Prepare, format, and validate datasets for supervised fine-tuning and preference training.
Process split datasets into training, validation, and testing sets for
Automate Mixpanel tasks via Rube MCP (Composio): events, segmentation, funnels, cohorts, user profiles, JQL queries.
Automate PagerDuty tasks via Rube MCP (Composio): manage incidents, services, schedules, escalation policies, and on-call rotations.
Automate PostHog tasks via Rube MCP (Composio): events, feature flags, projects, user profiles, annotations.
Automate Segment tasks via Rube MCP (Composio): track events, identify users, manage groups, page views, aliases, batch operations.
Diagnose the current OMC session or repo state using logs, traces, state, and focused reproduction
You are a debugging expert specializing in setting up comprehensive debugging environments, distributed tracing, and diagnostic tools.
Troubleshoot Coval OpenTelemetry trace ingestion, missing trace UI, sparse traces, bad simulation or conversation correlation, auth/org…
Add purposeful debug logging to improve observability without changing behavior.
Use when the user asks to debug, check, or diagnose a Snakemake pipeline on a remote cluster.
Use when diagnosing runtime errors, broken UI, failed requests, intermittent behavior, stale data, or performance symptoms.
Use when troubleshooting an agent built with the Microsoft Agents SDK (@microsoft/agents-hosting and related packages).
Use when instrumenting code with runtime logs to test a hypothesis — @dxos/log debug lines captured to app.log (browser), test.log (node…
Use when working with debugging toolkit smart debug
Deep autonomous diagnosis of a failed flow run.
Optimize deep learning models using Adam, SGD, and learning rate scheduling
Convert local videos into black/white grayscale depth-mask videos, optionally split into fixed-duration segments, with moderate contrast…
Implement production pre-recorded speech-to-text with Deepgram.
Collect Deepgram debug evidence for support and troubleshooting.
Create a minimal working Deepgram transcription example.