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Introducing Harness Agent DLC: New Capabilities for the AI Agent Development Lifecycle

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Enterprises can now ship AI agents with the same governance, testing, and security they already trust for application code

SAN FRANCISCO, July 21, 2026 /PRNewswire/ — Harness, the AI Software Delivery Platform™ company, today announced it is extending its platform to cover the full AI Agent Development Lifecycle (DLC), giving enterprises a single set of pipelines and controls to build, test, deploy, and run agents the same way they already ship everything else.

Every enterprise is building AI agents, but most can’t get them past internal pilots or proofs of concept. According to Gartner®, “Only 8% of organizations have agentic AI in production.” The software delivery lifecycle enterprises trust for shipping application code hasn’t extended to agents yet, trapping the ROI of internal AI investments. Real innovation arrives once a company can run an agent live with the same trust and confidence it has in the rest of its software.

“When we started Harness, the vision was a safety harness for code,” said Jyoti Bansal, co-founder and CEO of Harness. “Until recently, that meant application code. Today it also means agentic code, written across engineering, product, sales, and support teams alike, each building agents for their own workflows. Everything you’ve done for software delivery over the last decade — governance, orchestration, security, testing — you can now do for agents in the same platform.”

Why AI agents break the traditional software delivery lifecycle

Traditional software works because it’s predictable. Application code is deterministic. Run the same test against the same code twice, and it produces the same result both times.

Agents don’t work that way: an agent’s underlying language model decides how to complete a task, and the same agent, given the same input, can choose a different tool or take a different action from one run to the next. A test that passes once offers no guarantee it will pass the next time. Incidents stop being reproducible on demand, which means the standard playbook for catching and fixing bugs doesn’t transfer either.

The stakes rise with the size of the business. A rogue agent can expose customer data, violate a compliance policy, or take an action nobody approved. Enterprises need a way to answer for what their agents are doing, and the traditional software delivery lifecycle was never built to give them one.

New Harness Agent DLC products and capabilities

Agent DLC closes the gap between building an agent and delivering it safely to production. Today’s launch includes five new products and capabilities spanning testing, deployment, operations, and governance:

Harness AI Evals make agent quality measurable, letting teams define eval datasets, wire up scoring functions, and set quality gates that automatically catch regressions whenever an agent or model changes.Agent Deployments extend the canary releases, approvals, and OPA guardrails that Harness already applies to Kubernetes deployments to managed agent runtimes like Amazon Bedrock AgentCore and Google’s Agent Runtime. Agents now ship through existing pipelines instead of a separate cloud-specific workflow.AI Configs support the release and management of prompts and model changes at runtime, backed by the same feature flagging infrastructure that already manages code releases. Teams can test what performs best and roll back instantly, without redeploying.AI Asset Catalog automatically discovers every agent, skill, and plugin built across an organization’s repositories and links each to an owner, so nothing ships or runs unaccounted for.Harness AgentTrace records what happens during a single agent run and across a full multi-step session, showing which path an agent took, where it slowed down, and how different models or prompts affect the outcome. Harness is also open-sourcing the foundational components behind AgentTrace, including harness-sdk and harness-evals, so developers can bring the same tracing primitives into their own AI applications.

In addition, existing Harness products already extend to agents without requiring any changes: Continuous Integration builds them like any other service, Artifact Registry tracks their versions and dependencies, AI Test Automation validates their responses in plain English criteria, and AI Cost Management extends spend visibility to every agent and model.

Securing the Agent DLC

Agents choose their own approach and path to get there, so their behavior is hard to predict and just as hard to secure. They expand their own attack surface by connecting to tools and APIs, spawning sub-agents, and inheriting trust from every model they touch. Static scans were never designed for this kind of risk. Harness is launching new security capabilities to close that gap.

Shift-left: constrain what agents can do before they ship.

Primitive Scanning flags misconfigurations in agent skills, prompts, and models.AIBOM captures every model, tool, and dependency an agent was built with.AI Testing runs agents against adversarial inputs and the OWASP Top 10 for LLMs.

Shield-right: enforce policy and maintain visibility once they’re live.

Agent Discovery and Posture Management continuously surfaces agents as they’re invoked, maps how they connect and orchestrate work, and assesses their posture across the organization.AI Firewall enforces policy in real time against prompt injection, tool misuse, and data exfiltration.

Together, these capabilities give Agent DLC a single audit trail from development to production.

Built on the Harness platform

Harness built context and intelligence directly into the platform with the Software Delivery Knowledge Graph, which captures and connects data from every stage of the delivery lifecycle, now spanning both applications and agents. Organizations relying on siloed tools don’t have that same connected view.

In June 2026, Harness introduced Autonomous Worker Agents, a platform for building and safely running AI agents inside software delivery pipelines. Worker Agents run as governed steps within those pipelines, covered by the same controls Harness already applies to every deployment.

Agent DLC extends that same context and governance across the full agent lifecycle. The pipelines, policies, approvals, and evidence that already apply to an organization’s code now apply to its agents too, so eval gates, deployment approvals, and security checks run as stages within a single pipeline, from the moment an agent is created through everything it does afterward.

Availability

Harness Agent DLC capabilities are rolling out now to Harness customers. For a full breakdown of what’s included at each stage of the lifecycle, visit https://www.harness.io/blog/introducing-harness-agent-dlc.

Gartner, Emerging Market Quadrant for AI Agent Development Platforms — Established Vendors, 8 June 2026. GARTNER is a trademark of Gartner, Inc. and/or its affiliates

About Harness

Harness is the AI Software Delivery Platform™ company, enabling engineering teams to build, test, and deliver software faster and more securely. Powered by Harness AI and the Software Delivery Knowledge Graph, the platform brings intelligent automation to every stage of the software delivery lifecycle after code — removing toil and freeing developers from manual, repetitive work. Companies like United Airlines, Morningstar, and Choice Hotels use Harness to accelerate releases by up to 75%, cut cloud costs by 60%, and achieve 10x efficiency across DevOps. Based in San Francisco, Harness is backed by Goldman Sachs, Menlo Ventures, IVP, Unusual Ventures, and Citi Ventures.

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Karma Automotive Announces Eximius, the Bespoke Vehicle Program for Elite Clients Seeking Singular Expressions of Extreme Performance and Bold Craftsmanship

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The First Eximius Creation, “Eximius 1,” is a Menacing Four-Seater Built for the Track which Makes its World Premiere at the 2026 Concours at Wynn Las Vegas

LAS VEGAS, Oct. 31, 2026 /PRNewswire/ — Karma Automotive builds vehicles in the hundreds rather than the thousands, attracting a highly individualistic clientele seeking a unique statement. For those who wish to go further still, and explore new possibilities beyond the extensive options for personalization available through the Studio program, Karma has created the Eximius bespoke vehicle program. Eximius clients may modify the vehicle’s body, performance and powertrain, collaborating with Karma’s design and engineering teams to build a One-of-One statement which will never be repeated.

Karma Eximius clients may modify the vehicle’s body, performance and powertrain to build a One-of-One statement

The first vehicle from Karma Eximius debuts today at the 2026 Concours at Wynn Las Vegas. A menacing four-seater purpose-built for the track, “Eximius 1” is in ongoing development with its commissioning client, who is not revealed at this time. Upon delivery in 2027, “Eximius 1” will be fitted with an extreme-performance Plug-in Series Hybrid utilizing a 6.2 Liter V8 producing nearly 1200hp (550hp ICE, 645hp battery), delivering acceleration from 0-60mph in 2.7 seconds and a top speed in excess of 200mph (estimated). As these parameters would demand, “Eximius 1” will be equipped with carbon-ceramic brakes and two-piece slotted brake rotors, and Ohlins semi-active suspension.

“‘Eximius 1’ began as a conversation with an elite client who loves their Karma Revero, but wanted something more extreme and unexpected, which was music to our ears,” says Marques McCammon, President and Chief Executive, Karma Automotive. “The Eximius program effectively deletes the word ‘no’ from conversations about what’s possible,” he continues, “and as a four-seat track weapon packing what’ll be the most powerful Plug-in Series Hybrid powertrain and vehicle ever developed, ‘Eximius 1’ shatters expectations and further establishes Karma as a manufacturer of exotic, uniquely American vehicles.” 

Exterior Design
“Eximius 1” is an imposing vehicle to behold, exhibiting the muscularity and eyepopping strength of a superhero. Every panel – excluding the body surface outer – is constructed of pre-impregnated carbon fiber, and the vehicle is 50mm wider due to its wheel arch extensions. The front doors and hood have a unique technical fade from glossy, exposed regular carbon fiber to signature Borealis Blue paint.

The front carbon splitter sets an aggressive tone and is flanked by massive side air intakes incorporating Karma’s Target Acquisition Lighting, rotated 45º to create a distinctive ‘><‘ DRL graphic identity. On the hood, the dramatic arc of the Comet Line – which is inspired by Halley’s Comet is it streaks across the evening sky – widens from its apex towards the base of the windshield; vents above the front fenders release air pressure from the wheel housings and add further visual intrigue. Moving to the side of the vehicle, the front fenders aft of the wheels feature Karma’s signature “Backslash” bearing the number “5,” which is of particular significance to the commissioning client. 21″ Magnesium wheels with center-locks reduce rotating and unsprung mass, and are finished in satin black. Aft of the driver’s side front wheel, twin exhaust tips announce the fearsome new powertrain.

The full-width rear GT wing maximizes stability and downforce at high speeds, and continues the distinctive ‘><‘ DRL graphic identity established at the front of “Eximius 1.” The rear fascia also boasts large side air intakes which are connected by a dominant diffuser to manage underbody airflow.

Interior Design
An aura of intensity continues to the interior of “Eximius 1.” In concert with the exterior, blue-tinted carbon-fiber adorns the seats, flat-bottom steering wheel and doors; for aesthetics and weight-savings, all four doors are manufactured in exposed carbon fiber with one purposeful arm pad on each door. The seats, which are Recaro carbon fiber buckets up front, are trimmed with blue Alcantara and blue Italian leather with Moondust Alcantara upper sections, creating an articulated, form-fitted feel. To support high-speed driving and intense braking force, the accelerator, brake pedal and dead pedal are billet machined aluminum.

The instrument panel is reimagined in glossy carbon fiber and incorporates anodized billet aluminum HVAC vents. The carbon fiber center console is simplified to include the essentials only: the PRND gear selector, window switches, key fob holder, and Emergency kill switch. This console extends through to the rear compartment, to which the client’s custom-fitted carbon fiber racing helmet is held in place by a center-latched strap matching the blue seat belts.

About Karma Automotive
Karma Automotive is America’s only full-line ultra-luxury vehicle manufacturer, and a pioneer of Plug-in Series Hybrid vehicles which it manufactures at its Karma Innovation and Customization Center (KICC) in Moreno Valley, CA. Its Executive, Product Development, and Design headquarters are located in nearby Irvine, CA. The Karma portfolio embodies California’s spirit of innovation and entrepreneurial boldness, reflected by the signature Comet Line which is the central hallmark of Karma’s new design language. The Gyesera Grand Coupe, a Plug-in Series Hybrid four-seater, arrives at dealerships in December 2026; and the Amaris GT 2-Door Plug-in Series Hybrid arrives in Q4 2027. The Karma Kaveya Super Coupe, with over 1,000HP and butterfly-doors, will arrive in Q1 2028, to be followed by the Karma Ivara GT-UV: both EVs will incorporate SDVA (Software-Defined Vehicle Architecture) developed with leading technology partners. For more information, visit www.karmaautomotive.com) 

Media Contact:

Joe Richardson, (917) 716-6617
Joe@BeautifulNoisePR.com 

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SOURCE Karma Automotive

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ModelBest and OpenBMB Open-Source MiniCPM-OCR Series, Delivering High-Performance Document Parsing and AI-Powered Quality Control

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BEIJING, Oct. 31, 2026 /PRNewswire/ — ModelBest and OpenBMB jointly announced the release and open-source availability of the MiniCPM-OCR series, a family of models for efficient document parsing and parsing-quality assessment. The launch includes two models: MiniCPM-OCR 1.0 (1.3B) and MiniCPM-OCR Jev (2B).

As the first OCR-focused model in the MiniCPM family, MiniCPM-OCR 1.0 brings top-tier parsing accuracy to a compact 1.3-billion-parameter architecture optimized for edge deployment, pushing forward the balance between efficiency and performance for open-source OCR models. Built for real-world conditions, it accurately parses scanned, photographed, curved, tilted and screen-captured documents without cumbersome image pre-correction, lowering the barrier to large-scale document digitization.

The model handles dense bilingual Chinese-English content, complex mathematical formulas, and multi-level or borderless tables, consistently performing at a leading level across a broad range of mainstream industry evaluations. Beyond full-page reconstruction, it supports key information extraction (KIE), pulling specified fields from invoices, IDs and financial statements according to business instructions.

Powered by DSpark decoding acceleration, MiniCPM-OCR 1.0 significantly increases end-to-end throughput while lowering per-page latency. For enterprises processing millions of pages—such as financial contract archives, academic libraries and government records—this means processing far more documents with the same hardware and time budget, at a substantially lower computing cost.

To address the long-standing need for page-by-page manual review, ModelBest and OpenBMB also introduced MiniCPM-OCR Jev, the first OCR result decision model that acts as an “AI quality inspector.” Rather than performing OCR itself, Jev compares the source image with OCR output and rapidly assigns confidence scores to text, LaTeX formulas and tables, detecting missing characters, errors and formatting misalignments. Despite its compact 2B-parameter size, Jev delivers judgment accuracy typically associated with far larger models.

Jev supports cross-model deployment and can be integrated into existing OCR workflows without replacing the underlying OCR engine. It can automatically identify reliable results for direct processing, flag potentially inaccurate outputs for human review and select the best result from multiple OCR systems. This enables enterprises to move from full manual inspection toward risk-based, automated quality control.

The MiniCPM-OCR series is available on GitHub, Hugging Face and ModelScope, and supports vLLM, SGLang, llama.cpp and Ollama, along with SDKs, APIs, Agent Skill plugins and open-source fine-tuning code. Day-0 hardware adaptation covers AMD, Arm, Houmo AI, Intel and NVIDIA. Through the FlagOS software stack, it also has Day-0 support for AI and edge chips from CIX Technology, Huawei Ascend, Hygon, Iluvatar CoreX, Kunlunxin, MetaX, Moore Threads, Sunrise, T-Head, TsingMicro, NVIDIA and Apple Mac (Arm).

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SOURCE ModelBest

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Wulcea Elevates Consumer Trust in Heated Apparel Through Multi-National Safety Certifications and Rigorous Technical Testing

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NEW YORK, Oct. 31, 2026 /PRNewswire/ — As smart heated clothing gains broader adoption, consumers are paying closer attention to the safety and reliability of the technology behind these products. Wulcea, a brand specializing in graphene-powered heated apparel, combines its flexible GrapheneNano™ heating technology with documented safety compliance and durability testing for its heating components and battery systems.

“Trust in smart heated apparel goes beyond warmth—it comes down to confidence in battery safety and heating element reliability,” said John C, Founder of Wulcea. “Our goal is to give users peace of mind through certified technical standards.”

Advanced Graphene Heating Elements Supported by Global Standards

At the core of Wulcea’s thermal architecture is its GrapheneNano™ heating technology. Engineered to eliminate garment stiffness, Wulcea integrates flexible graphene elements that deliver balanced warmth across key upper-body zones while preserving natural garment drape and full freedom of movement.

Wulcea supports its heating components with applicable compliance documentation for major markets. These include CE and FCC compliance documentation addressing relevant electrical and electromagnetic compatibility requirements, as well as PSE compliance for applicable products in Japan. RoHS compliance further addresses restrictions on specified hazardous substances in applicable electrical and electronic components.

Multi-Certified Battery System for Dependable Power

To power its heating elements, Wulcea pairs its heated apparel with rechargeable battery systems designed for convenient everyday use. Featuring a compact design and housed in dedicated interior pockets, the batteries provide portable power while maintaining a streamlined garment profile and comfortable fit.

Wulcea backs its battery options with comprehensive third-party accreditations. UL certification demonstrates that the battery system has been evaluated against recognized power bank safety requirements, covering key areas such as overcharge protection, short-circuit protection, and thermal safety. The battery systems are also supported by applicable CE and FCC compliance documentation, addressing relevant regulatory requirements for electrical and electromagnetic compatibility.

For daily handling and travel, RoHS compliance validates that the battery system meets stringent global standards for material safety. The battery models have also undergone applicable UN 38.3 testing, supporting compliance with international requirements for lithium battery transportation.

Real-World Durability and Practical Usability

Component compliance forms Wulcea’s foundation, but reliability is defined by real-world performance. Built for high-flex endurance, Wulcea’s flexible graphene heating elements are tested through 10,000 active flexing cycles to maintain steady thermal output through repeated bending and everyday body movement.

Everyday convenience is equally essential. Built for hassle-free care, Wulcea’s heating elements withstand 100 machine-wash cycles under standard care guidelines, maintaining internal conductivity and structural stability under repeated laundering.

Integrated NTC temperature sensors provide thermal monitoring and are designed to stop heating if temperatures exceed 131°F (55°C). Combined with runtime of up to 10 hours on the low setting and a discreet interior control button, these features support practical everyday use in cold-weather conditions.

Aligning Technical Standards with Everyday Warmth

By combining graphene-based heating technology with documented battery safety compliance and durability testing, Wulcea continues to focus on the technical foundations of dependable heated apparel. This approach reflects the brand’s emphasis on bringing together safety considerations, practical functionality, and everyday comfort for cold-weather use.

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SOURCE Wulcea

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