research-template

Scaffold for illustrated picture books — renders a full-page PDF storybook from content/story.yaml using ReportLab and procedural graphics, with per-page scripts you can add, remove, or reorder, plus PNG plates, contact sheet, and render manifest. Demo: 14 pages on Tessa the tetrahedron and Ciro the cube.

Scaffold for controlled disclosure of sensitive reports (FOIA, intelligence, legal) — applies classification ceilings, source protection, and reviewer gates, then emits redaction_audit.json and release_ledger.json with SHA-256 hashes while sanitized text stays in memory. Validators flag residual markers and mosaic risk.

A fail-closed Rust template for deterministic, credential-free OKX derivatives research.

Compact deep-learning research starter kit for brain functional network classification experiments.

Template that generates whole runnable child projects — src, tests, scripts, docs — from a combinatoric grammar over 5 domains and 8 kernel primitives, with SHA-256 byte-stable output, recompute verification of tree hashes, and meta-tests against green-by-construction test theater.

Governance-ready, AI-aware healthcare research object template built with Quarto. Includes lifecycle structure, governance artefacts, and synthetic demonstration project.

Evaluation harness scaffold for self-improvement agents (SIA) — runs a Meta to Target to Feedback loop across generations, scores runs on the mini_classify task with split public/private data to catch overfitting, and replays recorded_generations fixtures for deterministic reruns. Python, uv, pytest; swap your agent into src/loop.py.

Academic project-page template fork reserved for Arcanea AI research pages, demos, and experiment writeups.

Illegal-states-unrepresentable design in strongly-typed Python, demonstrated on a decentralized ant-robot colony simulation: algebraic data types, session-typed protocol phases, affine transaction handles, nominal AgentId/TxnId types, a fault-injectable message bus, and active-inference agents minimizing expected free energy.

Research-infrastructure scaffold wiring three resource pools (fonds, rules, tools) into one self-validating Python pipeline: typed manifests with schema-versioned receipts, fail-closed jsonschema validation, soft vs strong rule checks, tool entrypoint discovery, and a generated manuscript with matplotlib figures.

Batteries-included AI/ML research template for Claude Code — uv, ruff, pytest, MkDocs, LaTeX, AGENTS.md protocol

Template for a bounded, deterministic AutoResearch loop over a local ML task: numpy-only models on an MNIST subset, evidence-linked claims, checksummed research-object manifests, fail-closed schema validation, and human-review gates instead of autonomous approval.

A starter template for empirical research projects done with AI coding agents: shared memory in the repo, traceable results, built-in checks. Pre-release.

Template for reproducible multi-phase literature reviews: three sequential arXiv and OpenAlex search phases, deterministic year/citation/venue filters, Jaccard cross-phase overlap checks, and optional local-LLM abstract classification. Python 3.10+, pandas, networkx, YAML config.

AI-assisted research workflow template for Codex: paper notes, idea pool, experiment logs, and reproducible research operations

A human-led Research OS for rigorous, reproducible science with ChatGPT, Codex, and Git.

Pitch decks as reproducible build artifacts: one YAML content source renders six deliverables — short/medium/long decks in PDF (ReportLab) and PPTX (python-pptx) — with byte-identical rebuilds, citation enforcement, a cliche linter, live token checks against repo test counts and DOIs, and per-slide QR deep links.

Personal paper-centric empirical research project template

Exploratory data analysis template demonstrating the notebook-to-tested-source workflow: explore a committed CSV fixture in Jupyter, then migrate logic into a pandas library (clean, normalize, group means, correlation ranking, figures) behind pytest with 90% coverage and a logic-free walkthrough notebook.

Reference exemplar of the docxology template family — a self-describing repo whose manuscript regenerates from its own codebase: introspection walks the YAML pipeline DAG and module inventory, a metrics engine fills tokens, and scripts draw architecture diagrams. Ships the 20-platform publishing workflow (Zenodo, PyPI, IPFS, arXiv).