Skills

What Veil can actually do today.

Every capability this workspace has, sourced from this project's own build spec — labeled by what ships now versus what's still a plan. No invented count standing in for a real one.

5 available · 7 roadmap · 12 total

Literature

Search, citation, and verification

Literature search — OpenAlex + Tavily

app/api/papers and app/api/search call these today.

available

Literature search — Semantic Scholar, Crossref, arXiv, Unpaywall, Europe PMC

Named in CLAUDE.md's target literature-API stack; not wired up yet.

roadmap

Inline citation linting — undefined keys, retracted works, uncited claims

Ships today, but as a separate editor tool, not inside Veil Research itself. — Aurelius-IDE ↗

available

Server-enforced citation verification gate

Invariant #1 in CLAUDE.md: compile/export must refuse on any unresolved citation. The retrieval layer this depends on isn't built.

roadmap

Originality check — MinHash/LSH + paraphrase detection

Dedup core already exists in training/dedup.py; the originality service wrapping it is Phase 2.

roadmap

Writing

Drafting and LaTeX compilation

LaTeX compilation (TexLive, docker-compose)

Runs today, but CLAUDE.md flags it non-compliant with invariant #2 — networked at boot, no shell-escape lockdown, no sandbox isolation. Treat as throwaway.

available *

LaTeX compilation (Tectonic, sandboxed)

Phase 1: network-less, shell-escape-disabled, resource-limited, gVisor-hardened.

roadmap

Write mode — notes to structured LaTeX draft

app/components/write/WriteModeView.tsx.

available

Training

Model training and fine-tuning

nanoGPT training pipeline

training/ — kept and repurposed per CLAUDE.md invariant #6, not rebuilt.

available

Fine-tuning — PEFT + TRL (Unsloth/Axolotl)

Phase 3: wrapped behind the veil CLI.

roadmap

Compute

Model routing and GPU orchestration

Unified model gateway (LiteLLM) with encrypted BYOK

docs/phase-0d-plan.md — proposed, not yet approved or built. See /models for the catalog this will route to.

roadmap

Cloud GPU orchestration — Modal / RunPod

Named in CLAUDE.md's stack; no orchestration code exists yet.

roadmap

“Available *” means it’s real but flagged with a known limitation in its note — check before relying on it. See /databases for the literature APIs behind the literature row, and /models for the model catalog the compute row will route to.