AI Engineering

Design or refactor CLI tools for AI agent consumption with patterns for non-interactive execution, machine-readable output, idempotent operations, and progressive help discovery.

Discovery Director operates as a research director for open-ended biological questions and datasets. It helps explore omics or experimental data, generate and test hypotheses, investigate anomalies, and choose the next analysis or experiment.

Discovery Toolbox routes biological research agents to small sets of operators for weak screens, anomalies, causal claims, and search stagnation. It helps choose the right reasoning move before returning to the research loop.

Ielts Practice reads IELTS Buddy predictions and opens practice entry points for reading and listening drills. It can also continue authorized sessions, hand work off to the browser, and review objective answers after completion.

Conducts a structured, adaptive interview to discover a user's workflow, mapping phases, tools, branching, and pain points to generate a workflow bundle.

A passive observation sub-skill that scans session history to infer workflow patterns when triggered. It detects entry patterns, phases, branching, tools, pain points, and exit behavior, producing a structured workflow model for bundle generation.

Paper Signal turns a subject or source into a tactile minimal-zine bitmap image, then checks the rendered output. Use it for posters, carousels, covers, restylings, and evidence-aware visual essays that need preserved facts and identity.

Paper Signal Art Director creates one high-craft minimal-zine bitmap from a subject, concept, or existing image. Use it for standalone posters, editorial covers, photo restyles, or other authored image briefs that need composition, prompt saving, generation, and audit.

Paper Signal Series plans and produces coherent multi-image editorial posts from notes, articles, photos, products, or mixed sources. Use it for carousels, visual essays, recommendation posts, and evidence-backed explainers with prompts, images, captions, and QA.

A structured product review framework that helps decide whether a product direction should continue, be verified, or be reframed, using UX3 dimensions (User, Evidence, Business). Ideal for AI-assisted product decision-making with human-in-the-loop.