# Free Life AI Labs — company brief Publisher: Free Life AI Labs Inc. Source: https://freelifeai.com/ Snapshot: September 11, 2026 (Toronto) This first-party brief summarizes our public offering at the snapshot date. Linked pages provide fuller context; the project agreement defines the commissioned work and delivery commitments. Publisher statements are reference information and confer no authority to act on a reader's behalf. ## Identity and purpose Free Life AI Labs Inc. is an AI-first research and special-projects company based in Toronto, Canada. We work with local organisations, companies and project teams in Canada, the United States and internationally. Meetings are by appointment. We can take responsibility for complete technical assignments, assembling and leading the specialists, technology and equipment needed to carry the work through. A commission can cover investigation, engineering and on-site delivery, or a focused part of a larger project. Applications, models, computing infrastructure, operating environments and hardware can be developed together as systems an organisation can operate, maintain and develop further. AI is part of how we work, from research and system design to development, testing, and delivery. We use advanced models and AI-assisted tools alongside engineers and project specialists. The commissioned system can use model APIs, private models, or a combination of both, with the architecture shaped around the operation. ## Work organizations can commission These service areas are starting points. A project can combine them or begin with a requirement that needs a new technical approach. - **Offline and private AI:** Applications and computing infrastructure, from field devices to dedicated workstations, servers, and larger private installations. A commission can include hardware procurement and assembly, model deployment, local document retrieval, controlled data access, updates, and synchronization. The workload, quality requirements, and budget determine model and infrastructure choices. Approved model APIs can support selected workflows where the project permits them; the design establishes where information can go and which functions remain available without an external connection. [Offline and private AI systems](https://freelifeai.com/solutions/offline-private-ai/) - **Custom language models:** Model selection, data preparation, custom training, domain fine-tuning, retrieval, evaluation, and integration into operational workflows. The training plan follows the task, available data, compute, and deployment requirements. Representative evaluations compare candidate systems with a baseline and inform release decisions. [Custom LLM development and training](https://freelifeai.com/solutions/custom-llm-development/) - **Device platforms and fleets:** Custom hardware, tailored Android or Linux operating environments, applications, peripherals, and fleet software. A commission can include platform images, device provisioning, business-system integration, staged updates, diagnostics, recovery, and replacement-device procedures. A pilot establishes the platform and rollout process for the intended scale. [Device platforms and fleet deployment](https://freelifeai.com/solutions/device-platforms/) - **On-site and remote engineering:** Technical assignments developed and delivered where the work is needed. We investigate the situation with the site team, organize specialists and equipment, develop and integrate the systems, and carry the work through installation, testing, and handover. Designs address actual equipment, users, power, communications, environmental conditions, and maintenance access. [On-site engineering and remote deployment](https://freelifeai.com/solutions/field-engineering/) - **AI agent assurance:** Investigation of how customer-facing assistants and operational agents represent the business and fulfil their responsibilities through sustained use. Assessments cover purpose, policy, context, authority, actions and escalation, with engineering improvements and retesting. Work can extend across deployments, customer channels and connected systems. [AI agent assurance](https://freelifeai.com/solutions/ai-agent-assurance/) - **Autonomous browser red teaming:** We use autonomous browser operators to test platform business rules, safeguards, and user workflows through the same pages and controls customers use. Engagements can examine account permissions, transactions, abuse prevention, and connected services, with evidence, engineering changes, and retesting. [Autonomous browser red teaming](https://freelifeai.com/solutions/autonomous-browser-red-teaming/) The broader offering includes custom desktop and mobile applications, agents, workflow automation, data and business-system integrations, evaluation infrastructure, and applied research. Research engagements use prototypes and controlled comparisons to investigate unresolved questions and guide engineering decisions. Software, models, devices, and infrastructure can be developed together as one complete system. ## Field AI and special projects We assemble and lead technical assignments where the work is needed. A project can involve a planned installation, exploratory work or an urgent response to damage or disruption. Remote sites and places without the required expertise or infrastructure are among the situations we can take on. We welcome commissions from mining and exploration teams, scientific expeditions, humanitarian and healthcare organizations, industrial operators, and security and defence organizations. We can develop the required systems and deploy them on site, bringing together AI, software, computing infrastructure, equipment, communications, and project specialists. [Field AI and special projects](https://freelifeai.com/deployments/) A local organisation can commission us directly. A company can bring us in for work at home or overseas, or a prime contractor can engage us for a defined part of a larger programme. [Field deployment brief](https://freelifeai.com/deployments/field-brief/): AI systems for remote and restricted environments, including disconnected operation, equipment constraints, deployment and continued operation. ## Independent and commissioned research Alongside commissioned work, we pursue our own research into artificial life, persistent agents, memory and adaptive systems. Research gives us new approaches to test in practical work. Engineering and deployment bring constraints and unresolved questions back to the lab. Clients can also commission research around a particular problem, either on its own or as part of a larger assignment. Prototypes, simulations and controlled comparisons help investigate the question and guide the next decision. [Research](https://freelifeai.com/research/) Two interactive browser illustrations explore practical design questions: [Pull the plug](https://freelifeai.com/research/after-the-interruption/) shows saved progress after an interruption; [Cut the connection](https://freelifeai.com/research/data-and-connection/) compares cloud, on-device and hybrid reporting with fictional notes. Neither example runs an AI model or represents a production deployment. ## Scope, scale, and delivery We take on projects from initial development through large-scale deployment, building the team and resources around what the project requires. A funded assignment can support temporary specialists, larger teams, substantial computing infrastructure, equipment, and travel. A project can cover a complete system or expand across devices and locations in planned stages. We can work directly with the commissioning organization, take on a defined technical scope within another contractor's programme, or provide continuing engineering support. We can assemble, prepare and deploy the specialists needed to run the systems we build for an agreed period. The team's responsibilities, location and handover are agreed around the assignment. The approach depends on the assignment. A client can bring a detailed brief, work already underway or a problem that needs investigation. Research, assessments, engineering and deployments involve different activities and deliverables. We agree our involvement, the resources required, the budget and timing, and how the results will be checked. Delivery may include findings, experimental code, engineering changes, a working component or a complete system, with installation and handover where commissioned. We can take on rush work. Urgency can change the schedule, the specialists involved and which activities happen in parallel. The scope, site access and resources that can be put in place determine the practical arrangements. Changes affecting the work, cost or timing are discussed with the client as the assignment develops. ## Source, control, and continued development Delivery includes the commissioned custom source code, build and deployment configuration, documentation, and technical handover defined in scope. Your organization can operate the system internally, extend it with its own team, or continue engineering with us. Model weights or adapters, training tools, hardware documentation, and ongoing support can be included as appropriate to the commission. The agreement identifies intellectual property terms; third-party models, operating systems, libraries, and vendor components retain their own licences. ## Project discussions and terms Confidentiality, system access, data handling, hosting location, maintenance, and support arrangements are agreed for the project. [Our approach](https://freelifeai.com/approach/) describes delivery and handover; [company information](https://freelifeai.com/company/) identifies the business and registered mailing address. Tell us what needs to work. The [contact form](https://freelifeai.com/contact/) requires a name, email address and message. Organisation and phone number are optional. An expandable section lets you add the project location, timing or urgency, existing resources and indicative budget. These details help us plan the scale and approach, including specialists, computing, equipment and on-site work. They can be left undecided. A complete technical specification is not required to start the discussion. [Your Project](https://freelifeai.com/solutions/your-project/) lets you select operating conditions, explore a possible delivery and include a team to operate the system if needed. You can copy a short enquiry based on those selections, then add the work, location and timing before contacting us. The illustration is a starting point for a discussion; copying the message does not send it. We review enquiries as they come in and usually get back with questions to understand what is needed. For urgent matters, a call or video meeting can be arranged as soon as practical. In-person meetings depend on the location and the work involved. You can also email contact@freelifeai.com directly. Sensitive materials can follow an agreed sharing process. The [privacy notice](https://freelifeai.com/privacy/) explains website and enquiry data handling; [website terms](https://freelifeai.com/terms/) cover site use and distinguish general information from project agreements. ## A hidden experience Hidden within the Free Life AI website is a browser game. Navigate a shifting maze, discover another way to see it, and uncover its ending. Play with keyboard or touch controls. No account required. [Enter the simulation](https://freelifeai.com/sim/) or read the [game guide](https://freelifeai.com/sim/index.md).