Turn a validated wedge into the scope you can SCORE — a one-sentence job, 20 pass/fail golden cases drawn from real artefacts, an L0–L4…
Author or refine a Phoenix evaluator — code or LLM-as-a-judge — that scores a run's output.
Map LLM visual observations or method-level event results into final video monitoring Event Candidate semantics.
Use when shaping team structure — functional vs squad, span-of-control, reorg cost, Conway-aware boundaries.
Analyze and control Flexport request volume without inventing undocumented global limits or headers.
Create or rewrite substantial reports, plans, meeting notes, analyses, investigations, and implementation summaries as one coherent…
Automated calculation of all earned value metrics and forecasts
Automate Exa tasks via Rube MCP (Composio).
Multi-perspective collaborative inquiry.
Produce or audit the interpretability/explainability analysis of a medical-imaging model — Grad-CAM / Grad-CAM++ / attention-rollout /…
Analyzes and simulates BGP hijacking scenarios in authorized lab environments
Expert in Expo for React Native development.
Use when implementing or debugging ANY network request, API call, or data fetching.
Framework (OSS). Folder structure for a new Expo app. Use when scaffolding or laying out a new Expo project with Expo Router, or deciding…
When and how to add scenarios, chaos events, and invariants to the personhog e2e test harness (rust/personhog-test-harness).
How extensions render as widgets inside other apps via named UI slots — the framework's optional extension system.
This is the preferred pattern for all objects that support it.
Use when the user says "setup", "setup bridge", "extract", "extract DS", "onboard", "build knowledge base", "initialize bridge", or is…
Convert a rambling description of a desired outcome into one polished, autonomous /goal prompt ready to paste into a fresh session.
How FabLL (faebryk.core.node) maps Python node/trait declarations into the TypeGraph + instance graph, including field/trait invariants…
Use when preparing the accountability artifacts that accompany an ACM FAccT paper — datasheets for datasets, model cards, data statements…