Guide to the math cognitive stack - what tools exist and when to use each
Deterministic router for math cognitive stack - maps user intent to exact CLI commands
Unified math capabilities - computation, solving, and explanation.
Interface with Mathematica/Wolfram Language for advanced symbolic computation
Analyzes mathematical literature to extract proof frameworks, classify technical methodologies, and map the evolution of scientific…
Conducts deep academic literature reviews for open mathematical problems and conjectures, compiling structured progress reports.
Support a long-running mathematics project with reusable research knowledge, literature tools, continuity across sessions, and optional…
Generates Architecture Decision Records capturing context, rationale, alternatives, and consequences in numbered status-tracked format.
Matplotlib is Python's foundational visualization library for creating static, animated, and interactive plots.
When to activate: CSS animations, GSAP, Framer Motion, scroll-driven animations, Web Animations API, transitions, motion
When to activate: community strategy, Discord, Slack community, Circle, Reddit, community metrics, community management, member…
When to activate: content calendar, editorial calendar, content planning, publishing schedule, content pillars, content strategy…
When to activate: email sequences, email campaigns, subject lines, drip campaigns, email automation, deliverability, segmentation…
When to activate: Go tests, table-driven tests, testify, mocks, subtests, benchmarks, fuzz testing, test helpers
When to activate: growth loops, viral loops, referral mechanics, network effects, flywheel design, compounding growth, viral coefficient…
When to activate: product metrics, north star metric, KPIs, retention metrics, engagement metrics, revenue metrics, metric tree…
When to activate: Zustand, Jotai, TanStack Query, React Query, Redux Toolkit, global state, client state, server state
When to activate: risk register, risk matrix, risk mitigation, business continuity, enterprise risk management, operational risk, risk…
When to activate: roadmap, product roadmap, planning, Now Next Later, theme-based roadmap, outcome roadmap, prioritization, quarterly…
When to activate: Rust tests, unit tests, integration tests, doc tests, benchmarks, proptest, test helpers, test organization
When to activate: SEO strategy, on-page optimization, keyword research, technical SEO, content clustering, Core Web Vitals, schema markup…