents are unusually capable credential-handling tools. They read logs, execute commands, inspect files, call external services, and frequently operate on inputs that weren’t written by the person who...

Keywords: agent auth, trusting agent, auth agent, account agent, agent workload, cloud credentials, agent identity, persistent credentials, agent agent, impersonate service
Source: blog.exe.dev

NVIDIA Nemotron 3.5 Lightning and NeMo Switchyard Deliver Faster, Smarter, More Efficient Agentic AI

As AI shifts from chatbots to autonomous agents, open models are serving market demands for full control over where AI runs and how it’s deployed and evolves. Today, NVIDIA is expanding its Nemotron 3...

Keywords: ai gateway, nvidia nemotron, agent nemotron, workloads nemotron, nvidia nemo, benchmarks nemo, customizable nemotron, nemotron lightning, tasks nemotron, routing nemo
Source: blogs.nvidia.com

A sandbox without a network boundary is only half a sandbox

Running untrusted code safely requires more than separating it from the host. You also have to control what that code can reach. This matters more as AI agents gain the ability to read files, execute...

Keywords: isolation control, environment isolation, network isolation, isolation, sandbox trusted, outside microvm, isolation granular, microvm prevent, isolation egress, control sandbox
Source: vercel.com

Dell Pro Precision 5 16s Intel Review: 24 Hours of Battery in a 16-Inch Workstation

The Dell Pro Precision 5 16s Intel is a 16-inch mobile workstation built for users who want more screen space while keeping the system reasonably portable. Our review unit pairs the Core Ultra X9 388H...

Keywords: dell pro, 16s intel, notebook dell, dell uses, intel 16, design dell, compared intel, workloads dell, visit dell, available dell
Source: storagereview.com

Kimwolf v7: An Evolution of the Kimwolf Botnet

Content Warning We are providing a content warning because the following article contains usage of a racial slur by a threat actor, which Unit 42 does not condone in any instance. We have partially re...

Keywords: kimwolf botnet, ddos bot, byte onion, ddos mitigation, layer ddos, ddos stealth, based ddos, ddos, disrupted botnet, service ddos
Source: unit42.paloaltonetworks.com

The dangers of Postgres subtransactions

A single transaction that accumulates numerous subtransaction IDs can significantly reduce throughput across an entire PostgreSQL cluster. It can also stop a new read replica from accepting queries, e...

Keywords: postgresql writes, postgresql reads, replica postgresql, understand postgresql, postgresql read, pgsql uses, reads replicas, reads replica, postgresql periodically, transactions wal
Source: planetscale.com

Extending Agentforce with External MCP Tools via MuleSoft

Agentforce agents excel at streamlining Salesforce-native operations, from surfacing CRM insights and querying knowledge bases to automating complex record workflows. Using new MCP (Model Context Prot...

Keywords: timezonemcp tools, mcp agentforce, mcp agents, agentforce integration, mcp servers, timezonemcp mcp, available timezonemcp, agent mcp, agents mcp, mcp server
Source: developer.salesforce.com

Agent Harnesses and Work Systems: A Common Vocabulary for AI Agents

Agent Harnesses and Work Systems: A Common Vocabulary for AI Agents Separate models, runtimes, skills, tools, guardrails, and governed jobs so engineering, finance, and HR can adopt agents with clear...

Keywords: agent tools, agent workforce, agents manage, agent work, agents automated, manages agent, workflows agents, agent harnesses, work agent, jobs agents
Source: the-main-thread.com

Just-in-time access to HashiCorp Vault using the Red Hat Ansible Automation Platform OIDC provider

Centralized secrets management platforms, like HashiCorp Vault, enable organizations to protect some of their most sensitive values (think passwords, tokens, or any type of content that may be deemed...

Keywords: vault ansible, credentials hashicorp, authentication ansible, secret ansible, vault auth, authenticating ansible, authentication secrets, secretvalue ansible, secrets management, vault secrets
Source: developers.redhat.com

NVIDIA and Local AI Community Fuel Open Source Models and Intelligent Agents

The open source ecosystem is making it easier for AI enthusiasts and developers to build, customize and run increasingly capable agents locally. Throughout August, NVIDIA is celebrating the partners a...

Keywords: intelligence nvidia, nvidia rtx, rtx ai, nvidia blackwell, nvidia introduces, follow nvidia, nvidia collaborated, ecosystem nvidia, nvidia nemo, nvidia cloud
Source: blogs.nvidia.com

Open-sourcing Metals v2: Databricks’ Java and Scala language server for multi‑million line codebases

How closing the code intelligence gap made Cursor work for our 26M-line Bazel monorepo Most code at Databricks is now written by agents. For the moments engineers still go hands-on, they reach for lig...

Keywords: scala codebase, code databricks, lightweight editors, editor metals, codebases databricks, databricks broadest, standardizing databricks, lightweight editor, outside databricks, unified tooling
Source: databricks.com

Show HN: Mcptoon – MCP CLI client that cuts tool discovery tokens by 97%

MCP tool discovery costs 10,000+ tokens. mcptoon costs 350. One MCP client for every AI agent. Cross-platform. Zero dependencies. If this saves you tokens, please star the repo — it helps others disco...

Keywords: tokens mcp, mcp overhead, mcp tools, mcp client, mcp tool, tokens mcptoon, import mcpclient, py mcpclient, tools token, mcptoon_agent_type
Source: github.com

Extending immutability: deletion without losing data

Extending immutability: deletion without losing data Tigris has a pretty advanced replication scheme for writes. What happens when you actually need to delete things? Turns out deleting things is hard...

Keywords: tigrisdata storage, soft deletes, soft deletion, metadata recycle, deletes tigris, uses delete, like recycle, soft delete, object storage, deleting objects
Source: tigrisdata.com

Stealing Reasoning Traces from Proprietary LLM APIs

GPT-5.2 Codex encrypted_content · decoded with GPT-5.6 Luna Terminal-Bench sanitize-git-repo task [ … ] No matches. But we need to ensure no API keys present maybe other tokens, like openai. But reque...

Keywords: grep api_key, patterns api_key, api keys, sanitize git, like api_key, apikey secret, sanitize api, api_key apikey, api_key, apikey token
Source: stolen-thoughts.com

Thinking of ACE? We Can Do It with Fewer Tokens

Thinking of ACE? We Can Do It with Fewer Tokens Give an LLM agent a realistic multi-step task — split a bill, find a song, reconcile an order across nine simulated apps — and when it fails, it usually...

Keywords: agent learns, agentic memory, learnable agent, learns, ace agent, agent ace, reusable lessons, evolving playbook, reliably learnable, learned app
Source: huggingface.co

Muse Glimmer 30B Architecture Notes

Muse Glimmer 30B Architecture Notes Whoa, Meta released a new open-weight LLM yesterday, something that hasn’t happened since the good old Llama days. Their Meta Muse Glimmer model is a 30B multimodal...

Keywords: muse glimmer, meta muse, muse spark, muse, meta glimmer, model glimmer, compared qwen3, glimmer model, distilled muse, bf16 muse
Source: sebastianraschka.com

A practical guide to solving when zero+zero=two in mesh observability

A Service Mesh like Istio, together with Kiali gives you a lot on day one. You install the mesh, point Prometheus at it, and suddenly you have request rate, latency, error rate, and a fairly good pict...

Keywords: istio tracing, istio prometheus, prometheus logs, kiali workflow, fix istio, istio installed, istio io, instrumented istio, gives istio, service mesh
Source: cncf.io

Arize AX adds native support for OpenTelemetry GenAI semantic conventions

Co-Authored by Chris Cooning, Head of Product Marketing & Dheeraj Bandaru, Product Manager. If your framework or managed agent platform already emits OpenTelemetry gen_ai.* spans, you shouldn’t need t...

Keywords: opentelemetry gen_ai, gen_ai telemetry, genai semantic, telemetry genai, gen_ai attributes, gen_ai usage, gen_ai vocabulary, opentelemetry genai, supported gen_ai, genai openinference
Source: arize.com

Introducing the Hostinger Discord community: Connect, learn, and build together

Introducing the Hostinger Discord community: Connect, learn, and build together You’ll find extensive tutorials, documentation, and learning resources on Hostinger Tutorials or Hostinger’s Knowledge B...

Keywords: hostinger discord, discord community, discussions discord, community forums, organize discord, traditional forums, forums built, knowledge discord, discord, forums
Source: hostinger.com

Shared Code Between Package Managers

Writing up the package manager CWEs list and then the --end-of-options survey, both of which come down to the same bug being fixed independently in tool after tool, left me wondering how much code the...

Keywords: manager packages, package managers1, package manager, package management, uv pixi, packages pixi, packages yarnpkg, package npm, npm package, uv git
Source: nesbitt.io

The Strawberry Problem

The Strawberry Problem Language models fail spelling tests not because they cannot think, but because they have never once seen a letter. The Mirror Test, Part I: Reading In the summer of 2024, a frui...

Keywords: sentence strawberry, understand strawberry, spell strawberry, reading strawberry, word strawberry, strawberry letter, strawberry answer, spelling tests, strawberry story, strawberry vocabularies
Source: robonaissance.com

Untitled

This is a guest post from Omri Bruchim, AI Engineering Group Lead, monday.com In early testing, more tools made Sidekick feel more capable. In production, they made it worse. This is the story of how...

Keywords: tools sidekick, sidekick chatbot, sidekick ai, agent tools, sidekick work, management sidekick, build sidekick, sidekick create, sidekick answering, item sidekick
Source: langchain.com

Everything hackable will get hacked

Over the past year, AI models have become much more capable of performing cybersecurity work. These changes are reshaping both the threats facing the web and the tools available to defend it. Right no...

Keywords: defensive cybersecurity, models defensive, offensive cybersecurity, cybersecurity defense, model cybersecurity, threat ai, defense ai, offensive model, cybersecurity threat, offensive security
Source: vercel.com

From Plan-Build-Run to Specify-Generate-Verify-Operate

For about twenty years, most IT organisations were built around three words: Plan, Build, Run. It was a good model. It gave everyone a place. Plan owned the budget and the roadmap. Build owned the cod...

Keywords: ai agents, agent project, agent write, agents spec, specification run, specification changes, development model, driven development, specification input, architecture
Source: martinelli.ch

What's new in pg_clickhouse v0.10.0: Subqueries, TPC-H Speedups, C Driver, and Aggregates

Continuing our investment in pg_clickhouse, improving pushdown coverage for analytic workloads has remained our top focus, with full pushdown across the TPC-H benchmark suite as our immediate metric....

Keywords: tpc benchmark, pg_clickhouse outperforms, pg_clickhouse improving, pg_clickhouse pushes, tpc queries, pg_clickhouse push, benchmark suite, pg_clickhouse checks, push tpc, query pg_clickhouse
Source: clickhouse.com

What's new in VictoriaMetrics Anomaly Detection (Q2 2026)

Blog /
What's new in VictoriaMetrics Anomaly Detection (Q2 2026) Summary: The Q2 2026 development cycle moved VictoriaMetrics Anomaly Detection toward one simpler, continuously adapting workflow....
Keywords: anomaly alerts, detected anomalies, new anomaly, victoriametrics anomaly, anomaly detection, anomaly setting, updates victoriametrics, measured anomaly, identify anomalies, detection updates
Source: victoriametrics.com

Auth for a Postgres App, Without a Separate Service

Auth for a Postgres App, Without a Separate Service Adding authentication to an app usually means running a second system. You already have Postgres for your data, and now you stand up an auth service...

Keywords: auth postgres, auth service, authentication app, authentication, auth setups, identity sync, auth, adding authentication, putting auth, oauth
Source: devops-daily.com

Convert DOCX, EPUB, Markdown, and HTML to PDF in Node.js

Convert DOCX, EPUB, Markdown, and HTML to PDF in Node.js Table of contents md-to-pdf , and Puppeteer. This tutorial also covers OCR processing with ocrmypdf and a complete upload processing pipeline.-...

Keywords: pdf puppeteer, processing ocrmypdf, markdown puppeteer, ocrmypdf options, run ocrmypdf, markdown pdf, use ocrmypdf, ocrmypdf complete, pdf ocrmypdf, pdf markdown
Source: nutrient.io

Linux Mint to Automatically Remove Old Kernel Versions: What You Need to Know

Linux Mint to Automatically Remove Old Kernel Versions: What You Need to Know Linux Mint has introduced significant changes to its kernel management system by implementing an automatic cleanup process...

Keywords: updating kernels, kernel versions, older kernels, linux mint, kernel management, mint automatically, obsolete kernels, removed kernels, old kernel, tracked kernels
Source: serverhost.com

Unsloth Desktop connects locally run models to Claude Code and Codex

Brothers Daniel and Michael Han released a native desktop app for Unsloth AI on Tuesday, packaging the startup's local model training and inference software for Mac, Windows and Linux. https://x.com/U...

Keywords: app unsloth, unsloth ai, unsloth studio, models unsloth, engineering unsloth, local unsloth, unslothai announced, unslothai, unsloth, ai unslothai
Source: runtimewire.com

Who Decides Which Model Runs? NVIDIA Would Like a Say

Analyst(s): Nick Patience Publication Date: August 11, 2026 NVIDIA has announced Nemotron 3.5 Lightning, a 30-billion-parameter open mixture-of-experts model built for the high volume of specialized c...

Keywords: nvidia nemotron, nvidia agentic, agentic workloads, nvidia nemo, analyst nvidia, nvidia benchmark, nemotron models, agentic benchmark, inference nvidia, nvidia routing
Source: futurumgroup.com

DeepSeek: Reverse Engineering an AI Assistant by Interviewing Itself

Inside DeepSeek: Reverse Engineering an AI Assistant by Interviewing Itself ByManish ShahiSoftware Engineer • AI Developer Table of contents(30) I run manish.sh. I write about AI tools and how LLMs be...

Keywords: interview deepseek, engineer deepseek, deepseek engineers, deepseek introspect, deepseek describing, deepseek explain, inspect deepseek, deepseek described, knowledge deepseek, experiment deepseek
Source: manish.sh

How to organize Claude Code for product work

How to organize Claude Code for product work Download the starter workspace. Run the setup skill. Sort files by how fast they change. Turn repeated work into skills. File every correction once. My Cla...

Keywords: file feedback, files critique, skills file, skill file, skill workspace, file project, files interview, teaches task, task skill, file projects
Source: theaithinker.com

IBM and Together AI Put $240M Into a Dedicated HGX B300 Inference Cluster on IBM Cloud

IBM has announced a multi-year, $240 million agreement with Together AI to deploy a dedicated NVIDIA HGX B300-based AI inference cluster on IBM Cloud. Together AI plans to use the environment to deliv...

Keywords: cloud ibm, ibm cloud, ibm nvidia, cluster ibm, capacity ibm, infrastructure ibm, nvidia ai, new ibm, workloads ibm, gpu infrastructure
Source: storagereview.com

The Fastest Nemotron Yet: Embracing NVIDIA Nemotron 3.5 Lightning in Kilo

The Fastest Nemotron Yet: Embracing NVIDIA Nemotron 3.5 Lightning in Kilo A customizable open model optimized for always-on agents Following up on our previous deep dives into NVIDIA’s powerful AI eco...

Keywords: benchmarks nemotron, nvidia nemotron, nemotron lightning, workflows nemotron, lightning nvidia, fastest nemotron, models nemotron, nemotron ultra, architecture nvidia, driving nemotron
Source: blog.kilo.ai

Why Scaling AI Compute Performance Requires a New Power Architecture

Every new generation of accelerated computing demands more from the infrastructure underneath it — more compute performance, higher rack density and more efficient, scalable power distribution. The bo...

Keywords: infrastructure nvidia, power architecture, power hardware, grid gpu, vdc power, accelerated computing, facilities nvidia, compute nvidia, gpu, 800 vdc
Source: blogs.nvidia.com

Iru Quarterly Threat Report: August 2026

EDR threat detections and responses Iru EDR is built to detect threats before they go mainstream. By combining behavioral detections with insights from our own malware research, we're able to protect...

Keywords: insights malware, malicious binaries, malware research, bugs attackers, packed malware, detect threats, edr threat, sstar agent, malware drawn, agent os
Source: iru.com

Manage your cloud infrastructure through MCP

Manage your cloud infrastructure through MCP CloudBolt’s cloud management platform, CMP, has a Model Context Protocol (MCP) server that lets you work with it by describing what you want in plain langu...

Keywords: cloudbolt assistant, instance assistant, manage cloud, mcp cloudbolt, cloud environments, cloudbolt cloud, client cloudbolt, ai assistant, cloud management, cloud infrastructure
Source: cloudbolt.io

Running Bigger AI Models, More Efficiently | SambaNova

TL;DR

AI has moved from experimentation into production, and that shift exposes three hard constraints: models keep getting bigger, cost climbs steeply at scale, and power becomes a physical ceiling...
Keywords: large models, models large, biggest models, architecture large, largest models, enormous model, throughput agentic, agentic workloads, model enormous, model throughput
Source: sambanova.ai

Show HN: Git-knife – edit commit messages, authors, and dates like a spreadsheet

Stab your git history into shape — every commit's message, author, and dates, edited like a table. A clean desktop GUI for editing git commit metadata directly — message, author date, committer date,...

Keywords: gui git, editing git, commits tools, reimplements git, commits git, git knife, git commit, git history, metadata git, guis gitkraken
Source: github.com

SpatialClaw: Rethinking Action Interface for Agentic Spatial Reasoning

SpatialClaw: Rethinking Action Interface for Agentic Spatial Reasoning Spatial reasoning, the ability to determine where objects are, how they relate, and how they move in 3D, remains a fundamental ch...

Keywords: reasoning spatial, spatial reasoning, spatialclaw training, tasks spatialclaw, spatial agent, spatial agents, spatialclaw, propose spatialclaw, spatialclaw achieves, interface spatialclaw
Source: research.nvidia.com

Starting your engineering career in the AI era: 6 takeaways for junior developers

Starting your engineering career in the AI era: 6 takeaways for junior developers Senior Technical Content Marketing Manager “We don’t need junior engineers anymore” has become one of those lines peop...

Keywords: junior engineers, junior developers, career ai, senior engineers, engineer writing, ai writes, engineers leaders, career engineers, engineers, engineer takeaway
Source: circleci.com

What Can You Automate in Excel? 8 Ideas Using FME Data Integration

Microsoft Excel is the standard for serious tabular data work, and spreadsheet skills are among the most valued in almost every business. But most organizations use it for basic calculations, a few ch...

Keywords: spreadsheet automations, spreadsheets databases, spreadsheet data, excel databases, spreadsheet skills, excel based, integrate spreadsheet, excel data, excel fme, spreadsheet map
Source: fme.safe.com

AGENTS.md vs. skills: How to steer a coding agent

AGENTS.md vs. skills: How to steer a coding agent Senior Technical Content Marketing Manager Every team adopting coding agents hits the same question early: where do you put the instructions that tell...

Keywords: agent guidance, agent codebase, make agent, answer agents, agent configuration, coding agents, does agent, instructions agent, coding agent, agent reads
Source: circleci.com

Can software factories actually work?

Can software factories actually work? Software factories, explained Agents write code faster than any human can review. To keep from becoming the bottleneck, engineers everywhere have been building so...

Keywords: software factories, software factory, factories automated, factories agents, automate software, building software, factories viable, factories explained, factories discussion, tools agents
Source: newsletter.posthog.com

Closing Canario Terminal source code

Disclaimer: No AI was used to write this. Also, writing this blog post for myself, so I can reason with myself again in the future ha. I have been doing Open Source since I was 17y old. My first pull...

Keywords: open sourcing, open sourced, open source, closed source, close source, sourcing internal, internal projects, sourcing, source project, maintain open
Source: rapha.land

Daybreak models are now available on AWS

Daybreak models are now available on AWS Earlier this year, OpenAI frontier models and Codex became generally available on AWS, giving enterprises a new path to bring advanced AI into production. Toda...

Keywords: aws daybreak, daybreak capabilities, aws security, cybersecurity models, daybreak models, openai aws, daybreak access, cybersecurity capabilities, aws environments, specialized cybersecurity
Source: openai.com

Running out of runway: migrating Temporal Cloud's billing store to ClickHouse

In our previous warehouse we had roughly a year of headroom left. After moving to ClickHouse we have three to five years on current growth projections, steady-state cost is down about 70%, and usage d...

Keywords: queries moved, previous warehouse, data moves, systems disagreements, failure data, moving data, customer confidence, headroom extrapolating, asserting billing, fresher data
Source: temporal.io

From coder to orchestrator: How agents shift the role of a developer

From coder to orchestrator: How agents shift the role of a developer Developers are owning more of the delivery system around code, not just code itself. Join us during GitHub Universe to meet other d...

Keywords: agent workflows, orchestrate agents, orchestrator agents, developers orchestrators, mastering github, coder orchestrator, orchestrator developer, github copilot, working agents, github beginners
Source: github.blog

PQC in Plaintext: Google Cloud’s post-quantum cryptography roadmap

PQC in Plaintext: Google Cloud’s post-quantum cryptography roadmap Jai Haridas VP/GM, Regulated and Sovereign Cloud Michael Bachman VP/GM, Cloud Foundations Securing infrastructure and services agains...

Keywords: cloud pqc, cryptography pqc, pqc confidentiality, pqc roadmap, pqc confidential, quantum secure, pqc signatures, secured quantum, supports pqc, security cloud
Source: cloud.google.com

Compression is prediction

Aug 11, 2026 Latest PostCompression is prediction Related posts Quantization from the ground up A complete guide to what quantization is, how it works, and how it's used to compress large language mod...

Keywords: compression minification, basics compression, compression understand, important compression, compression, answer compression, modeling compression, compression consider, compression relies, data compression
Source: ngrok.com

Eval-driven development: How we build better agent skills for Firebase

Earlier this year, we introduced Firebase Agent Skills—our way of giving AI agents the structured cheat sheets they need to write better Firebase code. Our agent skills help coding agents navigate Fir...

Keywords: agent skills, agent firebase, firebase agent, skills agent, skills firebase, agent skill, guides agents, expected_skills firebase_basics, ai agents, agentic toolkit
Source: firebase.blog

Grok Bot

Grok Bot works where you work Log Grok Bot in once. It uses your apps and websites just like you would, including the tools that are harder to navigate. AI teammates you can give real work to. Bots ca...

Keywords: grok bot, tasks bots, bot task, log grok, work bots, create bot, ai teammates, grok, bots computer, bot uses
Source: x.ai

How Commvault Leverages Frontier AI to Strengthen Software

Key Takeaways

Commvault integrates frontier AI vulnerability discovery into its risk-based security program rather than relying on AI as a standalone solution.
Every AI-generated finding is review...
Keywords: ai vulnerability, security testing, vulnerability discovery, ai security, vulnerabilities assessed, vulnerability management, security evaluation, commvault security, vulnerability handling, exploitability confirmation
Source: commvault.com

OSI Model: The 7 Layers Explained (With Examples)

The OSI model divides network communication into seven layers, from the physical transmission of bits to the application the user actually sees. Published by the ISO in 1984 as an international standa...

Keywords: osi specification, communicating osi, osi model, osi reference, difference osi, ip osi, osi layer, layer osi, model osi, osi layers
Source: copahost.com

Roadmap decisions rather than dates.

Roadmap decisions rather than dates. One thing that bothered me about Imprint’s product after joining was our lack of passkey support. Passkey support is a rare opportunity to increase resiliency to p...

Keywords: passkey release, passkey support, support passkey, lack passkey, passkeys started, passkeys, passkey, launched passkeys, going passkey, passkeys small
Source: lethain.com

You Can’t Patch Your Way Out of AI

You Can’t Patch Your Way Out of AI The goal isn’t patching faster. It’s making vulnerabilities irrelevant.

As frontier AI accelerates both vulnerability discovery and exploit development, security l...
Keywords: vulnerabilities patch, patching security, exploiting patching, patching faster, patch attackers, faster patching, vulnerability patch, patch faster, optimizing patching, patching best
Source: security.com

Gadget Review: Soundpeats POP Clip2 Earphones ★★★★⯪

Last year, I reviewed a new type of Clip-On earphone - the Soundpeats Clip1 Cuff. I was a bit sceptical, but was won around by their comfort. The good folks at Soundpeats have sent me their new versio...

Keywords: clip earphone, earholes clip, buds earholes, earphone soundpeats, ear cuffs, wearing ear, cuff headphones, earlobes ears, comfortable headphones, earphone
Source: shkspr.mobi

Addressable Memory for Video World Models

Addressable Memory for Video World Models We study visual persistence in interactive video world models. These models rely on a Key-Value (KV) cache as a growing visual memory to carry forward previou...

Keywords: visual persistence, memory video, visual memory, video world, visually persistent, persistence worldtrace, memory, episodic recall, free memory, memory carry
Source: research.nvidia.com

Agentic Skills Demystified

AI Agents need more than raw model power to be useful — they need context. Skills package prescriptive, reusable expertise that turns a talented-but-clueless agent into one that actually ships code yo...

Keywords: ai agent, ai agents, make ai, agent ai, ai powerful, expertise agent, ai generated, ai context, ai new, nuance ai
Source: platform.uno

How I delegate the work, not my judgment

I'm doing so much more with agentic workflows. Agents do the tedious work and are way better at multitasking than my own brain. But how do I maintain my knowledge of the whole system? If I'm using age...

Keywords: agentic workflows, workflows agents, maintain context, agent work, using agents, agents process, agent writes, doing agentic, multitasking agents, agent working
Source: depot.dev

Orca Security’s Gil Geron: AI and the Future of Cloud Security

At Black Hat 2026 in Las Vegas, Orca Security co-founder and CEO Gil Geron discussed how generative AI is dramatically expanding the population of people who build and deploy software—and forcing ente...

Keywords: adopting security, enterprise security, security context, ai benefits, agents developers, security expansion, adopt ai, ai built, benefits ai, security
Source: techvoices.com

Zone of Proximal Policy Optimization: Teacher in Prompts, Not Gradients

Zone of Proximal Policy Optimization: Teacher in Prompts, Not Gradients Knowledge distillation transfers a teacher's competence to a small student but is brittle in the small-student regime: forcing t...

Keywords: teacher prompts, policy optimization, corpus reinforcement, policy gradient, reinforcement, optimization teacher, proximal policy, teacher response, imitation training, logit imitation
Source: research.nvidia.com

Effects of Frame Rates up to 500 Hz on First Person Shooter Game Players

Effects of Frame Rates up to 500 Hz on First Person Shooter Game Players Computer games – and computer game players – often drive technology improvements, with graphics cards and monitors pushing the...

Keywords: shooter fps, fps game, player performance, fps, rates fps, frame rate, gamers benefit, custom fps, games computer, shooter game
Source: research.nvidia.com

Ryan Greenblatt – Human level AIs might build runaway superintelligences by 2032

Had Ryan Greenblatt on to discuss/debate recursive self-improvement. This might be the most important question in the world right now – whether within a year or so of achieving human-level intelligenc...

Keywords: superintelligences dramatically, billions superintelligences, superintelligence run, superintelligences worry, superintelligences team, superintelligences individually, superintelligences aligned, superintelligences, superintelligence, extrapolates superintelligences
Source: dwarkesh.com

The Changelog Q2.26

The Changelog Q2.26 What changed in our technology theses, models, and conviction over the last six months One of our favorite questions from investors and enterprise clients is, “What, if anything, i...

Keywords: industry changes, changelog, changelog readers, changelog q2, called changelog, changed technology, stack changelog, changelog time, changes, continues change
Source: thediligencestack.com

Thousands of Goodbyes

There is a problem with leaving a job you held for twenty one years, and nobody warns you about it. You cannot remember who you worked with. Not in the sense of having forgotten them. In the sense tha...

Keywords: recall career, leaving job, remembering, years colleagues, remembering tool, machine remembering, addresses remember, write goodbye, mentoring, send goodbye
Source: allen.hutchison.org

Vercel Connect adds observability support

Vercel Connect now gives teams line-level visibility into the token lifecycle. See who created a token, what app or project used it, when, and whether it is still active. Every connector's detail page...

Keywords: vercel connect, connect events, connect observability, webhook endpoint, documentation vercel, enterprise teams, configuration events, token lifecycle, active connector, webhook
Source: vercel.com