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The primary AI risks are found within the confines of advanced AI labs, where severe incidents can arise due to human error or mismanagement during model testing, rather than from the public release of open models. There is an urgent need for a collaborative international approach to AI safety, as individual companies are insufficiently equipped to evaluate the potential dangers posed by powerful AI systems.
Codex Security is a CLI and TypeScript SDK designed to detect, validate, and address security vulnerabilities in code, allowing users to scan repositories and track findings over time.
Flint is a visualization language designed for AI agents that simplifies the creation of expressive charts through human-editable specifications, optimizing layout and configurations based on data and chart types. The project consists of two main components: the `flint-chart` library, which compiles specifications into various backend formats, and the `flint-chart-mcp` server, allowing agents to generate and validate charts within their conversational environments.
Companies that adopt AI-first strategies see variations in performance, with top AI spenders doubling their revenue compared to minimal gains for those with no AI investment. Successful AI implementation hinges on redesigning workflows, incentivizing experimentation, providing business context, measuring impact, and setting clear goals within AI budgets. AI budgets are best managed through fine-tuning open-source models with reinforcement learning.
The process of researching technical topics using AI involves first narrowing down a broad question to create a more focused inquiry, which helps in understanding key concepts and their interdependencies. AI can assist in locating and analyzing relevant sources, but it's needed to independently verify claims and maintain a distinction between personal explanations and original sources. The final stage of research is reconstructing the information without AI assistance.
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Numerous private Claude chats and interactive documents were unintentionally made publicly searchable on Google due to a flaw in the sharing feature, exposing sensitive information such as health records and personal details before being fixed.
Anthropic is transforming software engineering practices through AI tooling, resulting in more fluid prototyping, lots of use of AI for code reviews and testing, the prevalence of two-pizza teams, and a shift in project implementation dynamics.
The Kimi K3 architecture is a larger and more efficient open-weight model that introduces elements like LatentMoE and attention residuals while eliminating RoPE layers in favor of NoPE.
Half-Life has been successfully ported to PowerPC-based Macintosh computers running Mac OS 9, 28 years after its original release, allowing players to experience the game along with additional content like Blue Shift and Opposing Force.
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Agentic AI is opening up a new way to build software for teams working in complex codebases. Developers can hand off routine tasks without losing control of quality, context, or decision making. In this on-demand fireside chat, RedMonk analyst, Kate Holterhoff, joins IBM to explore what this shift means for real teams working in real codebases. Gain practical guidance for applying agentic AI in day-to-day development and learn how engineering organizations can evaluate tools, set standards, and support teams working across complex systems. See how IBM Bob can help teams work across legacy and modern environments with developer control built in.
HashiCorp highlights new HCP Terraform and Terraform Enterprise features that improve infrastructure resilience, governance, and scalability, including workspace recovery, monorepo support for Stacks, guided migrations, registry tagging, and granular policy override permissions.
The Cloud Native Computing Foundation has announced the schedule for Observability Summit Europe 2026, taking place in Prague on October 5. The event features more than 25 technical sessions covering topics including automated synthetic monitoring, Observability as Code, and AI-powered workflows. General registration is open now at 150 euros, with academic tickets at 85 euros. Applications for the Dan Kohn scholarship, which provides complimentary registration for community members from underrepresented groups, are open through August 23.
Datadog explains why Single Step Instrumentation is the preferred method for enabling distributed tracing by simplifying deployment, while outlining when manual or custom instrumentation is needed for unsupported environments or deeper application visibility.
Linkerd's multicluster extension supports three modes for connecting Kubernetes clusters: federation, flat mirroring, and gateway mirroring. This post walks through running all three simultaneously across three GKE clusters, using a full-mesh topology of six directional links and a chaos test that scales an entire cluster to zero. Federated services redistribute traffic automatically when a cluster goes down, while mirrored services require the client to handle failover explicitly. The mode is set per service with a single label, so all three patterns can coexist on the same set of links.
Microservices primarily create organizational boundaries that let teams own components and release them independently, rather than serving as a universal technical upgrade over monoliths. That autonomy comes with distributed-systems complexity, duplicated infrastructure, harder debugging, and increased coordination costs, so the architecture is most valuable when organizational scale justifies those tradeoffs.
Microsoft has released the Agent Governance Toolkit (AGT), an open-source library for enforcing policies, managing identity, and logging audit trails for autonomous AI agents. It works across Python, TypeScript, .NET, Rust, and Go, and integrates with major agent frameworks in two lines of code. AGT intercepts tool calls at the application middleware layer before they execute, so blocked actions are structurally prevented rather than probabilistically discouraged. The project is currently in public preview and available via PyPI.
GeoLibre is a free, open-source GIS platform for visualizing and analyzing geospatial data that runs in web browsers, on desktop, on mobile, and inside Jupyter notebooks. It is built with Tauri v2, React, TypeScript, MapLibre GL JS, DuckDB-WASM Spatial, and deck.gl, and keeps all data local and private. The platform also supports planetary mapping beyond Earth, with basemaps covering the Moon, Mars, Mercury, Venus, the Galilean moons, Titan, Pluto, and Charon.
Grafana Cloud now provides a unified Allowlist API with a structured, region-aware JSON format that replaces legacy per-product IP allowlists, requiring users to update and validate firewall automation before the legacy endpoints are retired on January 31.
Oracle outlines an AWS to OCI FinOps workflow that curates standardized daily FOCUS cost data, stores it in OCI Object Storage, and ingests it into Oracle Log Analytics to enable reliable cloud cost analysis and monitoring.
Zig's compiler tracks source hashes and declaration-level dependency graphs so it can reanalyze and regenerate only the functions affected by a code change. A tightly integrated incremental linker then patches the updated machine code directly into the existing binary, enabling rebuilds of complex applications in roughly 50–70 milliseconds after an initial build.
Harness and Kong expanded their partnership to secure AI-driven architectures by integrating Harness AI Security with Kong AI Gateway, enabling enterprises to discover, monitor, and protect AI assets, agents, LLM services, and MCP workflows with real-time threat detection and visibility.
Pulumi Cloud now lets organization admins set a maximum expiry cap, in days, on the access tokens used against their organization.
AI Overviews have become a core part of how people search. AI Mode visits have grown fast, showing how Google is actively pulling users toward a more conversational search experience. ChatGPT's share is declining as Gemini and Claude gain real ground. Referrals, citations, and ad placements are rewriting the rules of visibility month to month.
AI founders need to choose between two sales strategies: Lighthouse focuses on securing prestigious clients for social proof, essential for new categories. Landgrab emphasizes speed and broad customer acquisition when the market already understands the product. Each strategy caters to different buyer needs and risks, so choosing the right approach can significantly impact success.
Code review was built for a world where humans wrote code slowly and reading the lines was how you earned confidence in a change. The companies that rebuild around how software actually gets made now will win because of the operating speed it gives them. AI gives companies more shots to iterate toward the right answer before competitors can plan their way there. It also frees engineers to do the creative, high-leverage work they signed up for.
Prioritization is a trap that wastes time and effort and delivers worse results than just executing faster. Spend more time focusing on building faster. Shift everyone into durable teams that don't have to do cross-business prioritization at all. Manage 'prioritization' through resource decisions to grow, downsize, or split teams.
CEOs are responsible for building an enduring company. For the company to grow, the CEO must grow across all dimensions. Instead of identifying your known strengths, chip away at the ossified shell you've been carrying for protection. This will uncover new areas of strength you never knew you could have.
CEOs must take ownership of decisions rather than deferring to their boards, as doing otherwise invites external control. Founders should articulate clear strategies on people, product, and financial velocity to maintain autonomy and build board trust. Successful management demands informed decision-making, a strong organizational vision, and a proactive approach to addressing challenges.
Codex Security CLI has been open-sourced. It allows users to scan repositories, track findings across runs, verify fixes, and add security checks to CI/CD. Codex Security helps security and engineering teams find, confirm, and fix vulnerabilities.
MCP 2026-07-28 is the largest update to the protocol since launch. It is now easier to deploy and scale remote servers. MCP is now stateless, so it can be deployed on serverless and edge infrastructure, or scaled horizontally behind any load balancer. There is now a formal path to extend the protocol.
After their first startup failed, the founders of Bending Spoons were left with $40,000 and a lesson. They thought finding product-market fit involved a lot of luck, while running a software business well was mostly skill. So they spent $10,000 buying an app that already had users. Bending Spoons has now done this more than 50 times, including Evernote, Vimeo, and WeTransfer. Every product gets the same pricing, data, and experimentation system. Remini alone ran more than 1,000 monetization tests. The system behind the apps is really what they have been building.
AI-driven wealth may shift philanthropy as tech founders choose to integrate profit with societal good, blurring lines between companies and nonprofits. Some mission-driven companies already tie growth to positive outcomes, such as health improvements or environmental benefits. This trend suggests impactful future social institutions will be profit-aligned businesses rather than traditional nonprofits.
AI startups increasingly prioritize speed, adaptability, and proven ambition over degrees, while colleges struggle to match technological change.
Teenage founders can now raise quickly, while some incubators still take 15% to 20% for $100,000 and a desk.
A nontechnical founder bought a niche Patreon alternative for $6,000, reached 95% margins, and sold it for $3.5 million.
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India's state-run Bank of Baroda disclosed that customer data was stolen via a breach of an employee's email. The bank has stated that no core banking systems were accessed. The breached data includes customer details, ID numbers, loan papers, and internal audit data.
Australia's top electricity and gas supplier, Origin Energy, disclosed that data linked to about 900k current and former customers had been accessed in a cybersecurity incident. Origin didn't disclose the precise data accessed but stated that it could include financial data such as the last few digits of customers' credit card numbers or bank account numbers.
Socket uncovered a three-month stealth campaign involving 18 npm packages that split loader functions across dependencies, making malicious intent hard to detect. They used unscoped lures impersonating Alibaba's @ali scope, pulling in smart-config-manager, which depends on cloud-config-fetcher and local-config-parser to retrieve attacker rules from GitHub and escape the Node.js vm sandbox via items.constructor.constructor. The staged aone-cli payload, a cross-platform RAT, supports command execution, file transfer, screenshots, an encrypted reverse TCP proxy, and DingTalk lateral movement. It persists through a ~/.zshrc entry, a 10-minute macOS Launch Agent, a trojanized Windows app.asar, and a Linux binary in /tmp, with C2 traffic masked by spoofed headers. Affected hosts should be treated as compromised. Reset secrets from clean systems and hunt for Python files with the identifier above.
A Bing search for "claude desktop app" returned a sponsored link pointing at a genuine claude[.]ai artifact URL, and that user-generated page redirected through claude.ai.download-app[.]us and downloading-api.it[.]com to a ClaudeDesktop.exe that was really JetBrains jcef_helper.exe sideloading a tampered libcef.dll, packed with VMProtect and pulling its next stage from an Ethereum BSC contract using the EtherHiding technique, while a second persistence path dropped a signed IBM SPSS binary as sslconf.exe alongside a malicious tempdir.dll that gated execution on DXGI adapter IDs, sub-1GB VRAM, and compute shader timing to defeat sandboxes, then decrypted its payload with a DirectX shader running a modified AES-256-CTR rather than any hookable crypto API. Huntress traced the resulting SectopRAT build to C2 at 2.24.131[.]246, tied the registrant of download-app[.]us to ten domains going back to December 2025, and matched the tradecraft to a fake Docker Desktop campaign in April that used the same libcef.dll sideloading pattern against 29 organizations between July 21 and 22. Hunt for ClaudeDesktop.exe and DockerDesktop.exe writes, scheduled tasks pointing into %APPDATA%\Roaming\Microsoft\EdgeUpdate\Install, and Defender exclusions added around software installs, block the listed C2 range and the two BSC contracts as pivot indicators, and treat vendor domains as untrusted download sources when the landing page is a user-generated artifact, since the Anthropic disclaimer that artifact content is unverified was the only signal separating this page from a real one before takedown at 7,100 views.
Lava researchers scanned UDP port 623 and found 36,872 internet-exposed IPMI hosts, of which 24,650 returned a password-derived HMAC-SHA1 hash during the RAKP authentication exchange before login completed due to CVE-2013-4786, letting an unauthenticated party crack passwords offline. More than half of responding devices were Supermicro systems whose post-2019 unique ten-character factory passwords (a 26^10 keyspace) could still be exhausted in about an hour on an eight-GPU rig, while HPE iLO's eight-character factory format cracked in roughly 32 seconds per captured response. The team also found a live iLO 4 interface defaced with a ransom note demanding 0.3 BTC, evidence that this exposure is already being exploited rather than theoretical, and disclosed the Supermicro password-recovery timeline to the vendor in June, who confirmed it as plausible and is reviewing longer default password formats. Operators should block UDP port 623 at the network edge, rotate factory-issued BMC credentials during provisioning, disable IPMI 1.5, cipher suite 0, and NONE authentication, and isolate BMC access behind a dedicated management VLAN, bastion host, or VPN rather than exposing IPMI or Redfish directly to the internet.
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AI-powered cybercrime is no longer just a future risk. ThreatDown's [13]new research found it's already here, hiding in plain sight on
researchers assess that AI capable of exploiting vulnerabilities at scale could reach criminal marketplaces within roughly six months. Read the _Cybercrime in the age of AI_ [12] report.
FENGARDE is an open source (Apache-2.0) SIEM aimed at European industrial Mittelstand operators, normalizing 16 parsers spanning Cisco ASA, Windows Event Log, Sysmon, Kubernetes audit, CloudTrail, Modbus/TCP, OPC UA, n8n, and MCP tool-call audit logs into OCSF, running 27 correlation rules over a sliding window into OpenSearch, and rendering alerts as draft NIS2 Article 23 and §32 BSIG incident notifications with every entity-specific fact left as an explicit analyst placeholder rather than fabricated. Triage runs against a local Ollama instance with a documented passthrough stub, so alert data never reaches a third-party LLM API, and the whole detection path is demonstrable without Docker through a zero-infra acceptance test.
Project Incantation is a defensive security toolkit for generating adversarial honeydocuments.
NeoSearch has open-sourced its codebase under the Apache License 2.0, letting anyone inspect, modify, or self-host the ad-free, no-tracking search engine, which uses AI to downrank SEO-driven and affiliate content in favor of independent and authoritative sources while grouping and rewriting result snippets through its Lenses interface.
The recent incident where an unreleased and unguardrailed OpenAI model autonomously hacked Hugging Face is commonly portrayed as an incident of a model going rogue. This is the wrong framing. The agent stayed aligned with its objective of finding a solution to the ExploitGym benchmark but wasn't given the guardrails or governance to understand that trying to steal the solution wasn't an acceptable attack path. The situation is also complicated by the fact that frontier labs are not incentivized to reduce their models' capabilities in tests and the fact that this incident was almost an advertisement for OpenAI.