d-Matrix's Raptor accelerator stacks an N4 logic die directly on 3D DRAM and uses stream blocking, pinless data-bus inversion, thermal-aware refresh, and bank chaining to hold bandwidth near 100 TB/s. The company claims a 72-card rack can serve a 3-trillion-parameter-class model at 1M context at roughly 1,000 tokens per second per user, but the live Hot Chips report explicitly says working-system evidence and drawbacks remain to be shown.
Samsung detailed its vision for evolving HBM base dies from passive interposers into active logic, culminating in "zHBM." By using hybrid copper bonding to mount DRAM stacks directly onto the processor die, the architecture removes power-hungry SERDES layers, cutting package power by ~100W on a 1,200W accelerator while boosting memory bandwidth.
NVIDIA's Jetson Orin Nano 2 is a lower-cost computer for robotics and edge inference. The module packages GPU compute, memory, and the Jetson software stack so builders can prototype perception and control without a server connection. Performance and efficiency figures are first-party, and suitability depends on the actual model and power envelope.
Skild AI's S1 is a foundation model that performs in-context learning for robotics, meaning it can be shown a single video of a long-horizon task, over 10 minutes long and never seen during pre-training, and then execute it without any fine-tuning. It's a meaningful step beyond typical robot foundation models, which usually need dedicated training data for each new task rather than picking one up on the fly from a single demonstration. This fits a broader pattern this year of general-purpose robot models learning tasks purely from examples, following similar early demos from Rhoda and Generalist, with Skild's version notably extending the horizon out to a full 10 minutes.
Figure AI has come out of stealth with Index, a crowdsourced data platform that's already collected 16 million video uploads from over 264,000 app downloads across 108 countries, paying contributors $15 million so far to film themselves doing everyday tasks like opening drawers or folding laundry. The bet addresses robotics' core data bottleneck: language models could train on internet text, but embodied AI needs real-world physical demonstrations that simply don't exist online at scale. Figure is committing over $1 billion to data and compute over the next 12 months to close that gap.
IBM announced its first dual-ISA mainframe processor at Hot Chips 2026, engineered to natively execute both IBM z/Architecture and Armv9.3-A instructions on the same physical cores. Fabricated on a 2nm process node, the chip features 11 high-performance cores clocked above 5.7 GHz, integrated AI inference acceleration, a dedicated on-chip Data Processing Unit (DPU) for I/O offload, and large enterprise cache tiers. Rather than using separate physical cores in a heterogeneous layout, each core dynamically switches between z/Architecture and AArch64 execution within nanoseconds, enabling organizations to run unmodified Arm-native Linux software and modern AI frameworks concurrently alongside mission-critical z/OS transaction systems.
Leaked photos of a custom 2U rack server, reportedly from Apple's Houston manufacturing facility, show its Private Cloud Compute hardware for the first time. Each unit packs four columns of eight boards apiece (32 chips total), with a single Apple Silicon package at the center of each board flanked by removable brackets, all cooled by one fan per column pulling air front-to-back through a plastic-enclosed passage. Forum analysis of the board sizes suggests these are more likely base M5-class packages rather than the M5 Ultra chips previously rumored, since an Ultra package (two dies plus eight memory chips) would be roughly four times larger than what's visible in the photos, and the heatsinks look undersized for a 150-watt chip
Intel has previewed architectural enhancements in its upcoming Diamond Rapids, Crescent Island, and Wildcat Lake processors targeted at agentic AI workloads.
Smart ring maker Oura is reportedly planning to raise up to $3 billion in a US IPO as soon as next month, valuing the company at over $16 billion.
AMD has revealed full details for its next-generation Instinct MI455X accelerator and Helios rack platform.
SK hynix and Intel Foundry are collaborating to package next-generation HBM memory using Intel's EMIB-T 2.5D bridge technology.
Elon Musk stated that SpaceX aims to launch its initial fleet of orbital AI data centers by late 2027, powered by Nvidia hardware architecture.
CVE-2026-18963 (CVSS 9.1) lets an unauthenticated attacker send a crafted request to Keycloak's reset-credentials endpoint, bypassing the email verification via recovery token and allowing the attacker to update the account password, enabling full account takeover. Administrators should update Keycloak and disable "Forgot password" in every realm until servers are patched.
ShinyHunters ran a phishing campaign using "company.claims" domains, then called ReliaQuest staff posing as security employees to push them to a fake SSO page. One employee entered a password and approved a push notification, giving attackers a brief session on the identity dashboard. ReliaQuest says access was view-only, all further access attempts were blocked, no other identities or business apps were reached, no customer data was taken, and no ransomware was involved.
Threat actors are leveraging sponsored Google Search ads to position fake OpenAI Codex download pages above legitimate results. The campaign utilizes a ClickFix-style social engineering trick to convince macOS users to paste a malicious Terminal command that decodes a Base64 URL, strips quarantine attributes using xattr -c, and drops a universal Mach-O payload linked to Atomic macOS Stealer (AMOS) infrastructure. Security teams should proactively block associated domains like brightlinks[.]com and configure SIEM alerts for any curl-to-zsh pipelines paired with xattr -c execution.
T4 template files (.tt) run C# or VB code at build time through TextTransform.exe, TextTransformCore.exe, t4.exe, and MSBuild.exe. Attackers can plant malicious .tt files on developer machines or in build pipelines to trigger code execution, including supply chain scenarios. This post provides working PoC templates that spawn calc.exe or a MessageBox, and shows how tampering a .csproj with TextTemplatingFileGenerator entries lets MSBuild.exe compile and run arbitrary .tt code via the /t:Transform flag. Detection relies on Sysmon: process creation for the four binaries, image loads of three Microsoft.TextTemplating DLLs (only with MSBuild), and file creation in %Temp% during MSBuild transforms, since t4.exe also spawns dotnet.exe and csc.dll to compile the payload.
Citizen Lab found two surveillance vendors exploiting SS7 and Diameter signalling to track phones globally. One campaign hit a VVIP executive's phone across 11 operator identities in nine countries in four hours, switching protocols to dodge firewalls. A second used a malicious SMS with hidden SIM commands to turn a phone into a tracking beacon.
Microsoft's unified Defender SecOps portal contains a critical logging gap: changes to security-critical settings, such as Tamper Protection and Intune device policies, do not generate default alerts. To maintain a reliable audit trail of configuration changes, security teams must manually engineer custom detections. This requires enabling Unified Audit Log integration, forwarding Purview audit data into the CloudAppEvents table via Defender for Cloud Apps, and actively routing Intune operational logs to Log Analytics for KQL-based hunting.
Decompile, deobfuscate, and unpack almost anything. Disrobe is a universal, deterministic, single-binary reverse-engineering toolkit in Rust for Python, JVM/Android, .NET, WebAssembly, JS, Go, and native packers (UPX/PyArmor/PyInstaller/Nuitka) and 20+ more. It was built for malware analysis, CTFs, and security research.
Mandiant's Agentic Vulnerability Discovery Harness (AVDH) is a Gemini-powered multi-agent pipeline built on Google's Agent Development Kit. The tool conducts deep source code reviews by autonomously chaining threat modeling, entry-point discovery, and hypothesis generation before escalating confirmed findings for human validation. Mandiant positions the harness as a point-in-time, deep-dive complement to continuous scanning tools like CodeMender, establishing a robust two-layered defensive strategy.
Blacklight is a cross-platform toolkit for mapping, analyzing, and understanding the local AI agent attack surface.
A KQL threat hunting technique built on Microsoft's pair_probabilities_fl() user-defined function calculates how statistically unusual a categorical pair (like a binary and its execution directory) is across a dataset, surfacing outliers such as cmd.exe launching from a user's Desktop instead of System32. The author extended the function to return top co-occurring values, per-device context, and occurrence counts alongside the core probability metrics (P_A|B, Lift, and Jaccard), making rare pairings easier to triage. The approach is explicitly framed as a statistical rarity detector rather than a maliciousness classifier, useful for narrowing investigation scope but unreliable on small datasets or environments where malicious activity has already been baked into the baseline.
Security researchers at Mysk publicly disclosed three WebKit vulnerabilities that leak users' DNS traffic and real IP addresses, successfully bypassing privacy protections in iCloud Private Relay and proxy-based browsers like Tor. Frustrated by Apple's historically slow patch cycles, the team bypassed standard coordinated disclosure, opting to publicly release the details after privately securing mitigations for Psylo and the Onion Browser. While Apple patched iCloud Private Relay within two weeks of the announcement, the underlying WebKit proxy flaws remain active, forcing affected users to rely on full-device VPNs for comprehensive protection.
Anshuman Bhartiya details his setup and experience with a largely AI-driven bug bounty workflow. Bhartiya uses a custom-built harness that uses the pi coding-agent harness to monitor source code changes and route security-relevant diffs through 18 deterministic, vulnerability-specific detectors. The report was then generated and submitted by Claude, with the researcher only reviewing and guiding the agent.
WhatsApp now supports longer two-step verification passwords with letters, numbers, and special characters.
Marimo patched CVE-2026-75149 (CVSS 8.8), a code injection flaw in versions before 0.23.15 that let a crafted notebook launch an attacker-controlled MCP server command as a local subprocess the moment the notebook opened in edit mode, before any cell executed, so users should upgrade to 0.24.0.
OpenAI has revealed more details about Jalapeño, its first custom AI accelerator built with Broadcom. The chip is rated at 700W but stayed at or below 550W in tested workloads, as OpenAI pushes to reduce inference costs and power use.
2026.08.26·datacenterdynamics.com·3 min read·TLDR IT OpenAI's GPT-5.6 Terra and Luna models are now generally available through Amazon Bedrock in AWS GovCloud (US-West) and (US-East). Terra targets balanced performance while Luna emphasizes faster, lower-cost inference. Both offer million-token context windows and support prompt caching with a stated 90% discount for repeated context.
2026.08.26·aws.amazon.com·1 min read·TLDR IT Cisco is adding Supermicro's liquid- and air-cooled systems to its Secure AI Factory with NVIDIA. The expanded stack targets enterprises, neoclouds, and sovereign clouds deploying increasingly dense GPU infrastructure.
2026.08.26·networkworld.com·4 min read·TLDR IT Enterprise AI investment keeps climbing, but measurable earnings impact remains limited. McKinsey's latest analysis suggests companies are beginning to find clearer paths to ROI as deployments move into redesigned workflows.
2026.08.26·theregister.com·5 min read·TLDR IT SaaS is not disappearing, but cheap AI-assisted software generation will weaken the standardized applications and seat-based pricing that defined it. Vendors may instead provide underlying services such as authoritative data, compliance, security, integrations, networks, and operational accountability, while customers create more tailored applications for smaller internal audiences.
2026.08.26·aicoding.leaflet.pub·15 min read·TLDR IT Sponsored
76% of IT leaders say AI is advancing faster than their organization's ability to manage the risks it creates. Only 21% have governance controls in place for non-human identities. JumpCloud built Agentic IAM to close that gap - one identity at a time.
2026.08.26·jumpcloud.com·Sponsor·TLDR IT Perplexity's new Portable Computer runs agent workloads locally on Nvidia DGX Spark and RTX-powered Linux machines, avoiding token charges for local work. Tasks remain on-device by default and can move to cloud models when needed.
2026.08.26·venturebeat.com·5 min read·TLDR IT Oracle has made Exadata Database Service generally available through Oracle Database@AWS, extending its high-performance database platform into AWS datacenters. Licensing experts say the service can reduce processor-license requirements and suit license-constrained customers, but higher compute and storage costs, less granular capacity, and Oracle sales claims may undermine its value compared with native AWS options.
2026.08.26·theregister.com·8 min read·TLDR IT Supabase has generally released enterprise-managed authentication for its MCP server on Team and Enterprise plans, built with Anthropic and Okta. The feature lets an administrator authorize Supabase in Claude once and manage access through the organization's identity provider, while each employee retains the projects, role, and permissions they already have in Supabase.
2026.08.26·supabase.com·2 min read·TLDR IT Google is adding AI-powered assessments to Migration Center to automate parts of cloud migration planning and business-case development. The tools aim to speed up early analysis before deeper technical validation.
2026.08.26·networkworld.com·4 min read·TLDR IT Open-weight models are moving from developer experimentation into enterprise production workloads, according to usage data cited from Vercel's AI Gateway. Cost advantage, growing role in multi-model deployments, managed inference availability, developer adoption, and suitability for agentic workloads could make open-weight models a durable part of enterprise AI without requiring widespread self-hosting.
2026.08.26·constellationr.com·6 min read·TLDR IT At IETF (Internet Engineering Task Force) 126, discussions across IPv6, DNS, and AI focused on how Internet protocols may support large-scale deployment of AI agents.
2026.08.26·blog.apnic.net·5 min read·TLDR IT Apple's new Mac Studio and Mac mini emphasize running increasingly capable AI models directly on local hardware.
2026.08.26·arstechnica.com·4 min read·TLDR IT Sponsored
If you're making video, where should you focus next? Instead of guessing, Wistia surveyed nearly 1,000 video professionals for its 2026 State of Video Report [5] and unpacked the findings on their
This episode [7] breaks down the data to see:
* Why more people, not just video teams, are making video now * Why distribution matters just as much as creation * The shift from views to engagement as the key metric * How teams are rethinking webinars, repurposing, and workflows
If you're investing in video, this episode will help you understand what's changing.
The caption is no longer supporting copy on Instagram: it is becoming the context layer that tells people and search engines what a post actually means. The same photo could be a new release, an archival find, or a personal memory, and the caption is what tells the difference once content travels beyond a creator's own followers. Public posts from professional accounts can now be indexed by external search engines, so captions increasingly shape how content gets found.
As search traffic declines, publishers are removing sponsored articles from their archives and charging brands to restore them. This creates a new risk for paid content, especially as those pages can also influence AI search visibility. Brands should negotiate retention terms upfront and regularly audit placements to catch removals early. Dated snapshots can also provide evidence if content disappears.
Auto translation can make an ecommerce site readable, but human localization is needed to make it credible and convert shoppers. CSA Research found that 40% of consumers would not buy from a website in a foreign language, while only 20% of Germans and 13% of Poles bought from sellers in other EU countries in 2024. Brands should start with one or two high potential markets, localize product and transactional content, and use native speakers to review sales critical pages, checkout, returns, and emails. Track conversion, search traffic, and engagement by market to identify localization gaps and decide where to expand.
The “Dumb Ways to Die” campaign shows that unwelcome messages can perform better when audiences are given a reason to engage before receiving the actual ask. Metro Trains Melbourne turned a safety warning into an entertaining music video that reached more than 340 million people, then delivered the safety message only at the end. Marketers can apply the same approach by leading with delight, using memorable rhymes, and replacing abstract claims with vivid, specific details that create mental images. The broader lesson is to make people want to consume the message instead of simply making an unwanted message louder.
Google has not broadly demoted listicles, but it has reduced their presence in top search positions, especially lower quality examples. Listicles still appeared in the top 10 for 55.1% of 60,000 queries, but their share of the top three fell from 35.9% to 39.0% in January to 32.0% to 33.0% in August. Self-promoting brand listicles remain common in B2B software, appearing in 46.2% of relevant top 10 results, but 62% of vendor listicles gained estimated organic traffic since January. The bigger issue is declining click opportunity, since 92% of SERPs with a top 10 listicle also included Reddit or YouTube and 93.4% of B2B listicle queries had AI Overviews.
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LocaliQ's 2026 benchmarks show that display ad CTRs remain low, ranging from 0.12% for Restaurants & Food to 0.40% for Education & Instruction, while CPCs range from $1.65 to $5.58 across industries. On the USA TODAY Network, high-impact ads averaged 62% viewability and a 0.26% CTR, while video ads averaged 71% viewability, a 0.09% CTR, and a 67% completion rate. Native ads performed better on clicks, averaging a 0.28% CTR and 70% viewability. The data comes from 7,074 LocaliQ display campaigns and 55,798 USA TODAY Network campaigns.