Search: “mssp”

Triage & Response Bottlenecks Eating into MSSP Margins: How to Remove the Friction

ANY.RUN says manual triage bottlenecks erode MSSP margins and promotes its Threat Intelligence Lookup and sandbox to cut Tier 1 workload by up to 20%.

Vendor blog post from ANY.RUN describes recurring MSSP triage and response bottlenecks: manual alert validation, unnecessary Tier 2 escalations, manual handoffs, outdated threat data, and disconnected tools. It cites a healthcare MSSP case study where the Tier 1 closure rate rose from 20% to 70% and false escalations dropped 34% after adopting its tools. The piece claims ANY.RUN can reduce Tier 1 workload by up to 20%, letting MSSPs absorb more clients without proportional headcount growth.

ANY.RUN·Sep 2, 07:18 UTC · 14d agoIndustry

The 12 Best Managed Detection & Response (MDR) Services, Compared and Priced

Buyer's guide compares 12 MDR services, naming Huntress best value, CrowdStrike Falcon Complete for response authority and Expel for transparency.

The article compares 12 managed detection and response providers across response authority, tool bundling and pricing, highlighting Huntress for published SMB pricing and CrowdStrike Falcon Complete for unilateral containment. It stresses the consolidation landscape: Sophos completed its acquisition of Secureworks in February 2025 for approximately $859 million, and Arctic Wolf closed its purchase of BlackBerry's Cylance endpoint assets the same month. It also warns that only full-response contract tiers isolate hosts and kill processes, while lower tiers only triage or guide.

GBHackers·updated Sep 9, 08:07 UTC · 7d ago·first Sep 9, 07:56 UTC · 7d agoIndustry 3 sources1

The 12 Best Endpoint Detection & Response (EDR) Solutions, Compared and Priced

An editorial scorecard ranks 12 EDR platforms, with CrowdStrike and SentinelOne tied at 8.6/10 and telemetry retention identified as the hidden cost driver.

An editorial comparison scores twelve EDR platforms on detection, response, analyst burden, pricing transparency, and coverage. CrowdStrike and SentinelOne tie at 8.6/10, with Microsoft Defender for Endpoint close behind at 8.5 and described as effectively free in Microsoft 365 E5 estates. The guide argues that telemetry retention, not per-endpoint price, drives real cost, with fully-priced quotes frequently diverging 2-3x from headline rates. Managed detection offerings, including Cynet's bundled 24/7 SOC, factor into the buyer-fit rankings.

GBHackers·Sep 9, 07:46 UTC · 7d agoIndustry 2 sources

Globalgig expands managed security portfolio to protect enterprise AI

Globalgig adds managed AI security services covering posture management, access control, runtime protection and 24/7 AI threat monitoring built on Palo Alto Networks.

MSSP Globalgig expanded its managed security portfolio with enterprise AI protection spanning AI Security Posture Management, AI Access Security, AI Runtime Security, and AI Security Operations. The offering cites the 2026 Cost of a Data Breach Report finding that shadow AI was involved in 43% of breaches this year and 92% of AI-related breach victims lacked adequate AI access controls. Services are built on Palo Alto Networks technology, with Orchestra Insight supplying network context.

Help Net Security·Sep 15, 13:21 UTC · 1d agoIndustry

Cybersecurity jobs available right now: March 31, 2026

Help Net Security's job roundup lists cybersecurity vacancies worldwide, from malware research director to SOC, IAM, and GRC roles, mostly already closed.

The roundup aggregates cybersecurity openings across Israel, Ireland, India, the UK, Australia, France, Germany, Canada, the US and the UAE. Roles include Android malware research director, cloud security engineer, IAM analyst, SOC lead, GRC specialist, and vulnerability management positions at employers such as Iceland Foods, Pernod Ricard, A10 Networks, and TOMRA. Most listings were marked as no longer accepting applications at publication.

Help Net Security·Aug 28, 09:05 UTC · 19d agoIndustry

Intelligence-Driven SOC: Modernizing Threat Monitoring and Detection Engineering for Ultimate MTTR Reduction

ANY.RUN urges SOC teams and MSSPs to adopt intelligence-driven threat monitoring to reduce mean time to respond.

ANY.RUN published a vendor blog post arguing that threat monitoring is the connective tissue of modern security operations and that SOC teams and MSSPs must move from simple log collection to a proactive, intelligence-driven framework. The piece promotes ANY.RUN's Threat Intelligence offering as the solution for detection engineering and MTTR reduction. It is promotional content rather than a threat disclosure or research finding.

ANY.RUN·Aug 12, 07:58 UTC · Aug 12, 2026Industry

6 Months on Alert: Get H1 2026 Cyber Risk Report for SOCs and MSSPs

ANY.RUN's H1 2026 report details 15 threat trends including 437% growth in fake CAPTCHA phishing and 90.7% rise in Adobe infrastructure abuse.

The report draws on interactive sandbox submissions from over 700,000 analysts and 16,000 SOC teams between January and June 2026. Attacks abusing Adobe infrastructure grew 90.7% versus H2 2025 while RMM-related attacks rose 26.5%, and custom fake CAPTCHA phishing grew 437% from Q1 to Q2 2026. ANY.RUN argues static IOCs are losing effectiveness as dead drop resolvers hide the final C2 until execution.

ANY.RUN·Sep 15, 09:05 UTC · 1d agoResearch

Metasploit Wrap Up: Lot of summer shells and fit http profiles

Metasploit 6.5 ships 13 new modules including RCEs for SonicWall SMA1000, Ghost CMS, Joomla JCE and Langflow, plus a Linux kernel LPE.

Rapid7's Metasploit wrap-up covers the 6.5 release, which adds 13 new modules, including remote code execution exploits for WordPress WP2Shell, Ghost CMS, Joomla JCE, Langflow, OpenCATS, Pterodactyl Panel, SonicWall SMA1000, Ray Dashboard and a Pix-for-WooCommerce plugin. The Fragnesia Linux kernel local privilege escalation (CVE-2026-46300) also landed. The release introduces HTTP malleable profiles, MCP functionality, Linux multi-fetch payloads and improved Windows on ARM support.

Rapid7 Blog·Aug 14, 21:27 UTC · Aug 14, 2026ToolsCVE-2026-46300

ANY.RUN Secures Leader Status in G2’s Malware Analysis Rankings

ANY.RUN announced G2 Fall 2026 Grid Leader and Momentum Leader recognition in the malware analysis category, citing 700,000+ users.

ANY.RUN announced it was named both Grid Leader and Momentum Leader in G2's Fall 2026 malware analysis rankings, citing customer satisfaction and market momentum. The vendor states its Interactive Sandbox is used by over 700,000 security professionals and 16,000+ SOC and MSSP teams across Windows, Linux, macOS, and Android. It also cites claimed efficiency gains, including faster investigations for 95% of SOCs and MTTR reductions of up to 21 minutes per case.

ANY.RUN·updated 15:12 UTC · 33m ago·first Sep 10, 09:39 UTC · 6d agoIndustry 2 sources1

JustFit: 200K-Token LLM Serving on a 24 GiB Laptop with Just-in-Time State Management

JustFit MLX runtime serves 200K-token contexts for Qwen3.8-27B on a 24 GiB MacBook via just-in-time state management.

JustFit is an MLX-based inference runtime combining KVExec for compressed KV execution, PhaseSwap for component residency, and StateTrans for state-preserving serving transitions, independent of weight quantization. On a 24 GiB M4 Pro MacBook running Qwen3.8-27B MXFP4, it completed 196,608 input and 16,384 output tokens, raising single-request context from the mlx-vlm baseline's 30,720 positions to 212,992 (6.93x). Performance tests show 19.11 tokens/s on a 32K-input probe with a 16,374 MiB median peak footprint, and the runtime answered 29 of 30 AIME 2026 problems correctly.

arXiv cs.AI / cs.LG / cs.CL·Sep 15, 17:15 UTC · 22h agoAI research

MSPs say nearly half their customers rely on them for CISO services

Sophos survey finds MSPs act as CISOs for an average 46% of customers, mostly with partial compliance offerings and fragmented manual reporting.

A Sophos survey found MSPs estimate that 46% of their customers rely on them to act as CISOs, and most providers deliver only four to six of seven measured compliance services. More than half say they manage customers' full compliance programs, while compliance requirements influence roughly half of customers' security purchases. Nearly nine in ten providers use software, but most juggle multiple tools that cannot feed a central reporting platform, forcing staff to combine data manually. Providers estimated a unified platform would cut time spent on posture, compliance and reporting by about half; Sophos sells CISO Advantage via its Sophos Fusion system for this work.

Help Net Security·04:30 UTC · 11h agoIndustry

Top 10 Best Patch Management Software in 2026

Roundup ranks 2026 patch management software, favoring Automox, Action1's free tier and Tanium, and warns buyers to vet patching platform security.

This buyer's guide ranks ten patch management tools for 2026, placing Automox first for cloud-native patching, Action1 for a genuinely free small-estate tier and Tanium for patching hundreds of thousands of endpoints. It contextualizes the category with the 2021 Kaseya VSA ransomware supply-chain incident and the 2020 SolarWinds Orion compromise, arguing the security of the patching platform itself must be part of evaluation. It also notes Ivanti products have repeatedly appeared in CISA's Known Exploited Vulnerabilities catalog.

Cyber Security News·Sep 9, 07:54 UTC · 7d agoIndustry

RMM Tools for MSPs: Features, Risks & How to Stay Secure

Threat actors continue abusing MSP remote monitoring and management tools to reach downstream customers, four years after the Kaseya supply chain attack.

Huntress examines how RMM platforms remain a favored gateway for attackers targeting managed service providers and their clients. A recent incident demonstrates that adversaries still successfully pivot from MSP RMM tooling into downstream customer environments. The piece also covers RMM features, associated risks, and hardening guidance for providers.

Huntress·Sep 1, 04:00 UTC · 15d agoThreat actor in the wild

The 12 Best Antivirus (Endpoint Protection) Software for Business, Compared and Priced

GBHackers compares 12 business antivirus products on detection, EDR depth, pricing, and platform coverage, ranking CrowdStrike and Bitdefender joint top at 8.8.

The roundup scores 12 enterprise endpoint protection vendors across detection, EDR depth, management, pricing transparency, and platform coverage. CrowdStrike and Bitdefender tie at 8.8, with Microsoft Defender for Endpoint scoring 8.5 and noted as effectively free for Microsoft 365 E5 licensees. The piece also flags that Kaspersky cannot legally be sold in the US and that Panda and Webroot now sit under WatchGuard and OpenText respectively.

GBHackers·Sep 8, 10:24 UTC · 8d agoIndustry 2 sources1

ConnectSecure helps MSPs automate Microsoft 365 security remediation

ConnectSecure launches Microsoft 365 Auto Remediation and AI-powered Training Assessments to help MSPs automate M365 security fixes and compliance training.

ConnectSecure's platform now automates remediation of supported Microsoft 365 security findings through conditional access policies, covering gaps such as missing MFA enforcement, legacy authentication and risky sign-ins. A new AI-assisted Training Assessments module generates, assigns and measures security assessments with configurable difficulty, pass thresholds and multilingual support. The previously announced Patch 360 patch management capability, including pilot-first validation, staged rollouts and rollback, is also now available.

Help Net Security·Aug 12, 00:00 UTC · Aug 12, 2026Tools

Stellar Cyber's Auto-Triage AI matches human analysts 99.7% of the time

Help Net Security·Aug 5, 00:00 UTC · Aug 5, 2026Ransomware

The 12 Best Mobile Device Management (MDM) Solutions, Compared and Priced

A comparison of 12 MDM platforms ranks Microsoft Intune as best value for Microsoft 365 estates and Jamf, Kandji, and Mosyle for Apple fleets.

The buyer's guide compares 12 mobile device management (MDM) products, naming Microsoft Intune best value since it is included in Microsoft 365 E3/E5, and Jamf, Kandji, and Mosyle as Apple specialists with day-one OS support and automated compliance remediation. Eight of the twelve publish rates; per-device pricing punishes multi-device users, while Microsoft, Omnissa, and IBM offer per-user options. Free tiers from Mosyle, Miradore, and ManageEngine support genuine small deployments.

GBHackers·updated Sep 10, 08:19 UTC · 6d ago·first Sep 10, 08:09 UTC · 6d agoIndustry 4 sources

IBM security advisory (AV26-922)

Canadian Cyber Centre relays IBM advisory for Langflow, MQ, and Sterling File Gateway flaws including MQ remote code execution (CVE-2026-13293).

Canadian Cyber Centre advisory AV26-922 relays IBM fixes for Langflow OSS (versions through 1.11.5 across release lines), IBM MQ (10.0.0.0 and 9.x LTS/CD through 9.4.5.1), and Sterling File Gateway (through 6.2.2.1). CVE-2026-13293 is a remote code execution flaw in IBM MQ Java messaging caused by an incomplete security scanner blocklist enabling network-based code execution. CVE-2026-19290 is an improper access control vulnerability in IBM Sterling File Gateway. Administrators are urged to review and apply the necessary updates.

Canadian Centre for Cyber Security·Sep 15, 14:29 UTC · 1d agoAdvisoryCVE-2026-13293CVE-2026-19290

Managed EDR: What It Is & How to Choose a Provider

Huntress outlines differences between managed and unmanaged EDR and offers guidance on evaluating managed detection and response providers.

The Huntress blog explains how EDR provides endpoint visibility, detection, and response, and contrasts self-managed EDR with vendor- or MSP-delivered managed EDR. It notes unmanaged deployments require in-house staffing to tune and triage high alert volumes, while managed EDR supplies expert investigation and reduced alert fatigue at the cost of less control and third-party visibility. The post lists questions for evaluating providers, including analyst training, monitoring and investigation processes, and false-positive handling.

Huntress·Sep 3, 21:22 UTC · 12d agoIndustry

Top 10 Best Mobile Device Management (MDM) Solutions in 2026

A 2026 MDM buyer guide ranks ten solutions, recommending Microsoft Intune for Microsoft 365 estates and Jamf for Apple-only environments.

A 2026 buyer guide evaluates ten mobile device management solutions, leading with Microsoft Intune as the default for Microsoft 365 organizations and Jamf for Apple estates. It recommends choosing the enrolment model before selecting a vendor and clarifying BYOD visibility to prevent privacy disputes. Kandji, Mosyle, Omnissa Workspace ONE, ManageEngine, Scalefusion, and Hexnode are covered as alternatives. Guidance ties MDM to Zero Trust data access policies via Apple User Enrolment and Android work profiles.

Cyber Security News·Sep 9, 07:45 UTC · 7d agoIndustry

Simplify Threat Intelligence Procurement with SOCRadar and Microsoft Marketplace

SOCRadar announces its threat intelligence platform is available via Microsoft Marketplace to simplify procurement for security teams.

SOCRadar describes how purchasing its threat intelligence through Microsoft Marketplace streamlines the procurement process for security teams. The announcement targets organizations whose security budgets are approved but stall in vendor procurement. It is a vendor marketing piece rather than a threat report.

SOCRadar·Sep 15, 08:28 UTC · 1d agoIndustry 2 sources

datasette-mcp 0.2

Simon Willison released datasette-mcp 0.2, changing MCP SQL results to object arrays for better small-model usability.

Datasette-mcp 0.2 changes the execute_sql 'rows' output from an array of arrays to an array of objects, helping weaker models avoid losing track of positional column mappings. The plugin now depends on mcp>=2.1.1. This is the first non-alpha release, and the author reports using it extensively.

Simon Willison·Sep 1, 15:30 UTC · 15d agoAI tools & infra

IBM security advisory (AV26-862)

Canada's Cyber Centre relayed an IBM advisory disclosing vulnerabilities across SPSS, MQ, Maximo, Instana, Concert and other IBM products.

The Canadian Centre for Cyber Security (AV26-862) published an IBM security advisory dated August 31, 2026, noting vulnerabilities affecting multiple IBM products as of August 28, 2026. Affected products include SPSS Collaboration and Deployment Services, IBM MQ Agent, Maximo Application Suite Monitor Component, Observability with Instana agent, Financial Transaction Manager for Red Hat OpenShift, Engineering Test Management, Control Center, Concert Software and Tivoli System Automation. No CVE identifiers, CVSS scores or exploitation details are provided in the relayed text.

Canadian Centre for Cyber Security·Aug 31, 15:52 UTC · 15d agoAdvisory

Studying Without a Syllabus: Task-Agnostic Environment Preprocessing

Paper formalizes task-agnostic environment preprocessing, where agents study unfamiliar environments under a budget to build reusable artifacts for a frozen solver.

The paper formalizes task-agnostic environment preprocessing, where a studying system explores an environment under a budget and produces artifacts like indices, scripts, or procedural guidance for a frozen solver, without task examples or evaluation feedback. The authors compare unaided and archive-equipped meta-agents against fixed synthetic-practice and corpus-processing methods across six heterogeneous benchmarks. A meta-agent variant achieves the highest Avg@3 reward on five benchmarks, while fixed corpus processing remains best on the largest corpus benchmark. Studied artifacts reduce the test-time sampling needed to reach a given score, shifting computation from repeated test-time attempts to a pre-task study phase.

Hugging Face daily papers·Sep 8, 20:00 UTC · 7d agoAI research

The Model Proposes, the Code Disposes: A Pre-Registered Ablation of a Verifier-and-Acceptance Stage in an LLM-Orchestrated Offensive-Security Agent

Pre-registered ablation finds a model verifier stage in an LLM offensive-security agent suppresses findings; removing it eliminated suppression with precision tradeoff.

The paper evaluates a verifier-and-acceptance stage in an LLM-orchestrated offensive-security agent via a pre-registered 20-run confirmatory ablation and a 2x2 factorial study with 40 runs on vulnerable lab targets. Removing the stage eliminated pre-report suppression (median 2 vs 0 findings, p = 0.00003) but reduced model-blinded shipped precision (0.471 vs 0.353, p = 0.0087). Suppression was attributed to the model verifier rather than deterministic acceptance rules, and an instrumented canary recorded zero external contacts in all 60 runs. The full design retained 93.8% of model-adjudicated true candidates but failed its pre-registered non-inferiority floor of 0.90.

arXiv cs.CR·Sep 14, 17:13 UTC · 1d agoResearch

Hackers Impersonate IT Support on Microsoft Teams to Take Control of Employee PCs

Microsoft warns of a human-operated campaign where attackers pose as IT support in Teams to gain remote PC control and reach domain controllers.

Microsoft Threat Intelligence observed attackers abusing Microsoft Teams external collaboration to impersonate IT/helpdesk staff, persuading employees to grant screen control via Quick Assist or RMM tools. Operators deploy malicious MSI packages via silent msiexec, run encrypted JavaScript implants through portable Node.js, and persist via EdgeUpdate Run keys or Startup folder entries. The Node.js backdoor uses HTTPS long-polling C2, captures screenshots, enumerates Active Directory, and moves laterally over WinRM (TCP 5985) to domain controllers and certificate authorities. Initial access maps to MITRE ATT&CK T1566.003 (Spearphishing via Service); no Teams vulnerability is exploited.

GBHackers·Sep 8, 13:28 UTC · 8d agoPhishing & fraud in the wild

DataGrout helps enterprises control AI usage, governance and LLM costs

SelectHub launched DataGrout, an LLM cost and governance platform combining dynamic context pruning, symbolic inference and MCP gating, claiming about 60% token reduction.

SelectHub launched DataGrout, an LLM inference optimization and AI governance platform combining dynamic context pruning, a symbolic inference layer, and an MCP gateway with per-call token and cost monitoring. Early tests claim roughly 60% token reduction on data-intensive ERP and CRM integration tasks without accuracy loss. The platform connects via its Conduit SDK, MCP or JSON-RPC, offers its own MCP servers for SaaS apps such as Salesforce, SAP and ServiceNow, and supports bring-your-own-key LLM access or gateways like Amazon Bedrock and Kong.

Help Net Security·Aug 13, 00:00 UTC · Aug 13, 2026AI tools & infra1

ThinkPrior: Zero-Rollout Difficulty Priors for Cold-Start Prompt Selection in RLVR

ThinkPrior builds zero-rollout difficulty priors via an offline verifier-anchored pass, halving silent groups in RLVR and cutting wasted rollouts on Qwen2.5-Math-7B.

In GRPO-based RLVR, groups where all rollouts are correct or all are wrong yield zero advantages and consume about 39% of a run's rollouts under uniform sampling. ThinkPrior initializes a Beta posterior from an external anchor pass's verifier-scored pass rate, selecting prompts by expected learnability before any target-policy rollout, without changing the loss or optimizer. On Qwen2.5-Math-7B across sixteen seeds it more than halves early silent groups and cuts wasted rollouts through step 30 by nearly a fifth, with no detected final-accuracy difference. The ThinkPrior+DAPO composition reduces generated rollouts by 10.6% at an equal 3,840-rollout update budget.

arXiv cs.AI / cs.LG / cs.CL·Sep 8, 17:30 UTC · 7d agoAI research1

Agent as Policy for Robotic Manipulation

Agent as Policy lets a general-purpose agent drive a physical robot via runtime reasoning and program generation, reaching 100% success on manipulation tasks.

The paper introduces Agent as Policy (AGP), which puts task planning and execution for a physical robot under a general-purpose agent's control with no task-specific or environment-specific training. The agent interprets visual evidence, writes executable programs, issues motion commands, and revises actions based on physical outcomes. AGP was evaluated on real-world manipulation tasks including assembly from human videos, block construction from goal images, die reorientation, targeted throwing, and bimanual towel folding. It achieved success rates of 100%, 100%, and 80% on three block construction configurations.

Hugging Face daily papers·Sep 10, 20:00 UTC · 5d agoAI research

DPRK APTs: Ted backdoor and curlRAT target South Korean media and automotive sectors

Rapid7 uncovered a DPRK-linked Linux toolkit using a HAProxy-embedded ted backdoor, SSH keylogger, and curlRAT against South Korean media and automotive firms.

Rapid7 Labs identified a previously undocumented framework attributed with medium confidence to DPRK actors, targeting South Korean automotive and media organizations likely since early 2025. The toolkit embeds a backdoor compiled into HAProxy 2.8.12 using its filter API, plus trojanized crond, agetty, atd, sshd, and polkitd, an SSH keylogger storing credentials under /var/lib/sshd/, and a curl-based RAT with a watchdog thread. It enables remote command execution, malicious script injection into served webpages (a watering-hole loop), credential harvesting, and long-term surveillance. Hardcoded C2s are associated with APT37 via ThreatFox, and exposed groupware portals and mail servers align with Kimsuky tradecraft; the initial access vector and any CVE remain unconfirmed.

Rapid7 Blog·Sep 4, 12:00 UTC · 12d agoThreat actor in the wild1

Microsoft Teams is about to make QR code phishing much harder

Microsoft Teams will obscure QR codes from external senders starting October 2026, adding friction against QR-code phishing across Android, desktop, iOS, and Mac.

Microsoft 365 Roadmap entry 570439 describes a Teams feature that obscures images containing QR codes sent by external users, requiring users to reveal them before viewing or scanning. Rollout is expected to begin in October 2026 for Android, desktop, iOS, and Mac. The feature aims to reduce QR code phishing risk, which NordVPN says has redirected more than 26 million users to malicious websites, with 73% of Americans scanning codes without verifying destinations.

Help Net Security·Sep 4, 00:00 UTC · 12d agoTools1

Target leakage, not model class, explains reported accuracy in survey-based cardiovascular screening: a leakage-tiered audit of glass-box and tabular foundation models

Audits of 10 classifiers on BRFSS show target leakage, not model class, drives the reported 0.89 AUROC in survey-based cardiovascular screening.

The study benchmarks ten model classes, including glass-box and tabular foundation models, for prevalent myocardial infarction on 442,067 respondents of the 2022 BRFSS across five feature tiers of decreasing leakage risk. Removing two post-diagnostic features costs every model 0.049-0.051 AUROC and collapses performance into a 0.0045-wide band, and the explainable boosting machine matches all alternatives within 0.005 while scoring roughly 104x faster than the strongest foundation model. Frozen models transport within 0.002 AUROC to 2023 data; the authors conclude evaluation practice and feature sets, not model capacity, are the binding constraint.

arXiv cs.AI / cs.LG / cs.CL·Sep 10, 17:29 UTC · 5d agoAI research1

Product showcase: mSecure makes one vault do more than remember passwords

Product showcase reviews mSecure password manager's AES-256 zero-knowledge vault with passkeys, 2FA storage, and multi-device sync options.

mSecure is a password manager and data vault for iOS, Android, macOS, and Windows using AES-256 encryption and a zero-knowledge architecture, with sync via mSecure Cloud, Wi-Fi, iCloud, or Dropbox, plus local-only storage. It supports passkeys, one-time passwords, a Security Center for weak/reused passwords, and a configurable password generator. Recovery features include two-factor authentication, auto-lock, a Self-Destruct option after failed unlock attempts, and iCloud backups on iOS.

Help Net Security·Sep 15, 05:30 UTC · 1d agoTools1

AgentGrad: Intervention-guided Prompt Optimization for Multi Agent Systems

AgentGrad introduces intervention-guided prompt optimization for LLM multi-agent systems, achieving state-of-the-art results with 2.5x faster optimization.

AgentGrad is a prompt optimization framework for LLM-based multi-agent systems that addresses limitations in textual gradient extraction and aggregation. It uses sequential intervention to identify the agent whose prompt modification resolves a given failure, then applies agent-level supervision and semantic gradient clustering to build generalized gradients. Experiments report state-of-the-art performance across five MAS benchmarks and a 2.5x average reduction in wall-clock optimization time versus the next-fastest baseline.

Hugging Face daily papers·Sep 7, 20:00 UTC · 8d agoAI research