Run TAM/SAM/SOM market sizing with top-down and bottom-up methods, competitive landscape, and tech stack analysis.
Use for Vercel cost and performance optimization on deployed projects, especially Next.js, SvelteKit, Nuxt, and limited Astro apps.
Build the VerityData Idea Discovery Dashboard (VIDD) — an interactive React artifact showcasing VerityData research briefs through six…
Use when designing multi-agent orchestration — patterns for delegation and coordination.
Use when diagnosing or optimizing LCP, INP, CLS — Core Web Vitals at the 75th percentile (LCP ≤2.5s, INP ≤200ms, CLS ≤0.1).
Use when optimizing web performance — field/lab measurement, traces, and loading fixes.
Use when optimizing performance — measure first, then profile, bundle, and fix loading or runtime.
Debug issues by investigating logs, database state, and git history
Decide WHERE video/image generation runs when cost, volume, or capability forces a choice - subscription credits vs pay-per-use APIs vs…
Understand a local video by extracting frames at a fixed interval and using a local Ollama vision-language model to produce faithful…
Generate a self-contained HTML viewer for any Claude Code session, including agent team sessions with full inter-agent DM timelines.
Use when designing or auditing IEEE VIS evaluations, covering how to match evidence to the contribution type (perceptual study, controlled…
Design, create, revise, or QA quantitative charts and figures for reports, dashboards, notebooks, slides, files, or inline analytical…
Compare vLLM serving benchmark outputs before and after a code change.
Design and implement vLLM features. Given user requirements (feature description, related PRs, reference materials), produces (1) core…
When the user wants to know what customers are actually telling them — turning NPS, CSAT, CES, support tickets, call transcripts, churn…
Use to design, run, and synthesize customer feedback programs tied to
Use when building VoltAgent projects — choose agents vs workflows, layout, memory, and observability patterns.
Diagnose slow or freezing VS Code-compatible editors with evidence-first, zero-hardcoded-assumption workflow.
Automate Wachete tasks via Rube MCP (Composio).
Use when packaging code, data, and models for a WACV paper, covering the anonymous review artifact versus the public post-acceptance…