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deepset Tackles AI costs with Agent Optimization and Custom Models for Government, Defense and Industry

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New Haystack Enterprise Platform capabilities and engineering services help organizations run high-quality, sovereign AI agents more efficiently.

BERLIN, Oct. 21, 2026 /PRNewswire/ — deepset, the German company behind the open source Haystack framework, today announced new capabilities and services to reduce the cost of running high-quality, sovereign AI agents. Unveiled during NVIDIA GTC Berlin, the offering combines agent optimization in Haystack Enterprise Platform with custom AI model services for government, defense and industry.

The announcement builds on deepset’s work with organizations including the European Commission, whose self-hosted AI@EC platform supports governed AI applications; Germany’s Federal Ministry of Research, Technology and Space (BMFTR), which uses an AI assistant for project-funding guidance; and Bosch, whose DRIVE Companion supports its SAP migration teams.

As AI usage grows, controlling AI spend requires looking beyond individual models to how they’re used within agent systems. deepset helps organizations optimize model choice and the harness together, testing changes against cost and quality requirements while retaining control over models, data and infrastructure.

“AI economics will not be solved by choosing the cheapest model or defaulting to whichever model leads the market this week,” said Milos Rusic, CEO of deepset. “The goal is to complete the task at the lowest cost that meets your quality and security requirements. Sometimes that means a smaller, specialized model. Sometimes it means improving the harness around a larger one. We help organizations work on both, measure the result and keep sovereign control of the system.”

Reduce cost per task, maintain required quality

Haystack Enterprise Platform now shows AI spend by model, agent, service and team, both in centralized reporting and alongside production traces. Teams can find expensive or unreliable steps, compare models and harness configurations, and evaluate systematically whether a change reduces cost while meeting the quality required for the task.

As the platform covers the full loop of building, running, optimizing and operating agents, teams can identify and apply improvements rapidly within the same environment. Upcoming enhancements will further automate the loop, continuously recommending opportunities to reduce cost and improve quality of production agents, with human approval before deployment.

Use specialized models where they improve the economics

Industry-tuned decision models and small language models can handle repeated tasks such as classification, routing and verification more efficiently, reducing reliance on frontier LLMs, lowering costs and enabling deployment on locally controlled infrastructure.

deepset’s custom AI model services bring its experience developing specialized language models to government, defense, energy and regulated industries. Forward Deployed Engineers assess customer requirements, select, adapt or post-train models, and evaluate them against quality and cost objectives before integrating them into production agent workflows.

Customers own the models developed for them. Haystack’s model-agnostic orchestration connects those models with larger LLMs, enterprise data and tools, preserving the freedom to change components as new innovations or requirements emerge.

Efficiency with sovereign control

Organizations can deploy Haystack Enterprise Platform in public cloud, sovereign cloud environments such as STACKIT, or self-hosted infrastructure. Shared permissions, policies and usage controls govern how agents access models, tools and data.

This gives teams the ability to improve AI economics within their security and regulatory requirements, without tying their applications to a single model provider or deployment environment.

deepset and NVIDIA at GTC Berlin

Haystack Enterprise Platform uses NVIDIA Triton Inference Server for shared, GPU-accelerated embedding and reranking. Through its custom model services, deepset engineers can also assess and tailor NVIDIA Nemotron models where suited to customer tasks.

At GTC Berlin, deepset will join NVIDIA for sessions on Trustworthy AI Platforms and Secure, Self-Improving Agents for On-Prem AI. Visit deepset at booth #3071.

About deepset

Based in Berlin, deepset is the company behind Haystack, the widely adopted open source framework and enterprise platform for AI agent orchestration. Through its products and services, deepset helps organizations build, run, improve and govern sovereign AI agents while retaining control over models, data and infrastructure.  Learn more at: www.deepset.ai/

Media contact:
Jay Wilder
425291@email4pr.com
+1 732-737-1978

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SOURCE deepset

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TeamLogic IT Honors Top Franchisees, Brings Leading Industry Experts Together at TeamLogic IT Owners Summit Convention

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MISSION VIEJO, Calif., Oct. 21, 2026 /PRNewswire/ — TeamLogic IT, a national provider of managed IT services and technology support, celebrated the achievements of its franchise network at the company’s annual Owners Summit and Vendor Show, held October 5-8, 2026. The event brought together TeamLogic IT franchisees, vendors and partners for a week of learning, collaboration and connection, culminating in the recognition of the network’s top-performing franchisees.

“One of the things that makes TeamLogic IT so special is the strength of our franchisee community. Our TeamLogic IT franchise owners represent the very best of the managed services industry,” says Richard Lowe, president and CEO of TeamLogic, LLC. “Owners Summit gives us the opportunity to come together, exchange ideas and celebrate what we’ve accomplished as a network. Recognizing our top-performing owners is always a highlight. Their leadership and commitment to delivering high-quality technology solutions are helping drive our network forward and strengthen the TeamLogic IT brand nationwide.”

The sold-out vendor exhibition featured more than 70 leading companies in the technology industry, including Pax 8, the conference’s signature sponsor, Bitdefender, Blackpoint, Cytracom, Sophos, Kaseya, N-able, NinjaOne, Proofpoint, Rewst, Slide and more.

At a closing ceremony, the following awards were presented:

Franchisee of the Year: Arti Dutt – West Northridge, CA

Rookie of the Year: Reese Verschelde and Corey Gisondi – Bryn Mawr, PA

Technician of the Year: Federico Hansen – N. Palm Beach, FL

VIP (Volume Increase Percentage)
Larry Anderson and Tony Anderson – Montgomery, ALSteve Anderson – Johns Creek, GATop 15 (Based on 2025 sales)
Jim Hackett and Andrew Hackett – Woburn, MATodd & Linda Harrell – Morris Plains, NJTodd & Ruth Tolly – Santa Rosa, CAPaul Behrman & Nadia Pukhova – Lake Forest, CACory & Kathleen Boxall – Ashburn, VARob Fallows & Chris Kasten – Phoenix, AZKirk Gramoll and John Halama – Germantown, WICindy McPike, Cameron Nelson, and Jacob Harrington – Salem, ORBob Roloff – Ft. Myers, FLDwight & Allison Blankenship – Columbus, OHRick Higgins – Dunwoody, GADan & Becky Thomas – Durham, NCScott Daniels – Naples, FLEric Summers – Des Moines, IARandall Wilson – Decatur, ALMillion Dollar Club
Kyle Temple – Richmond, VAJeremy Mason – East Madison, WIJoseph & Joyce Tauras – Manchester, NHSandeep Kaushal – Vernon, CTJim & Mikki Young – Lake Arlington, TXSteve & Jamie McGlumphy – Aurora, ILMike Treiser and Danny Ramey – Denver West, COMayank & Jaimini Patel – Niles, ILAllen Chu – White Plains, NY

About TeamLogic IT
TeamLogic IT is a national provider of advanced technology solutions for companies of all sizes. Local offices provide clients with the IT support they need to run their businesses more efficiently by leveraging the latest technology solutions, including managed IT services, cybersecurity, business continuity, cloud, co-managed IT services, managed AI, and consulting and support. With more than 350 independently owned and operated locations across North America, TeamLogic IT helps companies minimize downtime, improve productivity and secure their IT infrastructure. Visit www.teamlogicit.com or www.TeamLogicFranchising.com for more information on the TeamLogic IT franchise network.

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SOURCE TeamLogic, LLC

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Mili and Egnyte Partner to put Client Documents to work in Financial Advice

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The partnership brings Egnyte’s secure content platform and Mili’s AI agents together, so advice firms can deliver more comprehensive, personalized advice at scale.

SUNNYVALE, Calif., Oct. 21, 2026 /PRNewswire/ — Mili, an AI platform for wealth management firms, and Egnyte, a leader in secure content collaboration, intelligence, and governance, today announced a partnership that brings Mili’s AI agents to client documents in Egnyte. Advisors work from a file or a whole client folder alongside data from the firm’s CRM, portfolio and planning systems, under each advisor’s Egnyte permissions.

Kitces Research finds that reviewing client documents is the most common way advisors use AI. Its productivity research puts a new financial plan at 15 to 40 hours of team time.

Advisors use Mili’s agents to model the tax cost of moving a client’s accounts into the firm’s strategy, weigh a rebalance against unrealized gains, summarize a bonus agreement and build a financial snapshot from a statement. The agents link answers to their sources and flag what an analysis may still need.

David Ringler, Managing Director at Onyx Bridge Wealth Group ($1.6B+ AUM), said, “Egnyte and Mili are two valuable pieces of technology in our stack, and bringing them together has changed how our practice runs. Mili’s meeting prep and planning agents have become significantly better with Egnyte data behind them.”

Chirag Gandhi, Co-Founder and CEO of Mili, said, “How many clients an advice firm can serve well has long been capped. It is set by the work of understanding each client’s financial life. Agentic AI is changing that, helping advice firms uplift client capacity by accelerating the delivery of high-quality advice.”

Kyle Blair, Director of Global Financial Services at Egnyte, said, “Egnyte helps financial services firms accelerate critical business operations by turning document-heavy tasks into faster, connected, and revenue-generating workflows. Our partnership enables Mili’s AI agents to securely access and work on customer data within Egnyte for better business outcomes.”

The integration is live for mutual customers. Building on Mili’s work with hundreds of advice firms, it aims to put a firm’s full client knowledge into its advice.

About Egnyte

Egnyte is a leader in secure content collaboration, intelligence, and governance, trusted by more than 23,000 customers to increase employee productivity, drive operational efficiencies, and secure mission-critical content. Egnyte’s AI-powered platform empowers organizations to create, share, and protect their information at scale, with specialized solutions designed to meet the unique needs of organizations in architecture, engineering, and construction (AEC), financial services, life sciences, and other industries. For more information, visit www.egnyte.com.

About Mili

Mili is an AI platform for wealth management firms. Its specialized agents automate advisor workflows across meetings, prospecting, onboarding, planning, data management, document intelligence, and compliance. Mili is SOC 2 certified, ISO 27001 compliant, and works with RIAs and broker-dealers managing $250B+ in client assets. Learn more at getmili.ai.

Media Contact

Chirag Gandhi
chirag@getmili.ai

 

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SOURCE Mili

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QUANTUM CONNECTIONS PROMOTES JAMES “JAMIE” GRIFFETH TO CHIEF OPERATING OFFICER AND DIRECTOR OF THE DIALOGUE TRAINING INSTITUTE

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DALLAS, Oct. 21, 2026 /PRNewswire/ — Quantum Connections® has promoted James “Jamie” Griffeth to Chief Operating Officer. Griffeth joined the organization in September of 2025 as Chief Learning Officer and will continue to serve as Director of the Dialogue Training Institute in addition to his new responsibilities.

Since joining Quantum Connections, Griffeth has focused on the organization’s learning mission. He designed a four-tier practitioner credentialing framework, architected the Quantum Dialogue Profile behavioral assessment, led the migration to a new enterprise learning management system, and built the organization’s localization pipeline—delivering that training in French Canadian with Spanish and Chinese queued as next languages.

Griffeth’s expanded role brings together organizational operations and learning leadership around multiple goals: maintaining the company’s infrastructure in ways that align with its mission, expanding the certified leadership network, and continuing to make dialogue skills easier to access, practice, and apply in everyday life.

“Jamie has earned my complete trust and admiration thorough his exceptional leadership, strategic thinking, and ability to turn vision into execution.” Said Dr. Jonathan Thorp, Chief Executive Officer of Quantum Connections. “When I asked him to success me as Chief Learning Officer, I already knew he was capable of great things. His performance has only reinforced that confidence. I’m delighted to recognize his contribution with this promotion and look forward to partnering with him as we continue building the future of Quantum Connections.”

Griffeth will continue to support Quantum Connections’ mission by preparing the company for sustainable growth while maintaining the quality and consistency of its learning experiences. By linking program delivery to assessments and evidence, Griffeth aims to use technology to expand its reach to more partners and clients, helping them understand how to apply dialogue skills and the outcomes that follow.

About Quantum Connections
Quantum Connections, founded by renowned relationship experts Harville Hendrix, Ph.D., and Helen LaKelly Hunt, Ph.D., leverages over 40 years of expertise to provide individuals and organizations with invaluable relational competency skills rooted in neuro and quantum social sciences. Quantum Connections serves small businesses, large corporations, global faith communities, educational institutions, and community organizations, as well as individuals, couples, and families, offering live and on-demand training, coaching certification, and resources to foster authentic connections through effective communication and skill development.

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SOURCE Quantum Connections LLC

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