A system that helps models finish the work.
A harness determines how a model finds evidence, uses tools, maintains context, and verifies results. Piarium connects that execution system to live code, editor drafts, terminals, task branches, and review evidence.
Engineering capability across the task lifecycle.
CONTEXT
Keep long tasks continuous
Layer stable instructions, session history, and dynamic state; retain sources and coverage through context compression.
CODE INTELLIGENCE
Find the implementation behind a question
Combine exact search, symbols, semantic retrieval, and model-selected excerpts with source locations.
TOOLS
Support complete execution
Unify terminals, file editing, language diagnostics, and network tools, including background commands and shared terminal access.
COORDINATION
Organize parallel work
Choose roles and models by task, track durable work threads, and coordinate isolated changes through reviewable integration.
VERIFICATION
Make delivery traceable
Associate commands, tests, builds, diagnostics, and automated review with the task and artifact revision they support.
RECOVERY
Keep changes reviewable and recoverable
Checkpoints, rollback, and undo coordinate tracked files, editor drafts, agent results, and persistent work state.
Work state that outlives one conversation.
Plans, task threads, command output, durable knowledge, and workspace revisions keep separate records. The next turn can recover relevant material and preserve the link between a result and its evidence.
TriviumDB supplies embedded knowledge and retrieval beneath the harness, connecting project knowledge, code evidence, and accumulated working memory.