morluto

Design or audit a Jacobian operation’s mathematical contract, boundedness, exact results, and composition.

Audit a bounded mathematical slice for missing or unusable Jacobian capabilities, beyond a single-operation review.

Diagnose malformed calls, retries, and unusable results after an agent selects an MCP tool.

Extract reusable Jacobian capabilities from a mathematical solution corpus, rather than one agent trajectory.

Investigate MCP tool availability, discovery, and selection, including controlled adoption evaluations.

Author, package, validate, or run mathematical evaluations as Jacobian Harbor datasets.

Use Jacobian’s typed operations when exact computation or structural analysis can help solve a mathematical problem.

Review mathematical agent trajectories for evidence-backed Jacobian improvements; do not resume solving.

Reverse engineer native, managed, Electron/JavaScript, packaged, firmware, and browser targets with REA, and build agent environments (AgentEnv bundles) of web applications from a live instance or a capture. Use shipped-artifact or requested runtime evidence…

Prepare or rewrite REA release changelogs and GitHub release notes from pinned Git history, with verified contributor thanks and Release Please synchronization.

Optimize REA providers and shared analysis workflows for agent context, latency, CPU, and memory while preserving correctness and Evidence. Use for analysis bottlenecks and cache or query design; CI/test-suite optimization belongs to rea-ci-tests-audit.

Audit REA CI and test suites for correctness, fixture drift, false passes, and measured performance; use for suite or workflow investigations and efficiency changes, rather than ordinary feature testing or a single test failure.

Design or change REA investigation tools, CLI/MCP contracts, provider capabilities, and Evidence semantics.

Investigate performance bottlenecks and validate optimizations without weakening retrieval quality or correctness.

Use SmokingGun to find complexity candidates and organize imported optimization evidence.

Activate a persistent visible-reasoning mode that requires detailed internalcot CLI notes before substantive tools and answers, throughout the conversation. Use only when the user explicitly invokes $internalcot, says "internalcot on", or asks to enable…

Create or revise repository-aware social preview images for GitHub, package pages, launch posts, and link cards. Use when an agent needs to inspect a project, sharpen its short positioning, generate a branded 2:1 raster preview, explore color variants, adapt…