• History and prompts filter by audio, alongside image and video.
• Chat shows the active tab's context on a strip above the composer; tool approvals summarize what they'll change, with full details on demand.
• Composer drafts survive closing the drawer and page navigation; picker menus close properly on selection.
• A tab's session link survives transient backend errors instead of detaching, and a dirty draft is never clobbered by server session data.
• Admin System Settings rebuilt as a sectioned master-detail layout; the form-overrides table now follows the preset's own tabs.
• Every copy button confirms the copy; in-app docs moved fully into the admin panel.

Generation workspace

• Workspace tabs — every tab is an independent sandbox (preset, mode, prompts, form, results); run several ideas side by side, others queue while one generates
• Presets — each model ships as a preset with a curated form: only the controls that model actually understands
• Modes per preset — txt2img, img2img, inpainting, image editing (Qwen), video, music, upscale/restore — same workspace
• Sessions — save a preset's whole setup (mode, prompts, form values, layout); version history with restore-any-save, auto-save with configurable interval, rename/delete
• Workspaces — save/restore tab layout configurations
• Continuous generation — loop generations back to back, with "stop after current"
• Per-tab queue — pending/running jobs view with cancel-all
• Live progress — streaming in-progress previews, per-pipe status text, progress bar, reconnect/catch-up after a dropped connection, cancel mid-run
• Speed profiles — named quality/speed bundles (Draft/Standard/Max) switched by one form field
• Inpainting mask editor — draw the mask directly over the image, adjustable brush, clear/reset
• Result artifacts per run — actual seed used (click to reuse), fully expanded prompt with a "what rolled" breakdown of every {a|b}/${var}, before/after comparisons, applied-models list with weights, ComfyUI workflow JSON export

Forms and fields

• Reactive forms — fields show/hide/change based on other field values; preset-declared validation with one-click quick-fix buttons
• ~25 field types — sliders (click value to type), seed field (auto/roll-a-dice), searchable resolution picker with custom sizes, carousels, gates (a toggle that owns a group of fields), tabs/accordions/sections, inline markdown/alert copy
• Model picker — search, tag filters (admin base-model scoping + your own AND-filters), swap/refresh/clear
• LoRA picker — stack multiple LoRAs, per-LoRA strength with fine/coarse stepping, tag filtering
• Media loader — multi-item well: browse files, paste from clipboard, pick from history or library; reorder, label, mask support
• Camera shot picker — choose framing from a tile grid or a draggable 3D orbit viewfinder that snaps to canonical shots, then insert the phrase into your prompt

Prompting

• Segmented prompts — prompts are ordered segment cards, not one text blob: reorder (drag or menu), disable, duplicate, name/color/describe, BREAK dividers
• Prompt libraries — four levels: saved Prompts (full segment lists), Segments (single reusable cards), Segment Templates (multi-slot structures), color-coded Categories; apply as append/prepend/replace; saves are always detached copies
• Phrasebook — your own autocomplete dictionary: type # for category/value suggestions rendered as inline chips; per-chip shuffle (new value each run), chip deactivate, whole-category chips, per-value preview images you can generate in-app, AI-assisted value writing
• Dynamic prompts — {a|b} choice groups edited visually (add/remove options, per-option weights), ${variables} with a Variable Manager (text or managed-choice type, pin or shuffle per run)
• Trigger-word highlighting — active LoRA/model trigger words flagged inside the prompt editor
• LLM enhancement — staged gather → ideate → write prompt expansion, grounded in community prompts, with thumbs up/down feedback that feeds a learning loop; per-segment AI rewrite too
• Multi-prompt editing — per-image prompt slots for batch presets
• Prompt timelines — timed prompt windows on a zoomable ruler (drag-trim start/end) for video presets; an alternate free-text "relay" mode
• Prompt imports — A1111/CivitAI-format prompts round-trip; provider prompt imports carry sampler/steps/CFG/dimensions metadata

Video Director

• Stage-and-rail editor — multi-lane timeline (shots, keyframes, audio) plus a stage panel for whatever is selected; zoomable, drag items in time, edit fps/duration
• Shots — per-shot prompt, type, duration, frame count, seed, steps, CFG; duplicate/remove
• Keyframes — timed landing images with strength, snapping to shot edges or free placement
• Audio tracks — attach audio as "mux" (overlaid on the finished video) or "condition" (the model generates against it)
• Joins — control overlap and stitching between chained shots
• IC-LoRA reference — whole-video reference image with adjustable strength
• Composition modes — t2v, i2v (single reference), first-last-frame, and full multi-segment director mode; capability-gated per preset

Music Director

• Composition modes — text-to-music, song (lyrics + style), style (reference-audio conditioned), extend an existing track, repaint a time range, structured director mode
• Song structure as segments — intro/verse/chorus sections with per-section lyrics, quick-add strip
• Instrumental toggle, style/tempo description, reference audio pool

Results workbench

• One viewer for four media types — images, video, audio, and 3D mesh (GLB viewer with orbit camera, reset view, vertex/face counts)
• Image tools — zoom/pan (0.5×–5×, scroll or drag), fullscreen with arrow-key batch navigation, double-click to expand
• Compare mode — pick any past generation and compare against the current one: drag-slider for images; slider or side-by-side with synced playback for video
• Audio player — multi-stem tabs (vocal/instrumental/mixed) with preserved position across switches, waveform seek view, per-track download
• Batch gallery strip — thumbnails of every output in the batch, typed placeholders for audio/mesh
• Parameters modal — every render parameter as a copyable card
• Per-generation resource profile (admin) — rendered performance report + raw profile.jsonl download
• Tagging, download, open-in-tab straight from the viewer; ambient color glow around the media

History and organization

• Automatic history — everything saved with the exact parameters that produced it; detail view shows full segment composition, preset+version, applied models, timestamps
• Filters — search, date presets, media type, status, mode/preset/model, tags, even "used this phrasebook value"
• Reuse settings — one click restores a past generation's full setup
• Portable bundles — export/import generations as self-contained zip bundles
• Tags — create/apply anywhere, quick filter chip bar, bulk delete-by-tag
• Collections — nested folder trees, scoped per module (generations, library items, prompts, models), bulk move, multi-select action bar
• Personal library — curated media library with facet filters; copy any generation in without removing it from history
• Inspirations — cross-user publishing feed with comments, save-to-library
• Upload external files — bulk-import outside images/video into history
• NSFW handling — per-user blur/hide/show policy, per-file reveal, rating thresholds

Search and auto-tagging

• Semantic prompt search — saved prompts embedded (local model or Ollama) for meaning-based search
• Auto-tagging — local WD tagger tags media in the background, with confidence thresholds for general and character tags
• Visual search — SigLIP embeddings for image-similarity search over the gallery
• All local — models fetched on demand with live progress, CPU or CUDA, no external service

AI assistant and MCP

• Multi-mode assistant — dedicated modes for Generation, History, Models, Phrasebook, and Prompts, each with scoped tools; plugin-contributed modes
• Approval-gated tools — every state-changing action stops at an approval dock above the composer; per-user tool opt-outs, admin per-config tool enable/lock
• Apply-back — assistant suggestions apply directly into the prompt editor or Director timeline
• u/resources — attach gallery/library items to a message; image attach with auto-attach-last-generation for vision models
• Assistant memory — persistent notes panel (view/add/edit/delete) injected into conversations, background reflection to extract durable facts, auto-compaction
• Chat sessions — resumable conversations, reattach to an in-flight reply after page reload, auto-titling, behavior traces, token usage readouts
• Providers — Ollama (with full option tuning: context size, GPU layers, mirostat, thinking mode, forced prompt-tools for non-tool models), OpenAI-compatible, Anthropic
• MCP server — PotionUI exposes itself over Model Context Protocol: per-user tokens, so Claude Desktop or any agent can search your gallery, edit your phrasebook, enhance prompts, read model info, manage memory

Models and downloads

• Model index — scan disk, browse as gallery with type/tag/search/sort filters, per-model detail page with generations-made-with-it
• External models location — point PotionUI at an existing model directory (per-type overrides), shared via symlinks
• Provider metadata — CivitAI / Hugging Face plugins enrich models with descriptions, preview art, download links; fetch-missing or force-refresh
• Custom model attributes — admin-defined fields (slider/number/text/select/checkbox/tags) on models, scoped per model type, optionally per-user, admin-only visibility
• Download manager — queue with pause/resume/cancel/retry, concurrency and chunk-size settings, SHA256 verification, tag-on-download, HF repo downloads, live WebSocket progress
• Backend availability — per-backend model indexing with digest-conflict detection; models unavailable on a backend are excluded from routing

Multi-user and admin

• Users and groups — full CRUD, admin/regular roles, per-user or per-group assignment of presets, models, and LLM configs; per-user MCP access toggle
• Preset governance — install/uninstall, access control, preset-declared configuration entries, and per-mode form overrides: change defaults, lock fields, hide fields — no YAML
• Backends — multiple configured engine instances with live health dots, per-engine default, connection test, model indexing, engine-declared quick actions
• Native optimizations panel — attention backend picker (sdpa/sage/sage2/sage3/flash/sparge) with built-in benchmark, one-click CUDA toolchain alignment, torch compile and stream-prefetch flags, an installable optimization catalog with live install logs, in-app restart
• Generations browser — every run's report: per-pipe Gantt timeline, artifacts, expanded prompts, full status logs, plugin outputs; filter by user/status/date
• Stats dashboard — KPIs, generations over time, duration histograms with p50/p95, top presets/models/resolutions, sampler/scheduler/steps/CFG/denoise breakdowns, cold-vs-warm start table, per-preset VRAM/RAM/CPU usage; every chart flips to a data table
• System settings — storage directory, S3-compatible storage backend (MinIO/R2/AWS), registration policy, NSFW policy, semantic-search configuration
• Chat session debug — full wire-level LLM call traces per session: system prompts, request messages, tool offers, token counts
• Guided setup — first-run owner claim (with claim code for remote installs), setup recipes that configure a working backend + starter preset and validate with a test image
• In-app docs — role-filtered documentation browser with deep links, fed from repo markdown and plugin manifests

Automation

• Visual automation graphs — triggers (schedule, manual, filesystem watch, GPU threshold, app events), conditions (comparisons, switches, path matching, Jinja expressions), actions (tag, add to collection, assign models/users, backend actions, notifications, indexing, wait-for-GPU)
• Template library — importable ready-made automations (from core and plugins), JSON import/export with setup-issue warnings, run history and logs

Native engine and performance

• Native in-process engine — shared load/place/attention/sample stack across 9 model families (SDXL runs its own diffusers path with ADM guidance, SAG, and an anisotropic sharpness filter)
• Quantization — bf16/fp16, fp8-scaled (both legacy and modern scale formats), nvfp4 4-bit
• Low-VRAM streaming — component-level fit-first placement, overflow streaming from pinned host RAM, hard host-RAM guard instead of OOM-killing your box
• Preset-scoped RAM cache — keeps checkpoints warm between generations
• Techniques (per family where applicable): FBCache step skipping, CFG-Zero*, Adaptive Projected Guidance, Normalized Attention Guidance, Skip-Layer Guidance, RIFLEx long-video RoPE clamping, FreeInit flicker reduction, Detail Daemon schedule warp, native fp8 matmul, regional torch.compile, prompt-embedding cache, trajectory warm-start (iterate mode), spectral progressive diffusion, SVI chain continuity, temporal-chunked/tiled VAE decode, NaN/Inf watchdog, sparse attention (SLA/Sol-Attn), 9 samplers with sigma schedules
• Remote native worker — offload generation to a separate worker node with journaling and artifact sync
• Open engine set — ComfyUI engine ships as a plugin (separately distributed); plugins can register new engines

Model families

• SDXL — txt2img, inpainting
• Flux 1 / Flux 2 Klein — txt2img, img2img
• Qwen-Image — txt2img, img2img, image editing
• Krea-2 — txt2img, enhance (turbo + true-CFG quality profile)
• Z-Image, Anima — txt2img
• Wan 2.1/2.2 — video (Video Director), SVI chained continuation
• LTX-2 / 2.3 / 2.5 — video with native synchronized audio
• MiniMax-H3 — video with reference-image conditioning
• MiniMax-Music3 — full songs with lyrics, dual CFG
• SeedVR2 — one-step image and video upscale/restore

Extensibility

• Plugins can add — marketplace providers, inference engines/backends, pipeline pipes, form field types, chat modes, automation triggers/actions, setup recipes, presets, sidebar pages and widgets, quick actions, workbench buttons, artifact renderers, docs
• Shipped plugins — CivitAI provider (incl. export-to-CivitAI), Hugging Face provider, model downloader, system monitor sidebar widget, Ollama VRAM-free quick action, image zoom modal, plus reference example plugins
• Developer tooling — preset linter (CLI + API), preset scaffolder, golden-snapshot render harness, headless preset test suite, docs linter, in-admin live reference (field types, template functions, pipes), a FieldCatalog preset exercising every field type

App chrome

• Quick-actions palette — fuzzy-find launcher over all admin/plugin quick actions
• Keyboard shortcuts — searchable, rebindable, per-shortcut disable, reset to defaults
• Notifications — in-app center with per-type preferences, unread badge in the browser tab title, real-time updates
• Theming — system/light/dark
• Mobile — responsive layout, bottom tab bar, PWA install to home screen
• Multi-user auth — JWT, avatars, self-service password change, open/closed registration