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Google Cloud races to catch up in the AI deployment wars with Accenture deal

Google Cloud and Accenture formed a joint unit, training up to 1,000 forward-deployed engineers to drive enterprise adoption of Gemini Enterprise.

Google Cloud and Accenture launched the Accenture Gemini Enterprise Business Group, a joint unit of forward-deployed engineers helping enterprises adopt Google's AI tools. Google will train up to 1,000 Accenture FDEs to build custom applications on the Gemini Enterprise platform. Ramp data cited by TechCrunch puts Google at roughly 6% of US enterprise AI spending versus Anthropic's 43.5% and OpenAI's 39.7%. Alphabet held $811 billion in purchase commitments as of June 30, against Google Cloud's $24.8 billion second-quarter revenue.

TechCrunch · AI · 8d agoAI industry

The Agentic SOC – From AI Theater to Real Defense

Recorded Future and Accenture experts outline how security teams can move beyond 'AI theater' toward agentic SOC operations guided by measurable KPIs.

Recorded Future published a blog featuring perspectives from its own and Accenture experts on building an agentic security operations center. The piece argues organizations should prioritize measurable KPIs and proactively mitigate risks from autonomous agents. It also discusses evolving the analyst role from managing alerts to managing agents.

Recorded Future · 15d agoIndustry

Kiteworks Acquires Bonfy.AI to Fill the AI Gap in Data Governance

Kiteworks acquired AI data-security firm Bonfy.AI, reportedly for tens of millions of dollars, to add inline AI-era data governance.

Kiteworks announced the acquisition of Bonfy.AI, an AI-native content-security platform that classifies sensitive data in real time as it moves across email, file sharing, SaaS apps, and AI agents. The deal, estimated by CTech at tens of millions of dollars, will extend Kiteworks' Data Control Plane with inline runtime policy enforcement for both human and AI-agent workflows. This is Kiteworks' eighth acquisition in five years; Bonfy was founded in early 2024, raised a $9.5 million seed round, and emerged from stealth in June 2025.

SecurityWeek · 5d agoIndustry 2 sources

The Last AI Built by Humans: Toward Genuine Recursive Self-Improvement

Position paper defines recursive self-improvement for AI, introduces the Headroom-Closed Index and an autonomy roadmap toward genuine recursive meta-improvement.

The paper uses the Headroom-Closed Index to diagnose limitations of existing LLMs and frames recursive self-improvement (RSI) as a staged roadmap: improvement-execution, improvement-strategy, experience-acquisition, and environment-adaptation autonomy, culminating in recursive meta-improvement. It examines RSI across scientific discovery, embodied intelligence, and software engineering, highlighting differing requirements and development speeds. Drawing on industry practices and preliminary empirical evidence, it connects RSI research with practical systems and identifies key challenges to achieving genuine RSI.

Cybersecurity jobs available right now: August 25, 2026

Help Net Security lists open cybersecurity roles at AT&T, Accenture, Mastercard and others across the US, Europe, India and UAE.

Help Net Security aggregated open cybersecurity positions including compliance, IAM engineering, security architecture, SOC analyst and cloud security roles. Employers include AT&T, Accenture, Mastercard, Insight, Mitiga, NEURA Robotics and Abu Dhabi Islamic Bank across the US, India, France, Germany, Ireland, Israel and UAE. Several postings emphasize identity and access management, NIS2 and GDPR compliance, and cloud security work.

Help Net Security · 13d agoIndustry

Involving before Evolving: A Vision for Trustworthy Enterprise Digital Twin Engineering

Vision paper proposes 'involving before evolving' staged approach for trustworthy enterprise digital twins, validated via an ongoing Michelin prototype.

The paper presents a three-stage vision for enterprise digital twin (EDT) engineering that prioritizes early organizational buy-in before evolving toward federation and full interoperability. The approach combines foundation models for rapid prototyping, an ontological backbone for federated interoperability, and observability tooling to build stakeholder trust. The vision is grounded in an ongoing collaboration with Michelin, where an initial working prototype helped secure stakeholder buy-in.

arXiv cs.AI / cs.LG / cs.CL · 5d agoAI research

BGP Role model: tracking the adoption of RFC 9234

Cloudflare measured RFC 9234 adoption, finding BGP Role deployment growing but two Tier 1 networks unexpectedly stripping the Only to Customer attribute.

Cloudflare analyzed adoption of RFC 9234, which introduces BGP Roles and the Only to Customer (OTC) attribute allowing routers to reject route leaks on their own. The measurement study assessed who has deployed the mechanism in the global routing table. It found two Tier 1 networks unexpectedly stripping OTC attributes, which could undermine leak protection.

Cloudflare Blog · 29d agoResearch

From Protocols to Evidence: Bounded Claims for AI in Service of the Common Good

Paper proposes a rupture test and RISE AI architecture for evidence-bounded responsible-AI claims, framed via EU AI Act and NIST AI RMF.

The paper argues AI deployment intervenes in pre-existing institutional failures of responsiveness, belonging, care, and accountability, and must therefore evaluate both the system and the institutional rupture it enters. It reviews how the EU AI Act, NIST AI RMF, and ISO/IEC 42001 translate principles into protocols, and draws on Pope Leo XIV's Magnifica Humanitas to develop a rupture test linking institutional baselines to system evaluation. It distinguishes evidence-bounded deployment from measurement-bounded governance and introduces RISE AI, an architecture for bounded claims about Responsibility, Inclusivity, Safety, and Empowerment.

arXiv cs.AI / cs.LG / cs.CL · 5d agoAI policy

Healthcare organizations can now connect EHR and additional industry data to ChatGPT

OpenAI announced ChatGPT integrations allowing healthcare organizations to connect EHR and industry data so clinicians can access patient context and research securely.

OpenAI said healthcare organizations can now connect electronic health records and other industry data sources to ChatGPT. The feature is aimed at letting clinicians securely access patient context and medical research within the assistant. The announcement was published on OpenAI's news site without disclosure of a new model release.

OpenAI News · 15d agoAI industry

OpenAI Launches GPT-5.6-Cyber with Reduced Safeguards for Exploit Development

OpenAI released GPT-5.6-Cyber for vulnerability research and pentesting via Daybreak Red, completing 95% of advanced cyber task evaluations.

GPT-5.6-Cyber, built on GPT-5.6 Sol, targets zero-day discovery, exploit chain development and incident response with reduced refusals, scoring 95.0% on OpenAI's Advanced Cybersecurity Completion Rate versus 1.5% for GPT-5.6 Sol and 57.3% for GPT-5.5-Cyber. The model found CVE-2026-15903 (CVSS 8.8), an out-of-bounds read/write in Chrome's V8 JavaScript engine that Google patched in mid-July 2026. It is available to trusted partners including CrowdStrike, Palo Alto Networks and Cloudflare through the Daybreak Red access tier.

The Hacker News · Aug 11, 2026Model releaseCVE-2026-15903

Reimagining advertising with AI

OpenAI launches ChatGPT advertising features including Sponsored Agents, AI ad creation in Ads Manager, and integrations with HubSpot and Shopify.

OpenAI is testing Sponsored Agents in the United States, letting users converse with clearly labeled business-sponsored agents after clicking ads in ChatGPT. Advertisers can create, update, and analyze campaigns via natural-language prompts in ChatGPT with an Ads Manager plugin, plus AI-suggested copy and imagery in Ads Manager. HubSpot becomes the first CRM partner and Shopify the first ecommerce partner, with the Shopify app expanding internationally on September 23.

OpenAI News · 4h agoAI industry

From assistance to execution: How enterprises put AI to work

OpenAI reports enterprise adoption patterns of agentic AI through ChatGPT and Codex, with frontier firms pulling ahead in deployment.

OpenAI published a report on how enterprises are moving from AI assistance to autonomous execution, focusing on agentic AI deployments. It highlights the use of ChatGPT and Codex in enterprise workflows and argues that frontier firms are pulling ahead of peers in AI adoption. The piece is adoption research and marketing rather than a security disclosure.

OpenAI News · Aug 12, 2026AI industry1

The Work Now Within Reach

OpenAI argues increasingly capable and affordable AI can expand what workers and businesses accomplish, lowering the cost of growth.

An OpenAI publication frames more capable, affordable AI as a way to expand the work people and businesses can accomplish and to make economic growth more economical. The piece is presented as an exploration of AI's economic impact rather than a technical or product announcement. No specific models, benchmarks, or metrics are named in the available text.

OpenAI News · 8d agoAI industry1

Research acceleration: The view inside OpenAI

OpenAI essays tout an 'RSI day' and agentic engineering adoption, with AI spend per researcher accelerating sharply after late-July internal model access.

Two OpenAI pieces, including Chief Scientist Jakub Pachocki's essay 'An Alien Mind', describe 'RSI day' (Recursive Self-Improvement) and the lab's AGI framing. The post details how OpenAI's research team increasingly relies on coding agents, with agentic engineering scaling through 2026. A chart shows AI spend per researcher accelerating sharply in late July, which Willison attributes to internal employees gaining access to a new model.

Simon Willison · 9d agoAI industry

Communicating Under Pressure: Best Practices for Service Providers

CISA, FBI, and international partners issued guidance on crisis communications for service providers during IT and OT outages, emphasizing clarity, transparency, and backup channels.

CISA, the FBI, and international partners published guidance on planning and executing clear, timely, audience-appropriate communications during IT and OT service outages, whether caused by cyber threat actors, human error, or natural hazards. The guidance stresses clarity, accountability, and transparency, and warns that outages at one organization can cascade across interconnected systems. It recommends critical infrastructure owners assume telecommunications may be unreliable and integrate backup communication methods into crisis plans, and points to CISA's CI Fortify initiative for OT isolation and recovery resources.

CISA Advisories · 14d agoAdvisory

numbat - AI agent observability, (Fri, Sep 4th)

SANS reviews Perplexity's open source numbat, a Go-based tool giving security teams observability, detection rules, and enforcement for AI agents like Claude and Gemini.

Numbat, Perplexity AI's open source observability tool, monitors desktop, CLI, IDE, and gateway AI agents through local hooks, OTLP/HTTP logs, and on-disk session artifacts. It ships detection rules mapped to MITRE ATT&CK (e.g., recon.network_sweep / T1046), supports enforcement mode, and packages investigations with SHA256-verified manifests and timelines. The SANS review positions it as a response to unmanaged AI agent and MCP server sprawl highlighted by the OpenAI/Hugging Face incident.

SANS Internet Storm Center · 11d agoAI tools & infra

How law firm Gilbert + Tobin governs and scales AI with OpenAI

OpenAI details how law firm Gilbert + Tobin scales ChatGPT Enterprise and Codex firm-wide under CEO-led governance with human accountability.

OpenAI published a customer story describing Gilbert + Tobin's adoption of ChatGPT Enterprise and Codex across the law firm. The firm pairs executive-level commitment with formal governance and human accountability to expand AI use in legal workflows. The piece is a promotional case study, with no new product capabilities or research announced.

OpenAI News · 15d agoAI industry1

Australia is replacing the Essential Eight with a new cyber framework. Here’s how exposure management can help you get ahead of it.

Australia's ASD is replacing the Essential Eight with an outcomes-based Essentials series covering IT, cloud, OT and likely agentic AI, with deprecation from mid-2027.

The Australian Signals Directorate announced in June 2026 that the Essential Eight will be replaced by an outcomes-focused Essentials series structured as chapters covering enterprise IT (including identity and SaaS), cloud, OT, and likely agentic AI. Deprecation begins around mid-2027 with full retirement around mid-2028, though timelines are targets; the Essential Eight is mandatory for roughly 98 non-corporate Commonwealth entities but voluntary for private firms. Tenable argues the shift demands continuous security posture evidence via exposure management rather than point-in-time checklist assessments.

Tenable Blog · 1d agoPolicy & legal1

An Evidence Model for Agentic Processes: Evidence Claims, Trust Assumptions, and Policy Assessment

Researchers propose an evidence claim model defining which trust and audit claims agentic AI systems can support, mapping claims to mechanisms, assumptions, and threats.

The paper proposes an evidence claim model for agentic AI processes that exchange messages, invoke tools, request approvals, and modify shared artifacts. It distinguishes claim types such as artifact integrity, provenance, approval evidence, and policy assessment, mapping each to mechanisms, assumptions, limitations, and threats. It stresses that hashes, signatures, and external anchors do not establish semantic truth, authorization, or capture completeness. The contribution is conceptual, offering vocabulary for what an agentic black box can and cannot evidence and which controls must surround it.

arXiv cs.CR · 8d agoAI safety & security

Virgin Atlantic sharpens customer journeys with ChatGPT Work

Virgin Atlantic uses ChatGPT Work to accelerate research, planning, and customer-journey decisions.

OpenAI published a customer story on Virgin Atlantic adopting ChatGPT Work. The airline uses it to accelerate research, product planning, and decision-making, and to connect signals across the customer journey. This is promotional case-study content.

OpenAI News · Aug 10, 2026AI industry

Mines, Minds, and Machines: The Journey of AI

Recorded Future essay traces AI's supply chain from minerals and chips to embodied AI, mapping geopolitical rivalry and cyber operations at every stage.

Recorded Future published an analysis following the supply chain of the fourth industrial revolution: minerals become chips, chips become data centers, and data centers become models that are acquiring physical capabilities. It argues geopolitical rivalry and cyber operations now run along every link, from mine to embodied AI machines.

Recorded Future · Aug 11, 2026AI industry

Airrived adds Agentic Observability to track AI agent actions and risks

Airrived launches Agentic Observability to give enterprises end-to-end visibility into AI agent actions, permissions, data flows, and costs.

Airrived announced Agentic Observability, an expansion of its enterprise Agentic OS that traces the full agentic lifecycle from enterprise data ingestion through agent reasoning to business outcomes. The platform surfaces each agent's creator, owner, permissions, permitted actions, and human-in-the-loop approval requirements, and tracks movement of PII, PCI, and PHI across agentic workflows. It also adds token- and model-consumption tracking to turn AI spending into measurable AI FinOps.

Help Net Security · 2d agoAI industry

ChatGPT can now connect to your personal apps to mimic writing style

OpenAI is testing ChatGPT Writing Style, which mimics a user's voice using writing samples from connected Gmail, Slack, and Drive accounts.

OpenAI confirmed it is testing a Writing Style feature for ChatGPT that learns a user's voice from writing samples in connected apps. The onboarding flow references Messaging (Slack), Documents (Google Drive and Notion), and Email (Gmail) as example sources. It resembles Anthropic's Styles personalization feature but draws on existing writing inside connected services rather than uploaded samples. The feature is available to a small group of users with no announced general rollout date.

BleepingComputer · 9d agoAI industry

NIST Seeks Public Input on AI-Ready NVD Modernization

NIST is seeking public comment on modernizing the National Vulnerability Database to support AI-powered vulnerability research.

The US National Institute of Standards and Technology announced it is soliciting public input on modernizing the National Vulnerability Database. The initiative aims to make the NVD AI-ready to support AI-powered vulnerability research and analysis.

Infosecurity Magazine · Aug 12, 2026Policy & legal

When will average people feel AI’s impact?

Interconnects essay argues AI's impact is still a rounding error for average people, comparing looming wage stagnation to Engels' pause.

An Interconnects essay argues that AI currently touches daily life far less than previous industrial revolutions, since its benefits are concentrated in knowledge work and lack tangible consumer goods. The author invokes Engels' pause (1790-1840), when British wages stagnated amid rapid GDP growth, as a warning that popular backlash could kneecap AI's development. He contends the current phase is about building compounding infrastructure, and predicts daily life may look similar even 50 years from now.

Interconnects · 7d agoAI industry1

Do AI Coding Assistants Check Before They Install? A Pre-Registered Demand-Side Audit of Trust Signals in the Research Software Supply Chain

Pre-registered audit finds AI coding assistants verified provenance signals in only 9 of 1,920 trials before installing research software packages.

The study tested whether AI coding assistants check machine-readable trust signals such as SBOMs, signed releases, and provenance attestations before installing six open-source research software projects spanning HPC and quantum computing. Three models under two operating modes produced 1,920 registered trials scored from container logs. Provenance signals were opened in only 9 of 1,920 trials (0.5%) and zero of 384 control trials, with no trial running a verification command. The authors conclude publishing signals is insufficient and verification must be built into the program running the assistant.

AI is changing what Salesforce security needs to govern

WithSecure's Trust Mapping paper proposes a framework for governing trust relationships across Salesforce workflows, AI agents, integrations and connected SaaS systems.

WithSecure's paper 'Navigating Trust in the Modern Salesforce Ecosystem' introduces a Trust Mapping Framework spanning five domains: entities, information, connections, actions and system outcomes. It applies to Salesforce, Agentforce, Headless 360, third-party SaaS and AI-assisted workflows where users, AI agents, APIs and integrations form trust relationships. A Discovery step maps relationships, a Governance step assesses, restricts or retires them, and the paper defines 'trust drift' such as stale credentials, excessive access and unvalidated AI recommendations.

Help Net Security · 5d agoResearch1

France Establishes New Government-Focused Cyber Incident Response Unit

France created REACTIV, an ANSSI-led interministerial cyber incident response unit for state services, after the DGFiP breach exposed up to 678,000 taxpayers.

ANSSI announced REACTIV (Interministerial Response & Action against Data Breaches) on September 7, a dedicated incident response capability for French state services. It lets ANSSI require ministries to take urgent protective measures for citizens' data and lead centralized technical crisis communications during attacks on state services. The move follows the DGFiP tax authority attack that exposed data of 350,000 to 678,000 taxpayers, after which the Prime Minister ordered an extensive audit of ANSSI. Two suspects aged 16 and 18 from the ZeroBytes hacking group were arrested in late August.

Infosecurity Magazine · 8d agoPolicy & legal

IBIB: A Protocol for Measuring Enterprise AI Systems by Serving Route, Not Model Identifier

IB2 protocol scores enterprise AI systems by serving route with reliability-inclusive scoring; serving-arm choice moved one score from 77.38 to 82.54.

The protocol has three parts: a gold-blind capability-binding preflight verifying a route can execute the evaluation contract, a reliability-inclusive first-pass scoring rule, and structurally score-blind adjudication. Its reference instantiation uses 128 locked tasks and 987 assertions over document, spreadsheet, chart, tool, and database work, released as procedure and schemas rather than an exposed corpus. Across eleven systems, two complete runs on identical weights later failed distinct binding-gate predicates, four of seven suites saturate within a six-system band driven by governed database work and multi-tab joins, and excluding failed responses from denominators changes the point ordering. Serving-arm choice shifted one declared revision and precision from 77.38 to 82.54, though arms differed in access mode, harness generation, and the tool-call parser.

arXiv cs.AI / cs.LG / cs.CL · 7d agoAI research1

[AINews] AEF-1 standard emerges for Third Party Evaluators, as Xai, OpenAI, and Anthropic all cosign

xAI, OpenAI, and Anthropic cosign the AEF-1 third-party evaluation standard while Dario Amodei proposes embedded evaluators for safety verification.

The AI Evaluator Forum published AEF-1, a baseline standard for independent third-party AI evaluations covering access, conflicts of interest, funding relationships, recusal, and transparency, cosigned by xAI, OpenAI, and Anthropic. Dario Amodei wrote a rare personal blogpost proposing embedded evaluators such as METR with desks, badges, company laptops, and internal-risk-team-level access to verify safety commitments, plus democratic and global coordination frameworks. The roundup also covers the pacing debate: Bilal Chughtai left Google DeepMind arguing progress may outrun alignment, while critics including Aidan Gomez and Cohere push back against slowdowns and lab gatekeeping. Additional items include Cline Desktop's launch with open-weight model support.

Latent Space · 1d agoAI safety & security