Review DeepSeek Harness session history as a local evidence-backed workflow retrospective.
Generate compilers and interpreters for domain-specific languages
Build complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy…
Build type-safe LLM applications with DSPy.rb — Ruby's programmatic prompt framework with signatures, modules, agents, and optimization.
Read Don't Starve Together base-game scripts, this mod's files, and animation resource references when implementing or verifying DST APIs…
Translates natural language computer vision requirements into structured video recognition algorithm configurations for AI vision platforms.
Draft or substantively rewrite argumentative prose for empirical ML and AI research papers when expert clarity, literature synthesis…
Use when the user asks to filter, query, search, or extract specific rows or columns from a tabular data file (CSV, TSV, Parquet, Arrow…
Generates DTO (Data Transfer Object) for PHP 8.4.
Run a moderated dialectic between two models from two labs to decide a question.
Every Dub feature, plus offline search, agent-native output, and a local SQLite store no other Dub tool has.
Browser automation, debugging, and performance analysis using Puppeteer CLI scripts.
DuckDB file discovery agent with verified absolute paths
Wrap every assistant reply in lines of duck emojis.
Pre-build session with the rubber duck — runs BEFORE implementation, covering both a pre-coding design sketch and plan/spec review.
MUST use when writing DuckDB queries.
H3 hexagonal indexing, PostGIS-compatible spatial queries, and geographic analysis with GF(3) coloring.
Layer 3: Temporal Versioning and ACSet Schema Generation for DuckDB
Pattern expansion and schema evolution for DuckLake databases
Ergodic random walks over DuckLake lakehouses with GF(3) triadic concurrent walkers.
Maintain a persistent `.context/ISSUE/` directory for complex engineering work spanning sessions or coding agents.