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HiddenLayer Unveils Agent Harness Security to Protect AI-Powered Software Development at Runtime

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New solution extends HiddenLayer’s AI Runtime Security module to secure AI coding agents as they read code, run commands, modify files, and interact with developer systems.

AUSTIN, Texas, Aug. 3, 2026 /PRNewswire/ — HiddenLayer, the leading AI security company, today announced Agent Harness Security, a new solution that extends the HiddenLayer AI Security Platform’s Runtime Security module to secure AI coding agents at runtime. The new solution gives security teams the runtime control they need to safely scale AI-assisted software development by protecting source code, secrets, and infrastructure from unsafe agent actions without slowing developers down. Built on HiddenLayer’s AI Security Platform and powered by HiddenLayer’s adversarial AI threat research, Agent Harness Security integrates directly into each coding agent’s native hook surface to detect and stop prompt injection, sensitive data exposure, and unsafe command execution as they occur.

AI coding agents are rapidly becoming central to enterprise software development. Gartner predicts that by 2028, 90% of enterprise software engineers will use AI code assistants, up from less than 14% in early 2024. But these tools have moved far beyond mere code suggestions. They can now run shell commands, modify repositories, install dependencies, and act on context pulled from files, tool outputs, and external sources.

That shift turns every developer’s machine into an AI execution environment, where prompt injection embedded in a README or a poisoned tool response can turn legitimate developer access into the attack path. Organizations cannot safely scale AI coding agents unless they can see what those agents are doing and stop unsafe actions when needed. They also cannot rely on controls that sit outside the workflow and slow developers down, breaking the productivity gains AI coding tools were meant to deliver.

Agent harnesses are the execution environments that enable AI agents to plan, reason, and take actions by connecting models with context, memory, tools, skills, and orchestration logic. As organizations increasingly adopt AI agents, these harnesses create a new runtime attack surface where indirect attacks can influence agent behavior and lead to data exposure, unauthorized actions, or other security risks.

For AI coding agents, Agent Harness Security provides inline runtime control within the coding agent workflow. It gives security teams visibility into agent activity across prompts, tool calls, shell commands, file edits, and repository interactions. It can redact sensitive information before a model sees it, steer agents away from poisoned tool responses, and stop unsafe actions before they pose a risk. Because every coding agent exposes different controls, HiddenLayer applies the strongest enforcement each platform supports and clearly shows security teams what is working, where it is working, and why.

“AI coding agents are now among the most active AI systems inside the enterprise. They run on developer machines, execute commands, modify source code, and act on sensitive context in real time,” said Chris Sestito, CEO of HiddenLayer. “Securing them takes more than deciding whether to allow or block an action. Security teams need to control what agents see, reason over, and act on before something goes wrong. That is what our Agent Harness Security solution delivers, securing AI coding agents today, and it’s what enterprises need to scale AI coding agents with confidence.”

With Agent Harness Security, organizations can:

See what AI coding agents are doing in the codebase. Follow coding agent activity from the prompt that started the task through the files opened, commands run, dependencies installed, code changed, and pull requests prepared. Security and AppSec teams get the session context they need to quickly investigate behavior.Catch threats inside the development workflow. Detect prompt injection embedded in source files and tool outputs, secrets flowing into AI tool calls, unsafe command execution, malicious or unexpected dependency installs, and obfuscated payloads designed to evade review.Keep developers moving while reducing risk. Redact secrets before they reach the model and steer agents away from poisoned tool responses with corrective context. Where block-only enforcement would interrupt a long-running CI/CD pipeline and force a developer to step in, content-shaping lets the agent continue safely on its task and preserves the productivity gains AI coding agents were brought in to deliver.Trust what is actually enforced. Get clear reporting on which controls are active for each coding agent and the enforcement level supported by each platform. Security teams can see whether an action was detected, redacted, blocked, or limited by the underlying agent platform.

“As we scale the use of AI coding agents across our engineering organization, maintaining visibility and control is essential. Our focus is not only on enabling engineers to benefit from AI, but also on empowering citizen developers to experiment with confidence — all while ensuring agent activity can be monitored, governed, and constrained when necessary. That’s what gives us the confidence to move fast in a space where security and compliance can’t be an afterthought.” – Jaclyn Miller, CPO & Vanessa DeGennaro, VP of Engineering

HiddenLayer’s Agent Harness Security solution is available today as a stand-alone solution, securing AI coding agents and extending HiddenLayer’s runtime protection directly into developer environments where AI agents read code, execute commands, and interact with enterprise systems.

Learn more about Agent Harness Security and how it secures AI coding agents at runtime. Visit hiddenlayer.com/coding-agents or contact sales@hiddenlayer.com to schedule a demo.

About HiddenLayer

HiddenLayer secures agentic, generative, and predictive AI applications across the entire AI lifecycle, from discovery and AI supply chain security to attack simulation and runtime protection. Backed by patented technology and industry-leading adversarial AI research, our platform is purpose-built to defend AI systems against evolving threats. HiddenLayer protects intellectual property, helps ensure regulatory compliance, and enables organizations to safely adopt and scale AI with confidence.

Media Contact: hiddenlayer@sutherlandgold.com

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Club Offers for Travel Enthusiasts in the UK

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LONDON, Nov. 7, 2026 /PRNewswire/ — Travelzoo® (NASDAQ: TZOO), the club for travel enthusiasts, announces four of many new Club Offers for Club Members in the UK.

Rigorously vetted and negotiated for us travel enthusiasts:

£420PP—DELUXE TUSCANY BREAK WITH DINNER & COOKING CLASS
Hotel Villa Il Patriarca sits in extensive grounds, surrounded by mature pine and cypress trees. This offer includes three nights in a Junior Suite, a 6-course dining experience at Michelin-listed I Salotti, a cooking class with the chef, and wine tasting. We have negotiated savings of £373 per couple in spring and summer.
  £200PP—2 NIGHTS AT NEW CORNWALL HOTEL
Travelzoo Club Members are invited to be the first guests at this new hotel when it opens in January. Elysium St Mawes in the Cornish village of St Mawes has been completely redesigned. We have negotiated savings of 50% on regular rates. Includes two nights, champagne, cream tea, and a session in the thermal spa.
  £199PP—FRENCH RIVIERA WITH FLIGHTS
Winter in Cannes means fewer crowds, golden light, and mild weather. This special rate is just for us Club Members—three nights at the Juliana Hotel Cannes in a balcony room, a stone’s throw from the famous Boulevard de la Croisette. Includes return flights.
  £99PP—TOP WEST END SHOW WITH DINNER
“Miss Saigon” returns to the West End for the first time since 2016. Tickets usually cost £99 per person but, with this offer, we also get a 2-course meal and drink at Gaucho Piccadilly before the show.

Are you a travel enthusiast? Join the club today: https://travelzoo.com

Who are we?
We, Travelzoo®, are the club for travel enthusiasts. We reach 30 million travellers. Club Members receive Club Offers negotiated and rigorously vetted by our deal experts around the globe. Our relationships with thousands of top travel companies give us access to irresistible deals. Our club and its benefits are built around the lifestyle of a modern travel enthusiast.

Media Contact: 
Cat Jordan – London
+44 77 7678 1525
cjordan@travelzoo.com

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Dynamic Pricing Raises New Questions for Forwarders Evaluating Automated Freight Quoting

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As freight forwarders adopt AI freight quoting software, Aircon founder Chris Condon says buyers should measure more than response speed. He urges teams evaluating freight quote automation software to count total operator time, including review and correction, and to check how quotes hold up when shipment details change.

LEWISVILLE, Texas, Nov. 7, 2026 /PRNewswire-PRWeb/ — As more freight forwarders adopt AI freight quoting software to keep pace with shifting rates, a practical question is emerging: how much of the time saved is later spent checking and fixing what the software produces? Chris Condon, founder and CEO of Aircon, says buyers evaluating freight quote automation software should look at dynamic pricing alongside the work required to turn a supplier’s rate into a customer commitment. His comments follow G2’s 2026 AI Agents Report, updated October 14, which examines the operating costs of reviewing and correcting automated work.

“A higher rate can still be the right choice if it supports the required service,” Condon said. “What matters is knowing what the price includes, which conditions apply and what still has to be confirmed before the customer relies on the answer.”

“Think about a hotel when a major concert comes to town,” Condon said. “Demand goes up, there are only so many rooms, and prices can rise. Freight responds to supply and demand too. The forwarder’s job is to work out whether the available price and service meet the customer’s need.”

Freight pricing reflects more than demand. Costs, contract terms, and shipment requirements all shape the final number. A changing rate tells the forwarder something about one particular option… building a customer offer still requires checking service conditions, outstanding confirmations, and the forwarder’s own commercial rules.

That verification step is where automated freight quoting is put to the test. Condon refers to it as decision assurance: organizing the inputs and evidence behind a proposed commitment, flagging open questions, and keeping a record of the decision, while the forwarder retains judgment and the customer relationship.

“A higher rate can still be the right choice if it supports the required service,” Condon said. “What matters is knowing what the price includes, which conditions apply and what still has to be confirmed before the customer relies on the answer.”

G2’s report draws on a July survey of 1,019 business technology decisionmakers across industries. Forty-five percent of respondents said oversight and rework consume more than a quarter of their expected productivity gains. The findings are self-reported and cover enterprise AI adoption broadly; the report is not specific to freight.

For teams comparing freight quoting software for forwarders, Condon suggests looking beyond response speed. He recommends measuring total operator time, including review and correction, and asking how any freight quote management software handles changes to shipment details…and whether a second operator can understand the conditions behind an earlier quote.

“The practical standard is to give the team time back and keep the judgment behind the customer commitment clear,” Condon said.

About Aircon:

Aircon provides decision-assurance software for freight forwarders, supporting the review that takes place before a quote becomes a customer commitment. It preserves inputs, evidence, and decision state within the forwarder’s existing workflow, while the forwarder retains the customer relationship and commercial judgment.

Media Contact

Chris Condon, Aircon, 1 (855) 750-4560, ccondon@aircon.ai, https://www.aircon.ai

View original content:https://www.prweb.com/releases/dynamic-pricing-raises-new-questions-for-forwarders-evaluating-automated-freight-quoting-302931757.html

SOURCE Aircon

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DataLogix AI Launches Workplace Video Resources for Businesses Exploring AI and Robotics Training

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New calculator, business owner guide and inquiry form help companies assess workplace video alongside existing business records.

UNION, N.J., Nov. 7, 2026 /PRNewswire-PRWeb/ — DataLogix AI, a division of Trailblaze Solutions LLC, has launched online resources to help business owners explore first-person workplace video for AI and robotics training. The new resources include a workplace-video overview, an adjustable revenue calculator, a business owner guide and an inquiry form for discussing potential fit.

The launch adds a second starting point alongside DataLogix AI’s existing focus on licensing business records. Owners can compare written operating history, such as internal email, chat, tickets and project records, with newly recorded footage showing the hands, tools and steps involved in approved physical tasks. Businesses with both types of activity can explore each separately.

The workplace-video resources describe possible tasks in areas including warehousing, maintenance, construction, production and vehicle service. These examples are discussion starting points, not confirmed eligible categories. The guidance asks owners to review participant consent, recording permissions, safety, equipment and footage acceptance criteria before beginning.

The calculator models a four-week scenario using the number of participating workers, accepted recording hours per worker and an assumed payment rate. Owners can optionally enter employee compensation and other business costs. All figures are illustrative. The calculator does not establish an offered rate, forecast earnings or determine eligibility, and a result after entered deductions is not net profit.

The accompanying guide explains how the two opportunities differ in preparation, rights and economics. It includes questions about who may approve participation, what can be recorded or licensed, who may receive the material and how payment would be determined. Owners can review the resources without uploading company records or workplace footage.

Businesses interested in learning more can use the inquiry form to describe their company and the opportunity they would like to discuss. An inquiry is not enrollment, recording permission or a payment offer. Program availability, equipment and commercial terms require separate confirmation, and payment may be zero.

Explore the new resources at https://datalogix.ai/data-opportunities.

About DataLogix AI

DataLogix AI is a division of Trailblaze Solutions LLC based in Union, New Jersey. It helps business owners explore data opportunities through educational resources, illustrative calculators and business-level inquiries. DataLogix AI is not a data buyer, law firm or financial adviser.

Media Contact

Mark Lowenstein, DataLogix AI, 1 8887875358, press@datalogix.ai, https://datalogix.ai/

View original content:https://www.prweb.com/releases/datalogix-ai-launches-workplace-video-resources-for-businesses-exploring-ai-and-robotics-training-302931763.html

SOURCE DataLogix AI

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