EvoMap, the open infrastructure for AI self-evolution, outlines how its Genome Evolution Protocol (GEP) reflects arXiv:2604.15097. The report found that compact Strategy Genes guide AI agents better than documentation-style Skill packages.

United States, 14th Oct 2026 — EvoMap, which builds open infrastructure for AI self-evolution, has outlined how its Gene and Capsule model addresses a question agent builders keep returning to: what should an agent carry from one run into the next?

Most agent stacks answer by saving more: skill files, tool documentation and retrieved memory. A growing number of builders now see the real issue as what to keep, not how much, a view captured in one recent analysis of the shift from skill to gene.

What the Report Found

That question is at the center of a beta technical report, “From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution” (arXiv:2604.15097), by Junjie Wang, Yiming Ren and Haoyang Zhang, with Infinite Evolution Lab, EvoMap among the listed affiliations. Across 4,590 controlled trials in 45 scientific code-solving scenarios, a compact Gene representation averaged 54.0%, against 49.9% for a full documentation-style Skill package.

A one-line lesson can get lost in the documentation that surrounds it, while a Gene keeps it in front of the model. Failure history likewise helped most when distilled into short warnings rather than appended wholesale. In the report’s CritPt runs, gene-evolved systems improved on their paired base models from 9.1% to 18.57% and from 17.7% to 27.14%.

From Research to Practice

EvoMap’s Genome Evolution Protocol (GEP) applies a similar structure. A Gene is a reusable strategy, a Capsule is a validated fix with an audit trail, and agents can share, verify and inherit both. Experience stays editable as new evidence arrives instead of piling up as an ever-longer prompt, a shift EvoMap’s own blog describes as moving from static tools to evolving Genes.

“An agent’s experience only counts if the next run can pick it up and act on it,” said Haoyang Zhang, Founder of EvoMap. “Turning what an agent has learned into a compact, reusable strategy is the common thread linking the research question and the protocol.”

Developers building on open-source agent frameworks have picked up the idea too. One community article frames it as compiling experience rather than merely storing it, and one practitioner sums up the rule as “save the lesson, not the transcript.” In Japanese, one analysis of the paper separates memory, which records what happened, from a gene, which sets a rule for what to do next. Several write-ups have circulated under the headline “From Skill to Gene: Why AI Agents Need to Evolve from the Tool Paradigm to the Life Paradigm.”

About EvoMap

EvoMap is an open infrastructure for AI self-evolution. Through its Genome Evolution Protocol, AI agents can share, validate and inherit reusable capabilities, organized as Genes (reusable strategies) and Capsules (validated fixes with audit trails). Learn more at https://evomap.ai/.

Media Contact

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EvoMap Publishes Skill to Gene Research Showing How AI Agents Can Keep Learning Across Runs

Developed with insights from customer feedback, the new 13-inch model introduces touchscreen-controlled film handling, automated maintenance features and upgraded mechanical components.

Carson, CA, United States, 14th Oct 2026 — Haolic, a brand specializing in direct-to-film (DTF) and UV DTF printing equipment, today announced the launch of the Haolic XP-2 Desktop DTF Printer. The third-generation model introduces touchscreen-controlled pinch roller lifting, automatic film cutting, improved ink management and upgraded mechanical components, with a focus on simplifying everyday printing and maintenance tasks.

According to Haolic, XP-2 development drew on several years of customer experience, including after-sales support cases, questions raised during printer setup and maintenance, and discussions in the brand’s Facebook user community. The company says the new model underwent an extended period of internal development, functional checks and quality evaluation before release.

The Haolic XP-2 Desktop DTF Printer, the latest generation in the company’s desktop DTF printer lineup.

Haolic XP-2 Desktop DTF Printer | Official Launch Film

Customer Feedback Shapes a Third Generation

Haolic’s product history began in 2022 with its first pink desktop DTF printer, developed as an alternative to the predominantly black, white and gray equipment commonly seen in small production spaces. Its subsequent XP-1 Pro incorporated revisions informed by printing experience and maintenance requirements.

For the XP-2, Haolic reviewed recurring questions about printhead care, white ink management during inactive periods, film loading and cutting, and access to internal components. These practical concerns helped guide the revisions to everyday operation and maintenance.

“Developing the XP-2 meant looking closely at what happens between print jobs, not just at the finished print,” said Nicole PENG, CEO of Haolic. “Customer feedback helped us identify opportunities to simplify film handling, routine maintenance and everyday printer operation.”

Haolic’s three generations of desktop DTF printers, from the XP-1 to the XP-1 Pro and the latest XP-2.

Updated Controls, Ink Management and Film Handling

The XP-2 introduces several touchscreen-controlled features designed to simplify everyday printing tasks. One-touch pinch roller lifting, automatic film cutting, and forward and reverse film controls help reduce manual handling during film loading and production. The touchscreen also supports multi-copy printing, allowing operators to set print quantities directly on the machine.

For routine maintenance, the XP-2 includes one-touch printhead cleaning, ink priming, and automatic white ink circulation at startup, designed to help limit ink sedimentation. Smart Sleep Mode turns off the vacuum fan after a period of inactivity, while a separate computer-free Vacation Mode performs scheduled white ink circulation and light nozzle firing when the printer remains powered on. These functions are intended to simplify printer care rather than eliminate the need for regular maintenance.

The XP-2 combines an XP600 printhead and a 13-inch printing format with an upgraded drive system featuring a 57-series stepper motor and 10 mm timing belt. According to Haolic, these mechanical revisions are designed to support stable film feeding and positioning during routine production. Additional features include dual maintenance access doors, an emergency stop function, and a two-in-one software workflow without a separate physical dongle requirement.

The Haolic XP-2 touchscreen allows operators to set print quantities directly on the machine.

Small-Workspace Applications and Availability

The XP-2 is designed for independent creators, home-based businesses and small printing studios producing customized apparel and textile items, including T-shirts, hoodies and tote bags. Its compact desktop configuration is intended for workspaces where equipment size, ease of operation and maintenance accessibility are important considerations.

“Our goal is to make everyday printing more manageable for small business owners,” Nicole PENG added. “That means improving the equipment based on real customer experience and continuing to provide guidance and technical support after purchase.”

The XP-2 is available for purchase beginning October 15, 2026, through Haolic’s official website. Current specifications and configurations are listed on the XP-2 product page.

Additional product information is available on the XP-2 launch page.

The Haolic XP-2 Desktop DTF Printer in a small workspace for customized apparel production.

About Haolic

Haolic develops and sells DTF and UV DTF printing equipment for independent creators, home-based businesses and small printing studios. Since introducing its first pink DTF printer in 2022, the brand has continued to develop its desktop printing products based on customer feedback, practical production needs and maintenance accessibility.

Haolic focuses on making desktop printing equipment more approachable for small businesses through user-oriented product design, setup resources and ongoing technical support.

More information is available at https://haolic.com/.

Media Contact

Organization: Haolic

Contact Person: Nicole PENG

Website: https://haolic.com/

Email:
service@haolic.com

City: Carson

State: CA

Country: United States

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Haolic Launches Third-Gen XP-2 Desktop DTF Printer with Smarter Controls and Simplified Maintenance

Powered by Oleander Abstractors, Inc., the specialized online resource supports property records research and foreclosure-related title information requests across all 67 Florida counties.

Foreclosure Title Search Florida announces the introduction of a dedicated online resource designed to simplify access to property title research and foreclosure-related public records services throughout Florida.

Powered by Oleander Abstractors, Inc., the website provides a centralized point of contact for individuals, attorneys, real estate professionals, and businesses requesting assistance with a Florida foreclosure search, foreclosure title search, or other property documentation requirements.

The dedicated resource brings together information about available research services, county-specific documentation procedures, and methods for submitting property research inquiries.

A Dedicated Statewide Property Research Resource

Florida property records are maintained through individual county recording systems. Differences in document availability, indexing procedures, and public access systems can make property research a multistep process.

Foreclosure Title Search Florida introduces a specialized online destination where customers can obtain information about available research services and request assistance with records maintained throughout the state.

The resource accommodates inquiries concerning a Florida foreclosure title search, property foreclosure search, and foreclosure property search, with research scopes determined by the documentation requested and the records available.

The website supports inquiries involving all 67 Florida counties, providing a consistent online point of contact for statewide property research needs.

Access to Recorded Property Documentation

Property research may require the examination of multiple public documents to identify recorded ownership interests and information associated with a particular parcel.

Depending on the requested scope, a foreclosure ownership search or foreclosure deed search may involve reviewing recorded instruments to help establish a property’s documented ownership history.

Related requests can involve a foreclosure mortgage search, foreclosure judgment search, or foreclosure lien search to identify relevant recorded documents.

The company also provides information about Florida lien search procedures and the availability of county-maintained property records.

These services are intended to support factual documentation needs rather than provide legal conclusions regarding ownership rights, lien enforceability, or property status.

Research Involving Foreclosure Proceedings

Foreclosure-related documentation may include notices of pending litigation and other recorded instruments associated with court proceedings.

A Florida lis pendens search, sometimes described in online inquiries as a lis pendens search Florida, may help locate recorded notices connected to a particular property.

Other requests may involve the examination of foreclosure property records or a broader foreclosure records search to identify relevant publicly available documents.

The website provides information about these research processes and assists customers in identifying the appropriate scope for their documentation requests.

Specialized Research for Different Property Record Requirements

The dedicated resource accommodates requests at different stages of foreclosure-related proceedings.

These may include a pre foreclosure property search, a foreclosure auction title search, or documentation requests associated with foreclosure proceedings and public records review.

For customers researching procedures sometimes described online as foreclosure due diligence Florida, the platform provides information about available title research services and the types of recorded documents that may be examined.

Depending on the research scope, findings may be organized into a foreclosure title report or Florida foreclosure report, subject to the particular service requested and the availability of public records.

The website does not provide recommendations about property purchases, bidding, financing, or investment decisions.

Service Availability Across All 67 Florida Counties

Foreclosure Title Search Florida supports property research inquiries throughout the state, including Miami-Dade, Broward, Palm Beach, Orange, Hillsborough, Duval, Pinellas, Lee, Collier, and St. Johns counties.

The centralized resource is intended to make it easier for customers to identify relevant research services without navigating multiple service-information websites.

As the platform develops, the company intends to continue organizing educational information around Florida’s county recording systems and commonly requested property documentation procedures.

Powered by Oleander Abstractors, Inc.

Foreclosure Title Search Florida operates as a specialized online resource powered by Oleander Abstractors, Inc., a Florida-based title research and document retrieval company.

The website provides a dedicated channel for foreclosure-related research requests while connecting customers with established property research services.

Research results depend on the scope of each request, the accuracy and availability of public records, and the applicable county recording systems.

About Foreclosure Title Search Florida

Foreclosure Title Search Florida is a dedicated online property research resource powered by Oleander Abstractors, Inc. The website provides information and access to foreclosure-related title research, recorded document retrieval, and public property records services across Florida’s 67 counties.

The resource serves individuals, legal professionals, businesses, and organizations requiring assistance obtaining and reviewing publicly recorded property documentation.

Services do not constitute title insurance, a guarantee of clear title, or legal advice.

Official Website: https://foreclosuretitlesearchflorida.com

Media Contact

Organization: Foreclosure Title Search Florida

Contact Person: Mikey Tyburczy

Website: http://ForeclosureTitleSearchFlorida.com

Email:
mikey@ForeclosureTitleSearchFlorida.com

Contact Number: +19044048950

Address: 1015 Atlantic Blvd., #80

City: Atlantic Beach

State: Florida

Country: United States

Release id: 49839

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Foreclosure Title Search Florida Introduces Dedicated Statewide Online Resource for Property Title Research