v0.5.3 — Design memory shipped

Design with AI,
without losing
the design.

AFlow is a node-based platform where architects create, reason about, and govern design decisions — with full authorship tracking and intelligent context that remembers your intent across every iteration.

42Node types
12Topology ops
6Design rivers
100%Provenance
DESIGN PROBLEM
Hospital · Wuhan
v3
TEXT INPUT
Two crossing bases…
$0.000
TEXT TO IMAGE
Nano Banana · 1:1
$0.011
LLM REASON
Claude Sonnet
$0.013
IMAGE TO 3D
Tripo v3 · 21k
$0.20
A-FLOW · CANVAS · LIVE
● 5 NODES · 6 EDGES
01 / THE PROBLEM
Three gaps in AI-assisted design

Architects use AI tools every day. The tools forget. They don't track who made what. They can't preserve what matters.

01 / MEMORY
Every AI call starts from scratch.
You generate a concept, then re-describe everything — the massing, the site, the materials — because the next tool has no idea what came before.
forget forget
02 / AUTHORSHIP
When AI generates, who made it?
What was the input? What was the reasoning? In education and practice, design provenance matters — for assessment, for IP, for understanding the design process.
? OUTPUT
03 / GOVERNANCE
Everything is fungible by default.
You can't say "keep the massing but change the facade." There is no way to lock identity-defining features while exploring others.
LOCK?
02 / HOW IT WORKS
Create · Govern · Trace

A visual node graph where every operation is a design decision — and every decision is preserved.

STEP 01
Create
Connect nodes: text prompts, image generators, 3D models, LLM reasoning. Each connection is a typed data flow. Each node is a recorded operation.
TEXT IN T → IMAGE REASON
STEP 02
Govern
Mark identity-defining features as non-fungible. AFlow preserves them across every downstream iteration — automatically.
⬢ NF · IMMUTABLE massing F · MUTABLE facade · materials
STEP 03
Trace
Every action is recorded — who, what, when, why, how much it cost. Browse versions, replay any state, export the full provenance.
YOU AI YOU AI $0.00 $0.013 $0.00 $0.20
03 / FEATURES
Shipped · v0.5.3

Six systems that work together. Generation, governance, provenance, memory, topology, and a credit-managed environment for cohorts.

⬡ 01 / AI GENERATION
Multi-modal generation
Text-to-image, image-to-image, sketch-to-image, image-to-3D, text-to-3D, LLM reasoning and critique — all in one graph.
FLUX Gemini Claude Tripo
⬡ 02 / DESIGN MEMORY
Context flows automatically
Knowledge graph + CLIP/text embeddings auto-retrieve relevant history, locks, and constraints. No re-prompting.
LadybugDB CLIP 768d text 384d
⬡ 03 / FnF GOVERNANCE
Lock what matters
Toggle any node output Fungible or Non-Fungible. Combine with Mutable / Immutable for absolute or AI-proposed-human-approved anchors.
NF · I NF · M F · M
⬡ 04 / PROVENANCE
Every decision recorded
Append-only JSONL ledger. Author, input, output, cost, duration, affected features. Visual 5-layer provenance map.
JSONL 5-layer map
⬡ 05 / TOPOLOGY
From mesh to room layout
TopologicPy integration: 12 operations from booleans to graph centrality. Progressive mesh extraction. IFC import. Generative subdivision.
PTE IFC GLB 12 ops
⬡ 06 / FOR COHORTS
Built for studio teaching
Roles, credit ledger with margins, group caps, whitelist, invite codes, collaborative sessions, SMTP, admin metrics.
User / Tutor / Admin Groups
04 / DESIGN RIVERS
OntoCAAD concern strands

Six colour-coded concerns flow through your graph. Where they merge, you can see exactly which design questions a node is addressing.

INPUT DECISION MERGE OUTPUT
Structure
Load paths, grid, frame
Form
Geometry, massing
Environment
Climate, daylight, plant
Programme
Use, flow, adjacency
Materiality
Surface, texture, finish
Context
Site, streetscape, neighbour
05 / LIVE CANVAS
A node graph you can drive

Toggle the FnF lock and watch downstream nodes update their behaviour. The contract is enforced at the executor.

● 5 nodes $0.247 spent v0.5.3
TEXT INPUT
Hospital · stacked podium
TEXT TO IMAGE
Nano Banana
$0.013
IMAGE TO IMAGE
Watercolor style
$0.025
NF · LOCKED
LLM REASON
Claude Sonnet · critique
$0.013
IMAGE TO 3D
Tripo v3 · 21k faces
$0.20
CLICK NF · LOCKED TO TOGGLE
06 / PROVENANCE
Lineage · authorship · cost

Every action is signed. Human or AI agent, what changed, which features were affected, how much it cost.

Artefact

hospital_section_v2.png
sha-256 · 4a7e…b921
14
Operations
$0.31
Cost
11
AI calls
3
Author decisions

Features affected

Structure Programme Materiality

Locks

⬢ Massing · NF · Immutable
⬢ Skylight · NF · Mutable

Lineage · 14:31 → 16:47

14:31:02
DA
Defined design problem — Hospital of the Future · Wuhan
14:34:21
DA
Marked massing NF · Immutable
14:35:08
AI
Text→Image · Nano Banana · "stacked podium hospital"
FormProgramme
$0.013
14:38:44
AI
LLM Critique · Claude Sonnet · evidence for stacked podium
$0.013
14:42:11
DA
Design Decision · proceed with vertical village
14:55:30
AI
Image→Image · FLUX Kontext Pro · "cantilever blocks"
FormStructure
$0.050
15:12:08
AI
Annotate · skylight from top · NF noted by author
16:47:01
AI
Image→3D · Tripo v3 · 21,000 faces · clay shaded
FormMateriality
$0.200
07 / WHO IT'S FOR
Studio · practice · lab

Built first for architecture education. Extended for practice and research.

★ STUDENTS
Explore freely. Hand in a process.
Iterate with AI generators while AFlow keeps a traceable, assessable record of every move you make.
  • Generate images, 3D, critiques
  • Mark moves as decisions
  • Export full provenance
  • Submit a graph, not a deck
★ EDUCATORS
Run cohorts. See process.
Manage credits per group. Review every student's design provenance. Use FnF to teach decision-making explicitly.
  • Cohort + credit management
  • Per-model margins
  • Provenance as assessment
  • FnF as a teaching tool
★ RESEARCHERS
Instrument the design process.
OntoCAAD-typed feature graph. TopologicPy spatial analysis. Design memory you can query and export.
  • OntoCAAD ontology
  • TopologicPy · 12 ops
  • Append-only JSONL ledger
  • Manifold theory (in progress)
08 / ROADMAP
Honest about what ships when

Shipped this quarter. Next quarter. Twelve months out. We say which.

Shipped · v0.5.3
LIVE
  • Design memory · knowledge graph + embeddings
  • Smart prompting (Tier 1)
  • Adaptive img-to-img strength (Tier 2)
  • 5-layer Design Provenance Map
  • TopologicPy · 12 operations
  • Generative subdivision
  • Credit ledger · groups · whitelist
Vision · 2026 – 2027
RESEARCH
  • Design Manifold · fibre bundle theory
  • Distance metrics in mixed spaces
  • BIM round-trip · IFC ↔ AI ↔ IFC
  • Structural analysis integration
  • Agent marketplace
  • Multi-agent collaboration
  • Manifold navigation UI
09 / ACCESS
Credit-based · transparent

Pay only for what you generate. Educators set cohort budgets. We never up-charge silently.

★ STUDIO
Solo
$12 / month
For independent students and practitioners.
  • $10 of generation credit included
  • All shipped features
  • Unlimited graphs
  • Full provenance export
  • Personal projects only
Start free trial
★ LAB
Research
Custom
Hosted or self-hosted. Research collaboration.
  • Self-hosted option
  • Custom OntoCAAD extensions
  • Topology op contributions
  • Co-authored publications
  • Manifold research access
Contact research →
↳ FLUX Schnell · $0.003 / image ↳ Nano Banana · $0.01 / image ↳ Claude Sonnet · $0.013 / call ↳ Tripo v3 · $0.20 / 3D ↳ All margins disclosed
10 / FAQ
Honest answers

Common questions.

Is AFlow another image generator?+
No. AFlow is a design reasoning environment that uses image generators (and 3D generators, and LLMs) as components in a larger process. Every generation is situated in a brief, a set of features that matter, what came before, and a recorded decision to proceed.
How is this different from ComfyUI?+
ComfyUI is a diffusion pipeline builder. AFlow is a design process platform. The graph represents a design process — not an image processing pipeline. We add formal reasoning (OntoCAAD), governance (FnF), authorship tracking (provenance), topology analysis (TopologicPy), and persistent design memory.
Will AFlow replace architects?+
No. AFlow augments the design process. Authorship is preserved — every AI action is signed and reviewable. The non-fungibility system makes human design judgement explicit and enforceable.
What does "non-fungible" actually do?+
Today, Tier 1 enhances downstream prompts with preservation directives. Tier 2 adapts image-to-image strength based on how many features are locked. Tier 3 (in build) uses IP-Adapter + ControlNet for pixel-level identity preservation. We label which tier is active so you know what's happening.
Can I import my BIM model?+
Yes. We accept OBJ, GLB, STL, PLY, FBX, 3DM, IFC and STEP. IFC is loaded as topology or spatial graph with metadata, so you can mark spatial layout non-fungible and explore materials, atmosphere and façade.
Where is the data stored?+
Self-hosted for labs, hosted by us for studios and cohorts. Designs export as a `.aflow` zip with all artefacts, provenance and design memory included.

A graph, not a black box.

Request access. Pick a model. Run a node.

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