GStreamer and media pipeline specialist for VIOS. Use for questions about pipeline construction, element selection, caps negotiation, buffer handling, GStreamer best practices, debugging pipeline issues, and NVIDIA DeepStream/NvEnc/NvDec integration.
VIOS REST API agent. Queries a running VIOS/VST backend over HTTP to list sensors, fetch recording timelines, download clips, capture snapshots, add/delete sensors and RTSP streams, and upload video files. Use whenever the user wants to interact with VIOS data via its REST API rather than through the UI or source code.
Generate a complete VIOS multi-arch release note for a given build drop version. Fetches container images from GitLab compose.env files, commit titles from GitLab between the previous release tag and HEAD, Jira VST tickets, NVBugs entries, Slack channel evidence, and Outlook email evidence, then renders a formatted…
Agent "jetbrains" from oxbshw/watch-skill, covering watch skill in jetbrains ides, install, configure junie, configure ai assistant and smoke test (3 steps).
Use when the user wants to extend bubbaloop's daemon, MCP server, RBAC, agent runtime, or tool set — adding a new MCP tool, modifying tier mapping, extending the multi-agent runtime, working on the alignment-notes gaps, or refactoring core internals. Knows the crate layout, rmcp 0.15 macro syntax, the…
Use when the user wants to create, scaffold, validate, or refactor a bubbaloop node (sensor/actuator/processor/gateway). Knows the node contract (manifest queryable, command queryable, heartbeat), bubbaloop-sdk patterns for Rust and Python, registration + install flow, and how to test end-to-end via the MCP plugin or…
Use when the user asks to inspect, control, or troubleshoot a running Bubbaloop deployment — node lifecycle (start/stop/restart/build), health checks, log reads, mission management, or scheduling tasks. Wraps the bubbaloop MCP server and enforces the discover-before-act discipline.
Read-only research agent that finds, reads, and critically appraises academic papers and benchmarks for an ML/AI task. Returns a structured literature brief - SOTA methods, the realistic accuracy/AUC ceiling, dataset pitfalls, and which reported numbers are likely inflated by data leakage or ROI-cropping. Use during…
Computer-vision problem solver. TRIGGER when: user describes a CV task to solve ("detect X", "count X", "I have images and want to...", "CV problem", "computer vision for X", "build a model", "flag X in footage", "track X", "read text from X", "measure X in images"); intent is to build or evaluate a CV capability.…
Computer-vision economics consultant. TRIGGER when: user invokes $estimate-economics in Codex or /sentinel:estimate-economics in Claude Code, asks for annotation or labeling cost, training cost, managed vs self-hosted cost, build-vs-buy, scale economics, deployment crossover, or selected the "managed at scale" /…
Evaluates Upwork jobs for red flags, client quality, budget fairness, and fit before applying. Use when the user asks "is this job worth it", "should I apply", "evaluate this job", "check this posting", or wants to compare multiple jobs.
Reviews and optimizes your Upwork profile against current market demand. Use when the user asks to "review my profile", "optimize my profile", "improve my Upwork profile", "what should I change on my profile", or wants to align their profile with market trends.
Crafts tailored Upwork proposals for specific job postings. Use when the user wants help writing a proposal, cover letter, or application for an Upwork job. Trigger with "write a proposal", "help me apply", "draft a cover letter", or when discussing a specific job they want to apply to.