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IQuest Research Releases IQuest-Q1 Technical Report, Detailing Training from Scratch and Results Across 30 Benchmarks

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BEIJING, Oct. 23, 2026 /PRNewswire/ — IQuest Research has published IQuest-Q1: Advancing Foundation Capabilities for Agentic CLI Systems, detailing the model’s architecture, complete training pipeline, results across 30 benchmarks, and role in iterative model development.

IQuest-Q1 is an open-source agentic foundation model optimized for command-line interface (CLI) interaction, software engineering, and complex multi-step tasks. Its sparse Mixture-of-Experts architecture comprises 320 billion total parameters, with 15 billion activated per token.

A Complete Training Pipeline, Beginning with Pre-Training

Developed from scratch, IQuest-Q1 progresses through pre-training, mid-training, and post-training. Pre-training and mid-training together cover approximately 29 trillion tokens, with context length progressively extended to 512K.

The architecture incorporates Stable SplitNorm, the Muon optimizer, and μP parameterization. In controlled experiments using identical training data, it required approximately 52% of the compute needed by a Qwen3-30B-A3B-style MoE baseline to reach the same training loss, corresponding to 1.93× scaling efficiency. The report also introduces Critical Model Size (CMS) to examine scaling limits under training-stability and optimization-efficiency constraints.

Post-training combines supervised fine-tuning, domain-specific reinforcement learning, Multi-Teacher On-Policy Distillation (MOPD), and model merging. Training spans multiple agent harnesses and versions, including Claude Code and Codex, to strengthen performance across different execution environments.

The report also describes Recursive Multi-Token Prediction, which adapts an MTP layer into a reusable drafter for speculative decoding, extending the drafting horizon within a fixed parameter budget.

Evaluations Across Coding and Agentic Workflows

The 30-benchmark evaluation suite covers software engineering, terminal operation, tool use, professional workflows, search, and reasoning. IQuest-Q1 scores 52.7 on AutomationBench, 51.8 on τ³-Banking, 74.1 on SkillsBench, 78.4 on MCP-Atlas, and 75.0 on Toolathlon-Verified.

The report also evaluates sustained interaction through Claw-Eval and IQuest-CLIBench, the team’s internal assessment combining user simulation, execution traces, and environment-state checks.

Full results, comparison baselines, and evaluation configurations are disclosed in the report.

Environment Integrity and Reward Hacking Mitigation

The team constructed more than one million executable, containerized task instances, retaining valid and complete trajectories for mid-training. Post-training environments use task-specific verifiers to ground learning in execution outcomes.

Environment preparation, execution-time checks, and trajectory auditing help mitigate reward hacking, including attempts to access hidden tests or leaked solutions. Confirmed cheating trajectories are excluded from training.

The report also documents model-assisted research under human supervision. In one experiment, an IQuest-Q1-based agent traced 6,054 tool calls to investigate 35 errors, identified training-data inconsistencies, and implemented a reviewed data-cleaning and augmentation plan. Validated methods and research assets will support subsequent model development.

Project resources are available through:

Technical Report: https://arxiv.org/pdf/2610.30949Blog: iquestlab.github.ioHugging Face: IQuestLab/IQuest-Q1GitHub: IQuestLab/IQuest-Q1

CONTACT: IQuest Research
research@iquestlab.com

View original content:https://www.prnewswire.com/news-releases/iquest-research-releases-iquest-q1-technical-report-detailing-training-from-scratch-and-results-across-30-benchmarks-302917967.html

SOURCE IQuest Research

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LEAP Group Relaunches HumanView, a Growth Intelligence System Built to Explain Why Customers Behave the Way They Do

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Reimagined from the ground up, HumanView pairs statistical modeling with expert analysts to turn millions of real-world customer signals into business decisions

LOUISVILLE, Ky., Oct. 23, 2026 /PRNewswire/ — LEAP Group today announced the relaunch of HumanView, its growth intelligence service. The new version has been rebuilt from the ground up and now has a dedicated home at leapgroupnetwork.com/humanview.

HumanView analyzes what customers say and do across social platforms, e-commerce sites, review platforms, search behavior and user-generated content, including signals from Reddit, TikTok, YouTube, Meta, Amazon and Walmart+ that general AI tools cannot always access. Because the data reflects unprompted, real-world behavior, it avoids the response bias built into surveys and focus groups.

The service works in three layers. HumanView captures signals at scale, decodes millions of records through validated statistical models such as regression, correlation and clustering, and then relies on experienced analysts to interpret the patterns. Clients receive clear, human-validated insights instead of another dashboard.

“Machines find the patterns. Humans find the point,” said Alan Gilleo, CEO at LEAP Group. “The first version of HumanView showed us how much customers reveal when nobody is asking them questions. This version is built to explain why they act the way they do, and to put those answers in front of everyone making decisions, from product to service to marketing.”

HumanView focuses on three areas:

Growth Intelligence: customer motivations and how people perceive a brand and its competitors

Market and Category Intelligence: product pain points, service friction, unmet needs and competitive gaps

Audience Intelligence: new segments, positioning opportunities and gaps in the market

Every model is designed and validated by data scientists and benchmarked before it informs a recommendation.

To learn more about HumanView, visit leapgroupnetwork.com/humanview.

About LEAP Group
LEAP Group is a boutique marketing agency holding company with offices in Louisville, Indianapolis, Cincinnati and Chicago. Guided by the belief that brands should “Market Less. Matter More.,” LEAP gives clients access to specialized experts across its entire network. Learn more at leapgroupnetwork.com.

View original content to download multimedia:https://www.prnewswire.com/news-releases/leap-group-relaunches-humanview-a-growth-intelligence-system-built-to-explain-why-customers-behave-the-way-they-do-302918557.html

SOURCE LEAP Group

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STEPHEN A. SMITH ADDRESSES WHITE HOUSE DINNER ATTENDANCE, REAFFIRMS COMMITMENT TO HBCUs AND PROTECTING CORPORATE INVESTMENT IN BLACK EDUCATION

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NEW YORK, Oct. 23, 2026 /PRNewswire/ — Stephen A. Smith, media mogul, New York Times bestselling author, and proud 1991 graduate of Winston-Salem State University, is addressing the public discussion surrounding his decision to attend a White House dinner with President Donald Trump, emphasizing his commitment to the long-term financial stability of Historically Black Colleges and Universities (HBCUs).

For Smith, the decision was rooted in a commitment to institutions that have educated generations of Black leaders, professionals, entrepreneurs, and public servants.

“I will always advocate for HBCUs and the students whose futures depend on them,” Smith said. “My reason for attending the White House dinner was to discuss the challenges these institutions face in securing long-term funding and to make the case that corporate America must continue to invest in them.”

Smith acknowledged federal support through the FUTURE Act while expressing concern that political tensions surrounding diversity, equity, and inclusion (DEI) could discourage private companies from supporting HBCUs. He maintains that these institutions deserve sustained corporate partnerships, philanthropic contributions, and public investment.

“If we truly believe in free-market capitalism, businesses should be able to support educational institutions and charitable causes without fear of criticism or repercussions,” Smith said. “HBCUs have made extraordinary contributions to this country. They deserve sustained public and private investment.”

Ashley Christopher, Esq., Founder and CEO of the HBCU Week Foundation, recognized Smith’s advocacy and decision to engage with the administration.

“Stephen A. Smith has been a powerful advocate for HBCUs, using his platform and influence to shine a national spotlight on our institutions,” expressed Christopher, “His continued support of HBCU Week helps advance our mission of connecting students with life-changing educational opportunities, and we are proud to have him as our ambassador.”

Since Smith became an HBCU Week Ambassador in 2019, the initiative has facilitated more than 15,000 on-the-spot college acceptances and raised and awarded more than $150 million in scholarships, according to the HBCU Week Foundation.

As public discussion continues, Smith is emphasizing the importance of ensuring HBCUs have the resources and partnerships needed to educate future generations and expand opportunities for students.

CLICK HERE to watch Smith’s full response to his White House visit.

MEDIA CONTACT:

media@mrsasinc.com

View original content:https://www.prnewswire.com/news-releases/stephen-a-smith-addresses-white-house-dinner-attendance-reaffirms-commitment-to-hbcus-and-protecting-corporate-investment-in-black-education-302918547.html

SOURCE Straight Shooter Media

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Advantex Announces Completion of Financing and Extension of Maturity Date of Previously Issued Debentures

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TORONTO, Oct. 23, 2026 /CNW/ — Advantex Marketing International Inc. (CSE: ADX) (“Advantex”), a leader in the merchant cash advance and loyalty marketing products for merchants, today announced the completion of a $250,000 secured debt financing. Advantex issued a $250,000 non-convertible debenture which bears an interest rate at 12% per annum and matures December 15, 2027. The proceeds raised from this issuance of the Debenture will be used for working capital purposes.

Advantex has also extended the maturity of its existing $700,000 in 12% secured debentures from October 10, 2026 to December 15, 2027.

About Advantex Marketing International Inc.

Advantex provides working capital to merchants. Advantex also provides specialized marketing programs that enable members of Aeroplan to earn Aeroplan points at participating merchants.

Advantex shares trade on the Canadian Securities Exchange under the symbol ADX. For more information go to Advantex’s profile on www.sedar.com

Forward-Looking Information

This news release contains “forward-looking statements” within the meaning of applicable securities laws relating to the future business and operations of Advantex. Actual results and developments may differ materially from those contemplated by these statements. The business and operations of Advantex described herein is dependent on a number of factors and is subject to a number of risks and uncertainties. Factors that could cause actual results to differ material include, but are not limited to, changes in Advantex’s economic and competitive conditions including but not limited to the industry sectors in which Advantex operates.

The statements in this news release are made of the date of this release. Forward-looking statements are made based on management’s beliefs, estimates and opinions on the date the statements are made and Advantex undertakes no obligation to update forward-looking statements if these beliefs, estimates and opinions or other circumstances should change, except as required by applicable law.

SOURCE Advantex Marketing International Inc.

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