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Memory QoS has graduated to Beta in Kubernetes v1.37 and is now enabled by default. The feature uses the memory controller on Linux nodes running cgroup v2 to guide the kernel on container memory treatment. The default memoryThrottlingFactor changed to null in this release, ensuring that upgrading clusters does not automatically throttle existing workloads.
Cilium 1.20 adds IPv6 support for AWS ENI IPAM and introduces datapath plugins to let third parties extend the eBPF datapath without forking the project. The release also promotes the Multi-Cluster Services API to a stable status and deprecates the legacy mutual authentication feature in favor of the ztunnel proxy. Other updates include a per-pod option to disable source IP verification and a new ClusterNetworkPolicy for admin-level guardrails.
Cloudflare has launched a new Disallow AI Training setting that allows website owners to block AI training while remaining indexed for search. Apple, Google, and Microsoft have committed to honoring this preference, which resolves the tradeoff created by mixed-use crawlers. Cloudflare plans to introduce more granular controls for AI summaries by early next year.
Runtime insights provide continuous visibility into live container behavior, enabling real-time threat detection, risk prioritization, faster incident response, and continuous compliance. Using technologies such as eBPF, runtime context also helps AI agents understand infrastructure and deliver more actionable security triage and remediation while reducing noise from traditional static scanning.
Native CI/CD integration transforms internal developer portals from documentation and service catalogs into scalable workflow platforms, enabling developers to create, deploy, and roll back services without manually configuring pipelines. It also lets platform teams centrally enforce golden paths, promotion policies, and governance while reducing pipeline drift and operational complexity.
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Agentic coding means more releases, across more projects than anyone ever planned to deploy. Teams struggle to answer: where did this build come from? Can its deployer be trusted? What's inside? How do you prove it? GitLab will show you how to find answers [12] in the October
Open Code Review is an open source AI-powered code review CLI tool that originated as Alibaba Group's internal official assistant. It has served tens of thousands of developers and identified millions of code defects. The tool uses a hybrid architecture that combines deterministic engineering with an LLM agent to generate structured review comments with line-level precision.
OpenResearch is a local-first workspace that turns coding agents like Claude Code and Cursor into research agents. The platform can autonomously propose ideas, change code, launch experiments, and analyze evidence. Users can run workspaces locally, over SSH, or on platforms including Kubernetes and Hugging Face Jobs.
Infrastructure identity replaces static credentials and fragmented access controls with short-lived, cryptographically verified identities for humans, workloads, machines, and AI agents. Platform teams can embed just-in-time, policy-driven access into developer workflows, reducing security risk and operational toil while improving access times, auditability, and control over increasingly autonomous infrastructure.
Continuous Integration means merging all changes into a shared mainline at least daily, while Continuous Delivery means keeping software deployable at all times through automated pipelines. The author argues both terms are precise and well-documented, not vague, and warns against diluting their meaning as happened with Agile and DevOps.
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1Password [17] streamlines developer secrets management, and makes sure that AI agents never see or store raw credentials.
AI-assisted development is making software creation dramatically faster, but production readiness lags as agents favor simple infrastructure over security, scalability, observability, and operational resilience.
On-demand state repartitioning is available in Public Preview on Databricks Runtime 18 and above.
New Relic Lens is now generally available, allowing users to query external data sources like Snowflake and Google Sheets within the New Relic UI.
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Fake accounts have never been cheaper. Abusers can rotate email addresses and devices without ever touching a keyboard, while your product keeps handing out credits and paying inference costs. WorkOS Radar [5] scores risk at signup using device, email, and network signals. It automatically blocks known threats [6] - from AI bots to script kiddies - and can be tailored to protect your app. >> Block obvious abuse >> Step up suspicious users >> See the evidence behind every verdict All without maintaining your own rules engine.
AI may erode traditional software moats by making products, migrations, and integrations cheaper to replicate. The market could polarize between a few massive platforms that reinvest aggressively and many tiny niche products, leaving mid-sized point solutions squeezed.
Exposing an operation as a tool is fairly straightforward. However, making it reliable for daily use means accounting for both how the software runs and how the agent decides to use it. This post looks at key design decisions that make platforms more consistent and efficient. It provides specific tips and tricks based on iteration and production experience.
A SAFE is a promise where an investor gives a company their money, then when the company finally sells stock at a real price, the investor gets shares, usually at a discount or capped at some valuation as a reward for going first. There's no interest, due date, or anything owed if that day never comes. For founders raising a small amount quickly, it's a good trade. For investors, the worst-case percentage locks the moment they sign.
Momentum should not be confused with a moat, which offers lasting defensibility against competitors. Startups can leverage execution and distribution to drive early momentum but need clear paths to defensibility, such as data effects, scale economies, or unique processes. With the rapid pace of AI adoption, startups must focus on building moats early to sustain growth and withstand competitive pressure.
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Enjoy spending an hour prepping for each call? Didn't think so. Lightfield is an agentic CRM [13] that captures every conversation you have and uses it as evidence for call prep, prospecting, and outreach. Ask "RESEARCH THIS ACCOUNT THE WAY I WOULD" and get real answers cited
Salesforce in Claude is a plugin that brings a seller's accounts, opportunities, and pipeline into Claude under their existing Salesforce permissions. It includes 38 skills that cover the work that account executives do daily, like account research, call prep, pipeline review, and CRM updates. Salesforce in Claude is now available in beta on all paid Claude plans.
Linear Loops are recurring agent workflows for teams. They now respond to more workplace activity and can edit Linear documents and post updates to Slack. Loops handle the coordination of project plans so information doesn't fall out of sync and handoffs don't get missed. Linear has extended introductory Loops credits through to December 31.
People in the US pay far more for far worse coverage and lower life expectancy. However, the system is functioning exactly as it was designed. The employer-based system started as a way for employers to attract workers after a wage freeze in World War II. It became a system where employers gained significant tax benefits for buying healthcare on behalf of their employees over decades of layered rules. Healthcare is a super-regulated market, and it is intimidating for founders.
Startup fundraising is rewarding elite teams with high valuations, rapid growth, and frequent M&A, but underlying risks are mounting. Common issues include weak gross margins, inflated contracted ARR, customer concentration, expensive compute, thin technical differentiation, and intense competition.
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Learn the portfolio moves that can help you maximize after-tax returns. Join Range financial planners for live Q&A.
Successful fundraising starts months before cash runs low.
Spend time thinking before you start building any AI automation.
Product management is shifting from creating specs to crafting compelling user-focused stories, especially as AI accelerates product development cycles.
Co-founder relationships can deteriorate even without obvious conflict.
Ben Cera spent two decades cycling through startups, pivots, and failures before Polsia reached 10,000 customers and a $10M run rate in five months.
SpaceX has set Starship Flight 14 as its first attempt at a full orbital mission, currently targeted no earlier than September 22 (an earlier FCC filing had pointed to September 15), with Booster 21 and Ship 41. The flight is expected to deploy next-gen Starlink V3 satellites, which SpaceX says carry over ten times the capacity of current satellites for "fiber-like" speeds, marking the first time Starship has released operational payloads in orbit rather than flying a suborbital trajectory. Musk confirmed the upper stage won't attempt a tower catch this time, that capability is being saved for Flight 15, where he's given it a 50-60% success chance, while Booster 21 will most likely attempt a soft splashdown in the Gulf of Mexico following an anomaly during Booster 20's boostback and landing.
Agility Robotics has introduced Digit 5, a next-generation humanoid robot featuring a 50-pound payload capacity, swappable end-effectors, and a rapid nine-minute recharge capability. The system incorporates a holistic safety architecture powered by onboard sensors and advanced safety controllers to autonomously slow down, avoid, or stop when people are detected nearby.
NVIDIA OSMO is an open-source, Kubernetes-native Physical AI orchestrator that connects data generation, RL training, simulation, evaluation, and hardware-in-the-loop testing across heterogeneous compute. Developers describe the pipeline in one YAML file, while OSMO schedules work across data-center GPUs, RTX simulation systems, cloud infrastructure, and edge platforms including Jetson and Arm. The system also exposes pipeline state, datasets, and available GPU capacity to coding agents.
Move fast and break things is great, until your robot hurts a person. Creating robots that can safely operate around people is incredibly important, but it is also incredibly time-consuming and expensive. The Open Source Safety Consortium aims to fix this using open source. The consortium is an industry collaborative initiative dedicated to defining standardized safety frameworks, reproducible verification procedures, and validation benchmarks for open-source physical AI software stacks. The organization is attempting to bridge the gap between open-source robotic software innovation and rigorous industrial safety certifications. The hope is that future robotics projects can use turn-key products and libraries to build safe robots out of the gate.
Waymo started providing fully autonomous public rides in Las Vegas, expanding commercial deployment of its physical-AI driving stack. Las Vegas is among the first cities operating primarily with Waymo's Ojai vehicle platform powered by its sixth-generation Waymo Driver, across a nearly 24-mile service area. More than 100,000 people had registered interest.
Older stretchable screens only flexed the wiring, so fixed pixels thinned out and picture quality collapsed as you pulled. A UNIST/DGIST/IBS team printed intrinsically stretchable quantum-dot pixels at about 16,000 PPI and 53,300 nits that keep working at 1.65× stretch, so wearable and e-skin displays can stay outdoor-bright when bent.
Meta shares rose after Bloomberg reported the company plans to deploy its third-generation MTIA chip, internally called MTIA 450 or Arke, in data centers during the first half of 2027, with the next version, MTIA 500 (Astrid), set to finish design in about a month and reach data centers by the end of 2027. Twelve new sample chips arrived from TSMC on September 1 performing within 2-3% of simulations, and Yee Jiun Song, the VP overseeing Meta's custom silicon program, said each generation delivers better performance per watt and per dollar than current Nvidia offerings running the same AI models. Meta is developing the chips with Broadcom on design and TSMC on manufacturing, part of a broader push to diversify its silicon supply and reduce reliance on Nvidia.
Astera Labs' second-gen Leo 2 CXL memory controllers move from PCIe Gen5/CXL 2.x to Gen6/CXL 3.2 and double memory channels from 2 to 4, doubling both bandwidth and total capacity to up to 768GB of DDR4 or 4TB of DDR5 per expander, with new RAS features like hardware DIMM testing and soft-ECC on top of hardware ECC, aimed at economically reusing cheap, aging DDR4 pulled from retired servers rather than buying expensive new DDR5 amid the ongoing memory shortage.
A preview of what's still coming from Apple through early 2027, including a redesigned MacBook Pro (rumored as "MacBook Ultra") with a tandem OLED touchscreen, M6 Pro/Max chips, and a Dynamic Island.
NVIDIA just slipped RTX PRO 5500 Blackwell into the workstation lineup with 84GB ECC GDDR7 and a 600W budget.
Micron demonstrated a 512GB DDR5 RDIMM, doubling per-slot capacity by vertically stacking DRAM dies inside the package and connecting them with through-silicon vias, the same die-stacking technique HBM uses, letting a 24-slot dual-socket server hold 12TB without changing the module count or footprint.
The deep tech event listing for the back-to-back San Francisco and LA Tech Weeks has been announced.
Cloud software has long had programs that randomly degrade components of infrastructure to test its durability.
Logi Options+, Logitech's widely used app for configuring its mice and keyboards, allowed any standard Windows user to reach SYSTEM because its privileged updater trusted only pipe connections from an agent process the user could inject. Researchers at AmberWolf used that access to override the {depot} path via the reinstall IPC endpoint, which directed a SYSTEM msiexec call to an unsigned MSI that skipped signature checks because the manifest set isSystem to true. The bug is tracked as CVE-2026-12518 and was patched on August 19, so admins should confirm that fleets run a newer build and alert on msiexec spawned by logioptionsplus_updater.exe from user-writable paths.
Attackers hijacked HBO Max's Reddit advertising account and posted malicious ads. The ads led to fake HBO Max pages with CAPTCHA-style ClickFix prompts that made the victims copy commands into Windows Command Prompt, PowerShell, or macOS Terminal. The commands installed infostealers that targeted passwords, active sessions, and crypto wallets. Reddit paused the ads three days after a user flagged them, though how the account was taken over remains unknown.
Attackers scanned exposed Vite development servers in August and exploited CVE-2026-39364. Crafted query parameters bypassed server.fs.deny and returned protected files through /@fs/. Observed targets included .env files, AWS credentials, Azure profiles, Terraform state, database passwords, and /proc data with requests spoofing crawler user agents and forged forwarding headers.