AI Engineering

Scientific Writer Loop revises an existing scientific draft with its data, figures, and optional code until it meets a quality threshold. It uses specialist judges plus an independent peer reviewer to critique, grade, and regenerate prose, figures, and code.

Search Memory looks up relevant past decisions, fixes, and context in your personal knowledge base. Use it when earlier work, a prior pattern, or stored rationale would improve the current answer.

Search Memory searches stored memories when past decisions, solutions, or breakthroughs may help answer the current request. It is used for continuity, recurring problems, and context that suggests prior work matters.

Search Memory finds prior decisions, procedures, and conversation history across Nowledge memories and threads. Use it when a task continues earlier work, needs rationale, or depends on exact past context.

SWE Loop turns a coding prompt into implemented, tested changes by running a plan loop, then iterating Engineer and QA subagents until each task passes tests and quality checks. Use it for features, fixes, or refactors that need regression-safe delivery in a real repository.

Tournament Autoresearch runs a multi-agent ML research loop where several ideas compete, a judge ranks them against a rubric, and the winner is the only change tried. It is used for open-ended experimentation when you want to pressure-test hypotheses before spending compute.

Working Memory loads current cross-tool context at session start, including active work, priorities, and unresolved flags. Use it when resuming work or asking what you are working on.

Adaptive Tuning configures NeMo Relay’s adaptive plugin to adjust telemetry, state, hints, tool parallelism, and rollout behavior from runtime signals. Use it after baseline instrumentation when you want to evaluate measured changes against known traffic.

Add Middleware adds a new guardrail or intercept type to the NeMo Relay middleware pipeline. Use it when introducing a new registration surface or a middleware behavior at a new pipeline stage.

Context Isolation helps keep NeMo Relay scope stacks separate across concurrent requests, async tasks, threads, workers, and agents. Use it when you need correct ancestry propagation and request-local middleware boundaries.

Contribute API helps add or change a public NeMo Relay API with binding parity, validation, and docs in mind. Use it when a runtime or binding surface changes and you need to keep affected bindings aligned.

Dynamic Plugins covers NeMo Relay’s native and worker plugin loaders, manifests, SDKs, and protocol boundaries. Use it when maintaining plugin compatibility, lifecycle behavior, tests, or release workflows.