01
Knowledge Encoding
Capture expert reasoning, decision frameworks, review methods and specialist workflows so they can operate inside a software system.
Assembly Engine · Build
The Assembly Engine that turns expertise into software assets.
The Assembly Engine is LlamaPath's proprietary assembly platform: the reusable patterns, modules, deployment blueprints, evaluation methods and security practices we use to turn expert work into operational software. Where ownership is part of the engagement, you get the software asset it produces. LlamaPath owns and keeps the Assembly Engine itself.
What it is
A repeatable way to build expert systems.
Most valuable expertise is trapped in people, documents, workflows and the systems teams already use. The Assembly Engine captures that expertise, connects the sources it depends on, and assembles a software asset from proven components rather than starting every build from zero.
The work starts from LlamaPath's accumulated intellectual property: tooling, frameworks, proven patterns and reusable platform methods. Those parts are configured around your expertise to produce a software asset for the work you need to run.
Assembly Engine components
Proven platform parts, configured to your work.
Every software asset assembled through the engine uses the same core capability areas. What changes is your expertise, your data, your rules and the operational shape the system needs to take.
02
Data Acquisition
Acquire and normalise information from browser automation, APIs, enterprise systems, documents and databases.
03
Workflow Orchestration
Coordinate sequential workflows, parallel workflows, retries and state management so the system can run reliably.
04
AI Reasoning
Apply structured AI workflows to expert decisions — not generic prompting and not chatbot interaction.
05
Testing & Evaluation
Validate behaviour with software testing, regression testing, evaluation frameworks, prompt testing and quality checks.
06
Deployment Systems
Use deployment patterns and operational frameworks that let the finished software asset move into production.
What you buy
You don't buy the Assembly Engine. You buy the software asset it produces — a working system built around your expertise.
The Assembly Engine remains LlamaPath intellectual property: tooling, frameworks, reusable patterns, platform assembly methods and operational know-how. Customers purchase outputs produced through it. Where ownership is part of the engagement, what you receive is the finished software asset, delivered as a working system you can own.
Representative outputs
The kinds of software assets it assembles.
Same Assembly Engine, different operational systems:
01
Assessment Systems
Apply an expert review method to every case, consistently.
02
Research Systems
Gather and synthesise sources at a scale a person can't.
03
Operational Workflows
Run a multi-step process end to end, unattended.
04
Decision Systems
Make structured judgement calls at speed and scale.
05
Knowledge Platforms
Turn scattered know-how into something you can query and use.
06
Automation Systems
Move repetitive operational work into a reliable software asset.
Built on
The proven building blocks and services used when assembling and operating LlamaPath software assets.
AnthropicOpenAIBraintrustBrowserbaseInngestGoogle CloudCloudflareSupabaseInfisical
Assembling it is half the job.
Next: how Agentic Operations keeps your software asset running once it's live.