A zero-latency semantic intent classifier and dynamic skill router for DeepSeek Harness. Accurately dispatches user turns to relevant tools, eliminating schema bloat and tool hallucination.
CLI one-click launch, package managers, and Cordis integration
$ pnpm add @foryourhealth111-pixel/vibe-skillsGuaranteed by TypeScript compile-time contracts, inter-plugin event bus calls enjoy zero-drift safety.
Supports dynamic runtime mounting and graceful unloading without restarting the primary host process.
Embeds multi-phase execution lifecycle guards, preventing context loss during long-horizon reasoning.
Designed for lightweight cross-platform environments, booting instantly across Node.js, Bun, and Deno.
Encodes incoming user prompts with lightweight embeddings in milliseconds.
Matches prompt vectors against registered skill centroid clusters.
Filters candidate tools, injecting only the top 3-5 relevant schemas.
Passes clean, low-token payloads to DeepSeek models for precise tool execution.
| Parameter | Type | Default | Description |
|---|---|---|---|
| maxInjectedTools | number | 5 | Maximum tool schemas injected per turn |
| minSimilarityThreshold | number | 0.72 | Minimum cosine similarity score threshold |
| alwaysActiveTools | string | bash,file_read | Core tools always included in prompts |
Relies on microkernel lifecycle guards and fault-tolerant state machines for continuous reliability.
Native integration with SWE-bench workflows, automatically capturing diffs and verification metrics.
Separates reasoning from tool actions to independently locate and refactor multi-file codebases.
Safely orchestrates events across sandboxes to seamlessly link enterprise developer tooling.
Strictly isolate sub-process calls and network scope; deploy within Docker containers in production.
Configure adaptive exponential retries with strict timeouts to mitigate upstream model rate limits.
Persist state machine snapshots to survive hardware interruptions and resume instantly without loss.
Enable full trace logging, aggregating reasoning thought streams and tool I/O into your observability hub.
Increase the timeout parameter inside your YAML configuration and dispatch periodic heartbeat signals across the Cordis event bus. For long-running tool execution and model reasoning, configure persistent session snapshotting so suspended tasks can safely resume their exact context after interruptions, preventing the kernel from recycling active agent sessions prematurely.
The harness runtime natively provides end-to-end streaming hooks while its state machine automatically intercepts and strips <think> reasoning tags from model responses. Subscribe directly to the onThink event listener to consume live reasoning token streams in real-time, delivering typewriter animation to the user interface while persisting full trajectories for audit compliance.
Cordis microkernel uses directed acyclic graph topological sorting to dynamically resolve plugin dependencies. When shared services or runtime versions conflict, assign distinct isolated namespaces at the application entrypoint. Leveraging context injection alongside lazy activation ensures dependencies load strictly on-demand when tools are triggered, maintaining system stability and preventing memory bloat.
Combine isolated container sandboxing with fine-grained capability checks to prevent plugins from accessing sensitive files or unauthorized external networks. Enforce explicit runtime system call whitelisting through the microkernel, executing all third-party tool scripts inside isolated ephemeral containers to block arbitrary code execution and eliminate security privilege escalation risks entirely.
A production-grade asynchronous heartbeat and persistent daemon runtime for DeepSeek Harness agents. Features declarative cron scheduling, session state persistence, and event-driven wakeups for autonomous background workflows.
A high-performance multi-agent swarm orchestration framework for DeepSeek Harness. Features dynamic DAG task distribution, shared episodic memory pools, and deterministic consensus protocols.
A dedicated diagnostic telemetry suite for DeepSeek-R1 and V3 reasoning models. Real-time visual tracking of `<think>` reflection streams, logical breakpoints, and hallucination alerts.