Turning out data tricks since 2006!
Community@thistleknot
Data Analyst MS in Data Science from CSUF (2019) BS in Business Analytics from CSUDH (2016)
Agent Skills by Turning out data tricks since 2006!
Showing 96 vetted skills indexed across 1 GitHub repositories.
thistleknotdiagnostic-scanner
Scan source projects with compilers and linters to produce prioritized diagnostic reports.
thistleknotfeature-catalog
Manage project-local SQLite3 feature records, file mappings, and architectural decisions.
thistleknotparm-tuning-as-lp
Formulates discrete hyperparameter tuning as a linear or mixed-integer program.
thistleknotprocedural-memory
Extract recurring multi-step procedures from episodic traces into a procedural DAG.
thistleknotautoresearch
Run autonomous hill-climbing loops to optimize scalar objectives via scored candidate changes.
thistleknotmergekit — Skill
Merge multiple LLM checkpoints and LoRA deltas into a single .safetensors artifact.
thistleknotdocumentation
Select durable documentation artifacts and structure updates to match change surfaces.
thistleknottest-planner
Generate a coverage-aware test plan with Markdown output and JSON metadata.
thistleknotskill-wiki
Govern skill library lifecycle with SKILL.md contracts and lifecycle sidecars.
thistleknotagentic-harness
Build legality-checked, coherence-gated LLM pipeline harnesses with typed payloads.
thistleknotsubtractive-debugging
Isolate regression-introducing changes by subtracting from a known-good baseline.
thistleknotdoc-synthesizer
Extract modules, dependencies, and data-flow from codebases into Mermaid diagrams.
thistleknotsiamese_from_correlation_matrix
Train siamese models from embedding correlation matrices without external labels.
thistleknotmemory-architecture
Define layered agent memory responsibilities and cross-layer query routing flows.
thistleknotopenspec-apply-change
Apply OpenSpec changes by executing remaining tasks in sequence.
thistleknotheadless-browser-verification
Capture headless-browser PNG screenshots and compare them to baseline images.
thistleknotmodel-size-reduction
Reduce Hugging Face checkpoint size via dtype casting, layer dropping, and LoRA extraction.
thistleknotopenspec-explore
Guide structured exploration to clarify requirements and map codebase context.
thistleknotoptuna-nested-cv
Run resumable Optuna hyperparameter searches with nested cross-validation and SQLite persistence.
thistleknottdd-agent
Run a Red-Green-Refactor TDD lifecycle with executable assertions and anti-tampering checks.
thistleknotevaluator-optimizer
Run iterative generator-evaluator-optimizer rounds with structured critique and best-of-N selection.
thistleknotgit-workflow
Manage Git branching, push sequencing, and merge approval gates.
thistleknotnearest-neighbor-chain
Decompose symmetric pairwise similarity matrices into greedy nearest-neighbor semantic chains.
thistleknotdeep-q-rl
Train Q-networks with Russian Doll MCTS in scored discrete-action environments.