Roadmap
A living document. Items here are intentions, not commitments — open issues and PRs are the authoritative state of work in flight.
v0.1 (released 2026-05-10)
Shipped. See CHANGELOG.md. 32 cards across 7 directions, schema + validator + CI, bilingual README, safety policy, dual license.
v0.2 — broaden coverage and tighten boundaries
Goal: get every direction past the "minimum representative" line and into "covers the common production tasks". Roughly +10–15 cards across the seven directions.
Likely additions per direction:
- RAG: chunk summarization for retrieval, relevance feedback / iterative retrieval, context compression.
- Agent: multi-agent supervisor, sub-task delegation, tool catalog generator from API specs.
- RLHF: red-team prompt generator (defensive), iterative DPO data generator, refusal calibration probe.
- SFT: persona controller, style-controlled response variants, conversation-format SFT pair generator.
- Multimodal: chart / table extraction, image + text joint classifier, video frame description aggregator (audio direction reserved for a later release).
- CoT: tree-of-thoughts variant, plan critique + rewrite, step-by-step rationale with citations.
- Eval: pairwise judge with position-bias probe, calibration test harness, multi-turn dialogue judge.
Vocabulary additions in v0.2 will follow the standard process: each new tag/audience/model entry must be justified in the PR that introduces the first card using it.
v0.3 — discovery and integration
Goal: make the library easier to find the right card in.
- README catalog table generated from
INDEX.mdso the front page doubles as the category index. scripts/build_index.pyextension: secondary index slices by audience and by model class.- Skill-side improvements: tag-search hints in
SKILL.mdso Claude Code can route on intent phrases that don't directly map to a direction. - A short "tour" doc that walks through 3–4 representative end-to-end workflows (a RAG eval pipeline, an SFT data construction pipeline, an agent loop) using the cards in sequence.
Beyond v0.3 — open questions
These are not commitments; they are open design questions where the right answer depends on contributor traffic and use signals.
- Versioned card retrieval. As cards evolve (
version: 0.2.0etc.), is there value in keeping previous revisions accessible rather than overwriting? Likely yes for cards that change semantically; not worth it for cosmetic edits. - Sibling-card cross-references as machine-readable links. Today the "see also" pointers live in prose inside Tuning Notes. A structured
related_cardsfrontmatter field would let tooling surface cluster diagrams, but adds maintenance cost. - Per-card eval harness. Some cards have a known "if calibrated, agreement with gold should be >X%". Stamping cards with a reproducible eval would make quality auditable, but it's a real engineering project.
- Localization beyond bilingual README. Card prompt bodies are English-first by policy (most production prompts use English to maximize model performance). If demand emerges for native-language prompt variants, that would need a per-card
language: zhvariant alongside the English original — schema-supported but currently unused. - Plugin / package distribution. Today, installation is
git clone. Apip install prompt-atlasor similar is doable but only worth it if the cards are consumed programmatically, not just read.
Non-goals
Intentionally out of scope for the foreseeable future:
- A SaaS layer or hosted UI. The repo + skill model is the product.
- Generation prompts whose primary purpose is harm enabling, jailbreak research, or proprietary-prompt redistribution. See
docs/SAFETY.md. - Becoming a generic "prompt store" by including every prompt anyone contributes. The PromptOps quality bar (Failure Modes, Tuning Notes, sibling-card relationships) is the entry criterion.
How to influence the roadmap
- Open an issue with the
new-prompt-cardtemplate proposing a card you'd use. - Open an issue describing an integration / discovery / quality gap with concrete examples.
- A PR with the card or fix is the strongest form of influence.