
Teknologi Asset
AINNA Digital Workforce & Development Orchestration
Agent TC represents AINNA's internal agentic development and operational orchestration layer, coordinating specialised AI-assisted workflows, development tasks and supporting systems under human direction.
It is a technology asset, not a human executive and not a replacement for management accountability.
Manusia-Directed · Tugasan-Orchestrated · Validated · Accountable
Objective · Authority · Risk Boundaries
Manusia leadership defines objectives, authority and risk boundaries. Agent TC then translates those boundaries into executable workflows.
Coordination · Penghalaan · Execution
Agent TC coordinates appropriate development or operational workflows, selecting the right mix of models, parsers and deterministic alatan for each task.
Model · Parsers · Alat
Selected agents, models, parsers and deterministic alatan perform defined tasks with clear inputs, outputs and error handling.
Repeatable → Predictable System
Repeatable workflows are converted into software systems that no longer require continuous LLM inference, improving reliability and cost.
Validation · Logging · Kelulusan Manusia
Outputs are checked using validation rules, logs and human approval where appropriate, keeping the loop accountable.



Pakar dalam merancang dan mengurus sistem AI yang beroperasi secara bebas
Timbunan Multi-LLM: Ollama · OpenRouter · DeepSeek · Mixtral · Qwen
Agent TC supports development and operations; it does not hold executive authority.
Model, parsers and alatan are selected according to defined tasks and permissions.
Pengurusan remains responsible for objectives, approvals and consequential decisions.
Agent count, detached systems, Demo Langsung, scenario library and model families are separate measures. Unconfirmed agen counts are not published on this page.