Morphogen — Implementation Status & v1.0 Roadmap

Last Updated: 2026-03-16 Current Version: v0.12.0 (December 2025) → v1.0 (2026-Q2) Status: 39 Production Domains | 606 Operators | 1,912 Tests | Migration Complete ✅ Detailed Analysis: DOMAIN_STATUS_ANALYSIS.md | Migration History: docs/guides/DOMAIN_MIGRATION_GUIDE.md

Recent Updates

🎉 v0.12.0 - Domain Migration Complete (2025-12-12)

Achievement: All 39 domains now production-ready with full @operator decorator integration

Impact:

✅ 39 production domains (up from 25 in v0.11.0)
✅ 606 operators total (up from 386)
✅ 1,912 comprehensive tests (up from 1,705 at v0.12.0)
✅ Migration complete: All legacy domains integrated

New Domains Available (Phase 3-5):

Chemistry Suite (9 domains): molecular, qchem, thermo, kinetics, electrochem, catalysis, transport, multiphase, combustion
Specialized Physics (4 domains): thermal_ode, fluid_network, fluid_jet
Audio Extensions (2 domains): audio_analysis, instrument_model

Documentation:

Updated README, ROADMAP, CHANGELOG to reflect v0.12.0
Created first Phase 3 integration example (fluid_jet domain)
Test coverage: 25 new tests for Phase 3 domains

Next Steps: Integration examples for audio_analysis and instrument_model; v1.0 preparation — see ROADMAP.md P0

See: CHANGELOG.md for detailed migration summary

✅ Audio Domain - Filter State Management Fix (2025-11-23)

Commit: 8ab2496 - fix: Export constant operator for registry discovery

Problem: Constant operator was implemented but missing module-level export, causing registry discovery to fail. OperatorExecutor returned zeros for the operator, breaking filter state tests.

Solution: Added single line constant = AudioOperations.constant to enable operator discovery.

Impact:

✅ Operator count: 59 → 60
✅ Filter state test: PASSING (< 1e-6 error)
✅ All 8 tests passing (4 GraphIR state + 4 constant)
✅ SimplifiedScheduler filter_state support confirmed working

Files Modified:

morphogen/stdlib/audio.py (+1 line)
docs/specifications/audio-synthesis.md (documentation update)
tests/test_audio_basic.py (from prior session)
tests/test_graphir_state_management.py (from prior session)

Quick Summary

✅ Production Domains (All Integrated) - 39 Domains

All accessible via use statement - 606 operators total

Core Infrastructure:

Language Frontend: Complete lexer, parser, AST, type system
Python Runtime: Full interpreter with NumPy backend
Visualization: PNG/JPEG export, interactive display, video export (MP4/GIF)

All Production Domains (39 fully integrated):

Physics & Simulation:

field (19 ops): PDE operations (diffuse, advect, project, Laplacian) ✅
agent (13 ops): Sparse particle systems, forces, field coupling ✅
rigidbody (12 ops): 2D rigid body dynamics, collision detection ✅
integrators (9 ops): Euler, RK2, RK4, Verlet, adaptive methods ✅
acoustics (9 ops): 1D waveguides, impedance, radiation ✅

Audio & Signal Processing: 6. audio (60 ops): Synthesis, filters, envelopes, effects, physical modeling ✅ 7. signal (20 ops): FFT, STFT, filtering, windowing, spectral analysis ✅ 8. temporal (24 ops): Delays, timers, clocks, event sequences ✅

Visual & Graphics: 9. visual (11 ops): Colorization, agent rendering, layer composition ✅ 10. vision (13 ops): Edge detection, feature extraction, morphology ✅ 11. terrain (11 ops): Perlin noise, erosion, biome classification ✅ 12. color (20 ops): RGB/HSV/HSL conversions, blend modes ✅ 13. image (18 ops): Convolution, transforms, filtering, compositing ✅ 14. noise (11 ops): Perlin, simplex, Worley, fBm, ridged multifractal ✅ 15. palette (21 ops): Scientific colormaps, gradients, cosine palettes ✅

AI & Optimization: 16. optimization (5 ops): Genetic algorithms, CMA-ES, particle swarm ✅ 17. genetic (17 ops): Selection, crossover, mutation operators ✅ 18. neural (16 ops): Layers, activations, backprop ✅ 19. cellular (18 ops): Conway's Life, custom rules, analysis ✅ 20. statemachine (15 ops): FSM, behavior trees, event-driven transitions ✅

Data & Infrastructure: 21. graph (19 ops): Dijkstra, centrality, community detection, max flow ✅ 22. sparse_linalg (13 ops): Sparse matrices, iterative solvers ✅ 23. io_storage (10 ops): Image/audio/HDF5 I/O, checkpointing ✅ 24. geometry (49 ops): 2D/3D spatial operations, transformations ✅ 25. circuit (15 ops): DC/AC/transient analysis, MNA solver (Phase 1) ✅

Chemistry Suite (9 domains): 26. molecular (33 ops): Molecular dynamics, force fields, simulations ✅ 27. qchem (13 ops): Quantum chemistry, electronic structure calculations ✅ 28. thermo (12 ops): Thermodynamics, equations of state, phase equilibria ✅ 29. kinetics (11 ops): Chemical kinetics, reaction rates, mechanisms ✅ 30. electrochem (13 ops): Electrochemistry, Nernst equation, batteries ✅ 31. catalysis (11 ops): Catalytic cycles, mechanisms, turnover ✅ 32. transport (17 ops): Transport properties (diffusion, viscosity, conductivity) ✅ 33. multiphase (8 ops): Multiphase flow, mass transfer, separation ✅ 34. combustion (8 ops): Combustion kinetics, flame dynamics, ignition ✅

Specialized Physics (4 domains): 35. thermal_ode (4 ops): 1D thermal modeling, heat transfer ✅ 36. fluid_network (4 ops): 1D network flow, pipes, hydraulics ✅ 37. fluid_jet (8 ops): Jet dynamics, turbulence, entrainment ✅

Audio Extensions (2 domains): 38. audio_analysis (9 ops): Spectral analysis, onset detection, pitch tracking ✅ 39. instrument_model (10 ops): Physical modeling synthesis, instruments ✅

Testing: 1,705 tests total (1,454 passing, 251 MLIR skipped)

✅ Migration Complete (v0.12.0)

All 39 domains now production-ready with full @operator decorator integration.

Migration History (v0.11.0 → v0.12.0):

Phase 1-2: 25 domains integrated (completed v0.11.0)
Phase 3: Chemistry suite (9 domains) migrated
Phase 4: Specialized physics (4 domains) migrated
Phase 5: Audio extensions (2 domains) migrated

Result: All legacy function-based domains converted to modern @operator system, accessible via use statement.

See: docs/guides/DOMAIN_MIGRATION_GUIDE.md for migration history and patterns

✅ COMPLETE (v0.7.0 - Real MLIR Integration)

Phase 1 (Foundation): ✅ COMPLETE - MLIR context, compiler V2, proof-of-concept
Phase 2 (Field Operations Dialect): ✅ COMPLETE - Custom field dialect with 4 operations, field-to-SCF lowering pass, full test suite, examples, and benchmarks
Phase 3 (Temporal Execution): ✅ COMPLETE - Temporal dialect with 6 operations, temporal-to-SCF lowering pass, state management, flow execution
Phase 4 (Agent Operations): ✅ COMPLETE - Agent dialect with 4 operations, agent-to-SCF lowering pass, behavior system, 36 tests, 8 examples (~2,700 lines)
Phase 5 (Audio Operations): ✅ COMPLETE - Audio dialect with 4 operations, audio-to-SCF lowering pass, oscillator/filter/envelope/mix operations
Phase 6 (JIT/AOT Compilation): ✅ COMPLETE - LLVM lowering, JIT engine with caching, AOT compiler (7 output formats), ExecutionEngine API (~4,400 lines)
Timeline: 12-month effort launched 2025-11-14, ALL 6 PHASES COMPLETE Nov 15, 2025 🎉

🚧 Deprecated (Legacy, Maintained for Compatibility)

MLIR Text-Based IR: Legacy ir_builder.py and optimizer.py (marked deprecated)
Will be maintained during v0.7.0 transition, removed in v0.8.0+

🎉 NEW: v0.11.0 Release - Advanced Visualizations & Domain Transformations (November 20, 2025)

Major Milestone: Chemistry suite (9 domains), Procedural graphics (4 domains), and specialized physics domains added. All 40 domains now accessible from .morph source files with full type safety and cross-domain validation.

🎉 v0.10.0 Release - Level 2 & 3 Integration Complete (November 17, 2025)

Major Milestone: USE statement + Geometry domain + Level 3 type system complete. All domains accessible from .morph source files with full type safety and cross-domain validation.

Key Achievements:

USE Statement Implementation ✅ (PR #99)
- Complete lexer, parser, AST, runtime support
- Import syntax: use field, audio, rigidbody
- 16 comprehensive tests (all passing)
- Runtime validation against DomainRegistry
- Unlocks all 423+ operators for .morph programs
- Example: examples/use_statement_demo.morph
Geometry Domain ✅ (PR #100, #101, #102)
- 50+ operators for 2D/3D spatial operations
- 5 layers: primitives, transformations, queries, coordinate conversion, properties
- 90 comprehensive tests covering all operators
- 6 cross-domain examples (bouncing spheres, Voronoi, Delaunay, mesh morphing)
- NumPy-based implementation with deterministic operations
Level 3 Type System ✅ (PR #98)
- Physical unit checking: [m], [kg], [s], [K], [N], etc.
- Rate compatibility validation for cross-domain operations
- Cross-domain type safety validators
- 595 tests for validators and rate compatibility
- See LEVEL_3_TYPE_SYSTEM.md for complete specification
Level 2 Integration Complete ✅ (PR #96, expanded in v0.11.0)
- All 40 domains registered and working
- 500+ operators accessible via USE statement
- Complete domain catalog across physics, chemistry, graphics, AI, and data analysis
- Operator catalog complete across all domains
Cross-Domain Examples ✅ (PR #97)
- Audio visualizer (real-time field + audio + visual)
- Generative art installation (geometry + field + agents)
- Interactive physics sandbox (rigidbody + visual + agents)
- Demonstrates USE statement + multi-domain composition

Technical Impact:

64 files changed, 16,608 lines added
900+ total tests across all domains
Complete operator registry with DomainRegistry
Full type safety across domain boundaries
Production-ready cross-domain composition

What This Enables:

Write .morph programs using any of 500+ operators
Type-safe cross-domain connections (field → agent, geometry → audio, molecular → field, etc.)
Physical unit validation at runtime
Rate-aware composition for audio/visual/physics sync
Chemistry simulations (molecular dynamics, quantum chemistry, kinetics)
Procedural graphics (noise → palette → image pipeline)

Complete Domain Catalog (40 domains implemented):

Production-Ready (v0.11.0):

Physics: Field, Agent, RigidBody, Integrators, Acoustics, Thermal, Fluid Network/Jet
Audio: Audio/DSP, Signal, Audio Analysis, Instrument Modeling
Visual: Visual, Vision, Terrain, Color, Image, Noise, Palette
Chemistry: Molecular, QChem, Thermo, Kinetics, Electrochem, Transport, Catalysis, Multiphase, Combustion
AI/Data: Optimization, Genetic, Neural, Graph, Sparse LA, StateMachine, IO/Storage
Specialized: Cellular, Geometry, Temporal, Circuit, Flappy

Architecture Documented (Future expansion):

Symbolic/Algebraic, Control & Robotics, Advanced Fluids (CFD), Advanced Circuit (SPICE-complete)

See docs/DOMAIN_ARCHITECTURE.md for complete vision.

📋 Planned (Future Enhancements)

Domain Implementation (v0.11+): Implement specification-ready domains (Circuit, FluidDynamics, InstrumentModeling)
Physical Units: ✅ Type system complete, dimensional analysis working in Level 3
Hot-reload: Architecture designed, not implemented yet
GPU Acceleration: Via MLIR GPU dialect (planned for future phases)
Visual Rendering Dialect: Planned as potential Phase 7
Web IDE: Browser-based editor with live preview and operator gallery

Detailed Status by Component

1. Language Frontend ✅ COMPLETE

Lexer — PRODUCTION READY ✅

Status: Fully implemented and tested

Implemented:

✅ 40+ token types (numbers, strings, identifiers, keywords, operators)
✅ Physical unit annotations [m], [m/s], [Hz], etc.
✅ Decorator syntax @state, @param
✅ Comment handling (single-line)
✅ Source location tracking for error messages
✅ Complete error reporting with line/column numbers

Location: morphogen/lexer/lexer.py

Tests: Full coverage in tests/test_lexer.py

Parser — PRODUCTION READY ✅

Status: Full recursive descent parser with complete AST generation

Implemented:

✅ Expression parsing (literals, identifiers, binary/unary ops, calls, field access)
✅ Statement parsing (assignments, functions, flow blocks)
✅ Type annotations with physical units Field2D<f32 [K]>
✅ Function definitions with typed parameters
✅ Lambda expressions with closure capture
✅ If/else expressions
✅ Struct definitions and literals
✅ Flow blocks with dt, steps, substeps
✅ Operator precedence (PEMDAS)
✅ Error recovery and reporting

Location: morphogen/parser/parser.py (~700 lines)

Tests: tests/test_parser.py, tests/test_parser_v0_3_1.py

Complete v0.3.1 Syntax Features:

✅ Functions: fn add(a: f32, b: f32) -> f32 { return a + b }
✅ Lambdas: let f = |x| x * 2
✅ Structs: struct Point { x: f32, y: f32 }
✅ Struct literals: Point { x: 3.0, y: 4.0 }
✅ If/else: if condition then value else other
✅ Flow blocks: flow(dt=0.1, steps=100) { ... }
✅ State variables: @state temp = ...

Type System — COMPLETE ✅

Status: Comprehensive type definitions with physical units

Implemented:

✅ Scalar types: f32, f64, i32, u64, bool
✅ Vector types: Vec2<f32>, Vec3<f32>
✅ Field types: Field2D<T>, Field3D<T>
✅ Struct types: User-defined struct definitions
✅ Function types: First-class functions with signatures
✅ Physical unit annotations: [m], [s], [m/s], [K], etc.
✅ Type compatibility checking
✅ Type inference

Location: morphogen/ast/types.py

Limitations:

⚠️ Physical unit checking not enforced at runtime (annotations only)
⚠️ Unit dimensional analysis not implemented

2. Runtime Execution Engine ✅ PRODUCTION READY

Python Interpreter — COMPLETE ✅

Status: Full-featured interpreter with NumPy backend

Implemented:

✅ Expression evaluation (all operators, function calls, field access)
✅ Variable and state management with proper scoping
✅ Flow block execution (dt-based time stepping)
✅ Function definitions and calls
✅ Lambda expressions with closure capture
✅ Struct instantiation and field access
✅ If/else conditional evaluation
✅ Double-buffer state management
✅ Deterministic RNG with seeding
✅ Error handling with clear messages

Location: morphogen/runtime/runtime.py (855 lines)

Tests: tests/test_runtime.py, tests/test_runtime_v0_3_1.py

Performance:

Parses typical programs in ~50ms
Executes field operations at ~1s per frame for 256×256 grids
Scales to 512×512 grids without issues

3. Field Operations ✅ PRODUCTION READY

Field2D Class — COMPLETE ✅

Status: NumPy-backed field implementation

Implemented:

✅ field.alloc(shape, fill_value) - Field allocation
✅ field.random(shape, seed, low, high) - Deterministic random initialization
✅ field.advect(field, velocity, dt) - Semi-Lagrangian advection
✅ field.diffuse(field, rate, dt, iterations) - Jacobi diffusion solver
✅ field.project(velocity, iterations) - Pressure projection (incompressibility)
✅ field.combine(a, b, operation) - Element-wise ops (add, mul, sub, div, min, max)
✅ field.map(field, func) - Apply functions (abs, sin, cos, sqrt, square, exp, log)
✅ field.boundary(field, spec) - Boundary conditions (reflect, periodic)
✅ field.laplacian(field) - 5-point stencil Laplacian
✅ field.gradient(field) - Central difference gradient
✅ field.divergence(field) - Divergence operator

Location: morphogen/stdlib/field.py (369 lines)

Tests: tests/test_field_operations.py (27 comprehensive tests)

Determinism: ✅ Verified - all operations produce identical results with same seed

Use Cases:

✅ Heat diffusion
✅ Reaction-diffusion (Gray-Scott)
✅ Fluid simulation (Navier-Stokes with projection)
✅ Wave propagation
✅ Advection-diffusion

4. Agent Dialect ✅ PRODUCTION READY (NEW in v0.4.0!)

Agent Operations — COMPLETE ✅

Status: Full agent-based modeling with sparse particle systems

Implemented:

✅ agents.alloc(count, properties) - Agent collection allocation
✅ agents.map(agents, property, func) - Apply function to each agent
✅ agents.filter(agents, property, condition) - Filter agents by condition
✅ agents.reduce(agents, property, operation) - Aggregate across agents
✅ agents.compute_pairwise_forces(...) - N-body force calculations
✅ agents.sample_field(agents, field, property) - Sample fields at agent positions
✅ Spatial hashing for O(n) neighbor queries
✅ Alive/dead agent masking
✅ Property-based data structure (pos, vel, mass, etc.)

Location: morphogen/stdlib/agents.py (569 lines)

Tests: 85 comprehensive tests across 4 test files:

tests/test_agents_basic.py (25 tests) - Allocation, properties, masks
tests/test_agents_operations.py (29 tests) - Map, filter, reduce
tests/test_agents_forces.py (19 tests) - Pairwise forces, field sampling
tests/test_agents_integration.py (12 tests) - Runtime integration, simulations

Use Cases:

✅ Boids flocking simulations
✅ N-body gravitational systems
✅ Particle systems
✅ Agent-field coupling (particles in flow fields)
✅ Crowd simulation
✅ SPH (Smoothed Particle Hydrodynamics) foundations

Example:

from morphogen.stdlib.agents import agents

# Create 1000 particles
particles = agents.alloc(
    count=1000,
    properties={
        'pos': np.random.rand(1000, 2) * 100.0,
        'vel': np.zeros((1000, 2)),
        'mass': np.ones(1000)
    }
)

# Compute gravitational forces
forces = agents.compute_pairwise_forces(
    particles,
    radius=50.0,
    force_func=gravity_force,
    mass_property='mass'
)

# Update velocities and positions
new_vel = particles.get('vel') + forces * dt
particles = particles.update('vel', new_vel)
particles = particles.update('pos', particles.get('pos') + new_vel * dt)

Determinism: ✅ Verified - all operations produce identical results with same seed

Performance:

✅ 1,000 agents: Instant allocation
✅ 10,000 agents: ~0.01s allocation
✅ Spatial hashing enables O(n) neighbor queries vs O(n²) brute force
✅ NumPy vectorization for all operations

5. Visualization ✅ PRODUCTION READY

Visual Operations — COMPLETE ✅

Status: Full visualization pipeline with multiple output modes

Implemented:

✅ visual.colorize(field, palette, vmin, vmax) - Scalar field → RGB
✅ 4 palettes: grayscale, fire, viridis, coolwarm
✅ visual.output(visual, path, format) - PNG/JPEG export with Pillow
✅ visual.display(visual) - Interactive Pygame window
✅ sRGB gamma correction for proper display
✅ Custom value range mapping (vmin/vmax)
✅ Automatic normalization

Location: morphogen/stdlib/visual.py (217 lines)

Tests: tests/test_visual_operations.py (23 tests)

Example:

temp = field.random((128, 128), seed=42)
temp = field.diffuse(temp, rate=0.5, dt=0.1)
vis = visual.colorize(temp, palette="fire")
visual.output(vis, "output.png")

5. MLIR Compilation Pipeline 🚀 IN DEVELOPMENT (v0.7.0)

STATUS UPDATE (2025-11-14): Transitioning from text-based IR to real MLIR integration!

v0.7.0 Real MLIR Integration — PHASE 3 COMPLETE 🚀 ✅

Status: Temporal Execution fully implemented Timeline: 12+ month effort (Phases 1-3 complete: Months 1-9)

PHASE 1 (Foundation) - COMPLETE ✅:

✅ Design document - Comprehensive docs/v0.7.0_DESIGN.md
✅ MLIR Context Management - morphogen/mlir/context.py
✅ Module Structure - Dialects, lowering, codegen directories
✅ Compiler V2 - morphogen/mlir/compiler_v2.py using real MLIR bindings
✅ Proof-of-Concept - examples/mlir_poc.py
✅ Requirements - Installation instructions for MLIR Python bindings
✅ Graceful Degradation - Falls back to legacy when MLIR not installed

PHASE 2 (Field Operations Dialect) - COMPLETE ✅ (2025-11-14):

✅ Field Dialect - morphogen/mlir/dialects/field.py with 4 operations:
- FieldCreateOp: Allocate fields with dimensions and fill value
- FieldGradientOp: Central difference gradient computation
- FieldLaplacianOp: 5-point stencil Laplacian
- FieldDiffuseOp: Jacobi diffusion solver
✅ Lowering Pass - morphogen/mlir/lowering/field_to_scf.py
- Transforms field ops → nested scf.for loops + memref operations
- Handles boundary conditions and stencil operations
- Double-buffering for iterative solvers
✅ Compiler Integration - Extended compiler_v2.py with field support
✅ Tests - tests/test_field_dialect.py (comprehensive test suite)
✅ Examples - examples/phase2_field_operations.py (working demos)
✅ Benchmarks - benchmarks/field_operations_benchmark.py

Architecture:

Morphogen AST → Field Dialect → FieldToSCFPass → SCF Loops + Memref → (Phase 4) LLVM → Native Code

Dependencies:

mlir>=18.0.0 (install separately)
pip install mlir -f https://github.com/makslevental/mlir-wheels/releases/expanded_assets/latest

PHASE 3 (Temporal Execution) - COMPLETE ✅ (2025-11-14):

✅ Temporal Dialect - morphogen/mlir/dialects/temporal.py with 6 operations:
- FlowCreateOp: Define flow blocks with dt and timestep count
- FlowStepOp: Single timestep execution (placeholder)
- FlowRunOp: Execute complete flow for N timesteps
- StateCreateOp: Allocate persistent state containers
- StateUpdateOp: Update state values (SSA-compatible)
- StateQueryOp: Read current state values
✅ Temporal Lowering Pass - morphogen/mlir/lowering/temporal_to_scf.py
- Transforms flow.run → scf.for loops with iter_args
- State.create → memref.alloc + initialization loops
- State.update → memref.store operations
- State.query → memref.load operations
✅ Compiler Integration - Extended compiler_v2.py with temporal support
✅ Tests - tests/test_temporal_dialect.py (comprehensive test suite)
✅ Examples - examples/phase3_temporal_execution.py (working demos)

Phases:

Phase 1 (Months 1-3): Foundation + PoC ✅ COMPLETE
Phase 2 (Months 4-6): Field operations dialect ✅ COMPLETE
Phase 3 (Months 7-9): Temporal execution ✅ COMPLETE
Phase 4 (Months 10-12): Agent operations ⏳ NEXT
Phase 5 (Months 13-15): Audio operations 📋 PLANNED
Phase 6 (Months 16-18): JIT/AOT compilation 📋 PLANNED

Location: morphogen/mlir/context.py, morphogen/mlir/compiler_v2.py, morphogen/mlir/dialects/field.py, morphogen/mlir/dialects/temporal.py, morphogen/mlir/lowering/field_to_scf.py, morphogen/mlir/lowering/temporal_to_scf.py

Documentation: docs/v0.7.0_DESIGN.md, PHASE3_COMPLETION_SUMMARY.md, requirements.txt

Legacy Text-Based IR — DEPRECATED ⚠️

CRITICAL CLARIFICATION: The legacy "MLIR" implementation is text-based IR generation, NOT real MLIR bindings. Status: Deprecated - maintained for v0.6.0 compatibility during transition Will be removed: v0.8.0+

IR Builder — TEXT GENERATION ONLY ⚠️

Status: Generates MLIR-like textual intermediate representation

What It Actually Is:

Generates text strings that look like MLIR IR
Does NOT use mlir-python-bindings
Does NOT compile to native code
Does NOT interface with LLVM
Designed for development/testing without full MLIR build

Quote from source code:

"simplified intermediate representation that mimics MLIR's structure and semantics, allowing us to develop without full LLVM/MLIR build"

Implemented (Text Generation):

✅ Basic arithmetic operations (add, sub, mul, div, mod)
✅ Comparison operations (gt, lt, eq, ne, ge, le)
✅ Function definitions and calls
✅ SSA value management
⚠️ If/else (designed, not fully working)
⚠️ Structs (designed, not fully working)
⚠️ Flow blocks (designed, not fully working)

Location: morphogen/mlir/ir_builder.py, morphogen/mlir/compiler.py (1447 lines)

Tests: tests/test_mlir_*.py (72 tests, mostly testing text generation)

What This Means:

❌ Cannot generate native executables
❌ Cannot run on GPU
❌ Cannot optimize via LLVM
✅ Can validate compiler design
✅ Can prepare for real MLIR integration

Optimizer — STUB IMPLEMENTATION ⚠️

Status: Basic passes exist but are limited

Implemented:

⚠️ Constant folding (basic)
⚠️ Dead code elimination (basic)
❌ Fusion (not implemented)
❌ Vectorization (not implemented)
❌ GPU lowering (not implemented)

Location: morphogen/mlir/optimizer.py

Reality: These are placeholder implementations to demonstrate the architecture, not production optimization passes.

6. Domain-Specific Dialects

Audio Dialect (Morphogen.Audio) ✅ PRODUCTION READY (NEW in v0.5.0!)

Status: Complete audio synthesis and processing implementation

Implemented:

✅ Oscillators: sine, saw, square, triangle, noise (white/pink/brown), impulse
✅ Filters: lowpass, highpass, bandpass, notch, 3-band EQ
✅ Envelopes: ADSR, AR, exponential decay
✅ Effects: delay, reverb, chorus, flanger, drive/distortion, limiter
✅ Utilities: mix, gain, pan, clip, normalize, db2lin
✅ Physical Modeling: Karplus-Strong string synthesis, modal synthesis
✅ Deterministic synthesis (same seed = same output)
✅ NumPy-based for performance

Location: morphogen/stdlib/audio.py (1,250+ lines)

Tests: 192 comprehensive tests across 6 test files:

tests/test_audio_basic.py (42 tests) - Oscillators, utilities, buffers
tests/test_audio_filters.py (36 tests) - All filter operations
tests/test_audio_envelopes.py (31 tests) - Envelope generators
tests/test_audio_effects.py (35 tests) - Effects processing
tests/test_audio_physical.py (31 tests) - Physical modeling
tests/test_audio_integration.py (17 tests) - Full compositions, runtime

Test Results: 184 of 192 tests passing (96% pass rate)

Use Cases:

✅ Synthesized tones and pads
✅ Plucked string instruments
✅ Bell and percussion sounds
✅ Drum synthesis
✅ Effect chains (guitar, vocal, mastering)
✅ Complete musical compositions

Example:

from morphogen.stdlib.audio import audio

# Plucked string synthesis
exc = audio.noise(noise_type="white", seed=1, duration=0.01)
exc = audio.lowpass(exc, cutoff=6000.0)
pluck = audio.string(exc, freq=220.0, t60=1.5, damping=0.3)
final = audio.reverb(pluck, mix=0.12, size=0.8)

Determinism: ✅ Verified - all operations produce identical results with same seed

Visual Dialect (for agents/layers) ✅ COMPLETE (v0.6.0)

Status: Full visualization pipeline with agent rendering and layer composition

Implemented:

✅ Field colorization and output
✅ visual.agents() - Agent rendering with property-based styling
✅ visual.layer() - Layer creation and conversion
✅ visual.composite() - Multi-layer composition with blend modes
✅ visual.video() - Video export (MP4, GIF)
✅ Property-based coloring (color_property + palette)
✅ Property-based sizing (size_property + size_scale)
✅ Multiple blend modes (over, add, multiply, screen, overlay)

Location: morphogen/stdlib/visual.py (782 lines)

Tests: tests/test_visual_extensions.py (34 tests)

Not Implemented:

❌ visual.filter() - Post-processing effects (blur, sharpen)
❌ visual.coord_warp() - Geometric warps
❌ Text overlay support

7. Testing Infrastructure ✅ EXCELLENT

Test Suite — COMPREHENSIVE ✅

Status: 247 tests covering all working features

Test Files:

tests/test_lexer.py - Lexer tests
tests/test_parser.py - Parser tests
tests/test_parser_v0_3_1.py - v0.3.1 syntax tests
tests/test_runtime.py - Runtime interpreter tests
tests/test_runtime_v0_3_1.py - v0.3.1 runtime features
tests/test_field_operations.py - Field operations (27 tests)
tests/test_visual_operations.py - Visualization (23 tests)
tests/test_mlir_*.py - MLIR text generation (72 tests)
tests/test_integration.py - End-to-end tests
tests/test_examples_v0_3_1.py - Example program tests

Coverage:

✅ All working features have tests
✅ Determinism verified
✅ Edge cases covered
✅ Error handling tested

To Run Tests:

pip install -e ".[dev]"  # Installs pytest and other dev dependencies
pytest -v

8. Documentation ✅ EXCELLENT

User Documentation — COMPREHENSIVE ✅

Status: Extensive, well-organized documentation

Implemented:

✅ README.md - Project overview and quick start
✅ SPECIFICATION.md - Complete language specification (47KB)
✅ ARCHITECTURE.md - Morphogen Stack architecture
✅ ECOSYSTEM_MAP.md - Comprehensive ecosystem roadmap
✅ AUDIO_SPECIFICATION.md - Audio dialect specification
✅ docs/GETTING_STARTED.md - User guide
✅ docs/TROUBLESHOOTING.md - Common issues and solutions
✅ docs/SPEC-*.md - Detailed component specifications

Updated for v0.4.0:

✅ Agent dialect documentation added
✅ MLIR clarifications maintained
⚠️ README needs Agent dialect examples

9. CLI Interface ✅ WORKING

Command-Line Tool — FUNCTIONAL ✅

Status: Basic CLI working with core commands

Implemented:

✅ morphogen run <file> - Execute Morphogen programs
✅ morphogen parse <file> - Show AST structure
✅ morphogen check <file> - Type checking (basic)
✅ morphogen mlir <file> - Generate MLIR-like text
✅ morphogen version - Show version info

Location: morphogen/cli.py

Installation:

pip install -e .
morphogen run examples/heat_diffusion.morph

What Works Right Now (v0.6.0)

✅ You Can:

Write Morphogen programs with full v0.3.1 syntax
Parse them into AST
Type-check them
Execute them with Python/NumPy interpreter
Use all field operations (diffuse, advect, project, etc.)
Use all agent operations (alloc, map, filter, reduce, forces, field sampling)
Create particle systems, boids, N-body simulations
Couple agents with fields (particles in flow)
Use all audio operations (oscillators, filters, envelopes, effects, physical modeling)
Synthesize music and sound effects deterministically
Apply audio effects chains (reverb, delay, distortion, etc.)
Play audio in real-time with audio.play() ⭐ NEW in v0.6.0!
Export audio to WAV/FLAC with audio.save() ⭐ NEW in v0.6.0!
Load audio files with audio.load() ⭐ NEW in v0.6.0!
Record audio from microphone with audio.record() ⭐ NEW in v0.6.0!
Visualize agents with visual.agents() ⭐ NEW in v0.6.0!
Composite visual layers with visual.composite() ⭐ NEW in v0.6.0!
Export animations to MP4/GIF with visual.video() ⭐ NEW in v0.6.0!
Visualize results (PNG export, interactive display)
Verify deterministic behavior
Run 580+ comprehensive tests (247 original + 85 agent + 184 audio + 64+ I/O tests)

❌ You Cannot (Yet):

Compile to native code (MLIR is text-only)
Enforce physical unit checking at runtime
Use GPU acceleration
Hot-reload code changes

Version History

v0.11.0 (Current) - 2025-11-20

Focus: Complete Domain Suite + Documentation + Chemistry/Materials Science

🎉 MAJOR: Project Renamed to Morphogen

Named after Alan Turing's morphogenesis (1952)
Aligns with architecture: simple primitives → emergent complexity
Package: morphogen → morphogen, CLI: morphogen → morphogen
Sister project "Philbrick" (analog hardware) established
See ADR-011 for full rationale

Chemistry & Materials Science Suite (9 domains, ~5,800 lines):

✅ Molecular Dynamics (1324 lines, 30 functions)
✅ Quantum Chemistry (600 lines, 13 functions)
✅ Thermodynamics (595 lines, 12 functions)
✅ Chemical Kinetics (606 lines, 11 functions)
✅ Electrochemistry (639 lines, 13 functions)
✅ Transport Properties (587 lines, 17 functions)
✅ Catalysis (501 lines, 11 functions)
✅ Multiphase Flow (525 lines, 8 functions)
✅ Combustion (423 lines, 7 functions)

Specialized Physics Domains:

✅ Thermal ODE (356 lines) - Temperature dynamics, heat transfer
✅ Fluid Network (338 lines) - 1D network flow, pipes, junctions
✅ Fluid Jet (377 lines) - Jet dynamics, turbulence
✅ Audio Analysis (631 lines, 12 functions) - Spectral analysis, onset detection
✅ Instrument Modeling (478 lines) - Physical modeling synthesis

Advanced Graphics & Procedural Generation:

✅ Circuit/Electrical (799 lines) - DC/AC/transient analysis (Phase 1)
✅ Procedural Graphics Suite fully documented (noise, palette, color, image)

Documentation & Validation:

✅ DOMAIN_VALIDATION_REPORT.md - Comprehensive 40-domain analysis
✅ All 40 domains validated and cataloged
✅ README updated with chemistry suite documentation
✅ Complete cross-domain integration examples

Test Coverage: 900+ tests across 63 test files

Total: 40 Production-Ready Computational Domains

v0.10.0 - 2025-11-17 (Updated 2025-11-18)

Focus: Level 2 & 3 Integration Complete - USE Statement + Geometry Domain + Type System

Update 2025-11-18: Domain Export Visibility Fix

✅ 10 previously hidden domains now properly exported in stdlib/__init__.py
✅ Newly accessible: agents, audio, geometry, graph, optimization, signal, statemachine, temporal, terrain, vision
✅ All 25 implemented domains now importable: from morphogen.stdlib import <domain>
✅ Validated: All domains functional with comprehensive operator sets

Level 2 Integration - All 25 Domains:

✅ USE statement fully implemented (lexer, parser, AST, runtime)
✅ 374+ operators across 25 domains accessible from .morph files
✅ 16 comprehensive USE statement tests (all passing)
✅ Domain import syntax: use field, audio, rigidbody
✅ Runtime validation against DomainRegistry
✅ All domains registered and working: field, visual, agent, graph, signal, statemachine, terrain, vision, acoustics, color, genetic, image, integrators, io, neural, noise, optimization, palette, rigidbody, sparse_linalg, temporal, audio, geometry

Geometry Domain (NEW):

✅ 50+ operators for 2D/3D spatial operations
✅ 5 layers: primitives (8), transformations (13), spatial queries (10), coordinate conversion (4), properties (4)
✅ 90 comprehensive tests covering all operators
✅ 6 working examples with cross-domain integration
✅ NumPy-based implementation with deterministic operations

Level 3 Type System:

✅ Physical unit checking implemented ([m], [kg], [s], [K], [N], etc.)
✅ Rate compatibility validation for cross-domain operations
✅ Cross-domain type safety validators
✅ 595 tests for validators and rate compatibility
✅ See LEVEL_3_TYPE_SYSTEM.md for complete specification

Temporal Domain (NEW):

✅ 24 operators for temporal logic and scheduling
✅ Delay lines, timers, clocks, event sequences
✅ Temporal composition and rhythm generation
✅ Frame-accurate scheduling

Cross-Domain Examples:

✅ Audio visualizer (real-time field + audio + visual)
✅ Generative art installation (geometry + field + agents)
✅ Interactive physics sandbox (rigidbody + visual + agents)
✅ Bouncing spheres, Voronoi heat, Delaunay terrain
✅ Geometry patrol, mesh morphing, convex hull art

Documentation:

✅ LEVEL_3_TYPE_SYSTEM.md (377 lines)
✅ Updated README with USE statement section
✅ Comprehensive CHANGELOG with all changes
✅ Domain Finishing Guide

Test Count: 900+ total tests (all domains + USE + geometry + type system)

Files Changed: 64 files, 16,608 insertions

Commits: PR #96, #97, #98, #99, #100, #101, #102

v0.9.0 - 2025-11-16

Focus: Five Core Domains Implementation

New Domains:

✅ Graph/Network domain with Dijkstra, centrality, community detection, max flow
✅ Signal Processing domain with FFT, STFT, filtering, windowing, spectral analysis
✅ State Machines domain with FSM, behavior trees, event-driven transitions
✅ Terrain Generation domain with Perlin noise, erosion, biome classification
✅ Computer Vision domain with edge detection, feature extraction, morphology

Infrastructure:

✅ DomainRegistry for unified operator management
✅ Operator decorator pattern standardized across all domains
✅ Cross-domain operator catalog established

v0.8.0 - 2025-11-15

Focus: Domain Expansion & Integration Foundation

New Domains:

✅ Cellular Automata (Conway's Life, custom rules, analysis)
✅ Optimization (genetic algorithms, CMA-ES, particle swarm)
✅ RigidBody Physics (2D rigid body dynamics, collision detection)

Infrastructure:

✅ stdlib/ organization for all domains
✅ Operator registry system foundation
✅ Cross-domain integration patterns established

v0.7.0 - 2025-11-15

Focus: Real MLIR Integration - Complete Stack

All 6 Phases Complete:

✅ Phase 1: MLIR context, compiler V2, proof-of-concept
✅ Phase 2: Field Operations Dialect (4 operations, field-to-SCF lowering)
✅ Phase 3: Temporal Execution (6 operations, temporal-to-SCF lowering)
✅ Phase 4: Agent Operations (4 operations, agent-to-SCF lowering, 36 tests)
✅ Phase 5: Audio Operations (4 operations, audio-to-SCF lowering)
✅ Phase 6: JIT/AOT Compilation (LLVM lowering, JIT engine, 7 output formats)

Timeline: 12-month effort launched 2025-11-14, ALL 6 PHASES COMPLETE Nov 15, 2025 🎉

Code: ~4,400 lines across mlir_v2/ directory Tests: Complete test suites for all dialects Examples: 8+ working MLIR compilation examples

v0.6.0 - 2025-11-14

Focus: Audio I/O and Visual Extensions - Complete multimedia I/O pipeline

Audio I/O:

✅ Real-time audio playback with audio.play() (sounddevice backend)
✅ WAV export/import with audio.save() and audio.load() (soundfile/scipy)
✅ FLAC export/import for lossless audio (soundfile backend)
✅ Microphone recording with audio.record() (sounddevice backend)
✅ Sample rate conversion and format handling
✅ Mono and stereo support

Visual Extensions:

✅ Agent visualization with visual.agents() - render particles/agents as points/circles
✅ Color-by-property support (velocity, energy, etc.) with palettes
✅ Size-by-property support for variable-size agents
✅ Layer composition system with visual.layer() and visual.composite()
✅ Multiple blending modes (over, add, multiply, screen, overlay)
✅ Per-layer opacity control
✅ Video export with visual.video() - MP4 and GIF support (imageio backend)
✅ Frame generator support for memory-efficient animations

Integration:

✅ Field + Agent visual composition workflows
✅ Audio-visual synchronized content examples
✅ Multi-modal export (audio + video)
✅ 64+ new I/O integration tests (24 audio I/O, 40+ visual extensions)

Dependencies Added:

sounddevice >= 0.4.0 (audio playback/recording)
soundfile >= 0.12.0 (WAV/FLAC I/O)
scipy >= 1.7.0 (WAV fallback)
imageio >= 2.9.0 (video export)
imageio-ffmpeg >= 0.4.0 (MP4 codec)

Test Count: 580+ total (247 original + 85 agent + 184 audio + 64+ I/O tests)

v0.5.0 - 2025-11-14

Focus: Audio Dialect Implementation - Production-ready audio synthesis

✅ Complete AudioBuffer type and operations
✅ Oscillators: sine, saw, square, triangle, noise (white/pink/brown), impulse
✅ Filters: lowpass, highpass, bandpass, notch, 3-band EQ (biquad filters)
✅ Envelopes: ADSR, AR, exponential decay
✅ Effects: delay, reverb, chorus, flanger, drive/distortion, limiter
✅ Utilities: mix, gain, pan, clip, normalize, db2lin
✅ Physical modeling: Karplus-Strong string synthesis, modal synthesis
✅ 192 comprehensive audio tests (184 passing)
✅ Runtime integration (audio namespace available)
✅ Deterministic synthesis verified
✅ Full composition examples (plucked strings, bells, drums, effect chains)

Test Count: 516 total (247 original + 85 agent + 184 audio tests)

v0.4.0 - 2025-11-14

Focus: Agent Dialect Implementation - Sparse particle/agent-based modeling

✅ Complete Agents type system
✅ Agent operations: alloc, map, filter, reduce
✅ Pairwise force calculations with spatial hashing
✅ Field-agent coupling (sample fields at agent positions)
✅ 85 comprehensive tests for agent functionality
✅ Runtime integration (agents namespace available)
✅ Performance optimizations (O(n) neighbor queries)
✅ Deterministic execution verified

Test Count: 332 total (247 original + 85 agent tests)

v0.3.1 - 2025-11-14

Focus: Struct literals, documentation alignment, v0.3.1 syntax complete

✅ Struct literal support with parser and runtime
✅ All v0.3.1 syntax features working
✅ Documentation alignment and accuracy improvements
✅ Fixed version inconsistencies
✅ Ecosystem map documentation

v0.3.0 - 2025-11-06

Focus: Complete v0.3.0 syntax features

✅ Function definitions
✅ Lambda expressions with closures
✅ If/else expressions
✅ Enhanced flow blocks (dt, steps, substeps)
✅ Return statements
✅ Recursion and higher-order functions

v0.2.2 - 2025-11-05

Focus: MVP completion - working field simulations

✅ Complete field operations (advect, diffuse, project, etc.)
✅ Visualization pipeline (colorize, output, display)
✅ Python runtime interpreter
✅ 66 comprehensive tests
✅ Documentation (Getting Started, Troubleshooting)

v0.2.0 - 2025-01 (Early Development)

Focus: Language frontend

✅ Lexer and parser
✅ Type system with physical units
✅ AST generation and visitors
✅ Basic type checking

Roadmap

v0.5.0 ✅ COMPLETE - Audio Dialect Implementation

Completed: 2025-11-14

✅ Implement AudioBuffer type and operations
✅ Oscillators (sine, saw, square, triangle, noise, impulse)
✅ Filters (lowpass, highpass, bandpass, notch, EQ)
✅ Envelopes (ADSR, AR, exponential decay)
✅ Effects (delay, reverb, chorus, flanger, drive, limiter)
✅ Physical modeling (Karplus-Strong, modal synthesis)
✅ 192 comprehensive tests (184 passing)
✅ Full composition examples

v0.4.0 ✅ COMPLETE - Agent Dialect Implementation

Completed: 2025-11-14

✅ Implement Agents type
✅ Agent operations (map, filter, reduce)
✅ Force calculations (gravity, springs, spatial hashing)
✅ Field-agent coupling
✅ 85 comprehensive tests

v0.6.0 ✅ COMPLETE - Audio I/O and Visual Dialect Extensions

Completed: 2025-11-14

✅ Real-time audio playback and recording
✅ Audio file export/import (WAV, FLAC)
✅ Agent visualization with property-based styling
✅ Layer composition system with blend modes
✅ Video export capabilities (MP4, GIF)
✅ 64+ I/O integration tests (24 audio I/O, 40+ visual extensions)

v0.7.0 - Real MLIR Integration

Target: 12+ months

Integrate real mlir-python-bindings
Implement actual MLIR dialects
LLVM lowering and optimization
Native code generation
GPU compilation pipeline

v1.0.0 - Production Release

Target: 18-24 months

All dialects complete
Physical unit checking enforced
Hot-reload working
Performance optimization
Production-ready tooling
Comprehensive examples and tutorials

Known Limitations

Architectural

⚠️ MLIR is text-based IR, not real MLIR compilation
⚠️ Python interpreter only (no native code gen)
⚠️ Physical units are annotations only, not enforced
⚠️ No GPU support yet

Feature Gaps

❌ Advanced post-processing (blur, sharpen, custom filters) not implemented
❌ Text overlay support not implemented
❌ Module system not fully implemented
❌ Hot-reload not implemented
❌ Coordinate warping (visual.coord_warp) not implemented

Performance

⚠️ Python/NumPy interpreter adequate for prototyping but not production
⚠️ Large grids (>512×512) are slow
⚠️ No parallelization or GPU acceleration yet

Getting Involved

High Priority (v0.7.0)

Real MLIR Integration - Replace text-based IR with actual MLIR bindings
Performance Optimization - Profile-guided optimization, parallelization
Advanced Visual Operations - Post-processing filters, text overlay
Example Programs - More complex multi-modal compositions
Documentation - Advanced tutorials, best practices

Medium Priority (v0.8.0+)

Module composition system
Physical units enforcement at runtime
Hot-reload implementation
Advanced examples and tutorials

Long-term (v1.0.0)

Production-ready performance
Complete optimization pipeline
Comprehensive documentation
Production tooling and IDE integration

Summary

Morphogen v0.6.0 is a working, usable system for:

Field-based simulations (heat, diffusion, fluids)
Agent-based modeling (particles, boids, N-body systems)
Audio synthesis and processing (deterministic music generation)
Real-time audio playback and recording ⭐ NEW
Audio file I/O (WAV, FLAC) ⭐ NEW
Agent visualization with property-based styling ⭐ NEW
Multi-layer visual composition ⭐ NEW
Video export (MP4, GIF) ⭐ NEW
Deterministic computation with reproducible results
Interactive visualization and export
Educational and research applications

But it is not yet production-ready for:

High-performance applications (Python interpreter only)
Native code generation (MLIR is text-only)
GPU acceleration
Advanced post-processing (blur, sharpen, text overlay)

The foundation is solid, the architecture is sound, and the path forward is clear. The project is in active development with complete multimedia I/O and three major dialects fully implemented (Field, Agent, Audio) with comprehensive visual extensions. Realistic roadmap to v1.0.

For detailed architecture, see: ARCHITECTURE.md For ecosystem overview, see: ECOSYSTEM_MAP.md For complete language spec, see: SPECIFICATION.md

Last Updated: 2025-11-21 Version: v0.11.0 → v1.0 Release Plan Active Current Status: Production-Ready - 40 Domains, 500+ Operators, 900+ Tests Target: v1.0 (2026-Q2)

🚀 v1.0 Target: 2026-Q2

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Morphogen — Implementation Status & v1.0 Roadmap

Recent Updates

🎉 v0.12.0 - Domain Migration Complete (2025-12-12)

✅ Audio Domain - Filter State Management Fix (2025-11-23)

Quick Summary

✅ Production Domains (All Integrated) - 39 Domains

✅ Migration Complete (v0.12.0)

✅ COMPLETE (v0.7.0 - Real MLIR Integration)

🚧 Deprecated (Legacy, Maintained for Compatibility)

🎉 NEW: v0.11.0 Release - Advanced Visualizations & Domain Transformations (November 20, 2025)

🎉 v0.10.0 Release - Level 2 & 3 Integration Complete (November 17, 2025)

📋 Planned (Future Enhancements)

Detailed Status by Component

1. Language Frontend ✅ COMPLETE

Lexer — PRODUCTION READY ✅

Parser — PRODUCTION READY ✅

Type System — COMPLETE ✅

2. Runtime Execution Engine ✅ PRODUCTION READY

Python Interpreter — COMPLETE ✅

3. Field Operations ✅ PRODUCTION READY

Field2D Class — COMPLETE ✅

4. Agent Dialect ✅ PRODUCTION READY (NEW in v0.4.0!)

Agent Operations — COMPLETE ✅

5. Visualization ✅ PRODUCTION READY

Visual Operations — COMPLETE ✅

5. MLIR Compilation Pipeline 🚀 IN DEVELOPMENT (v0.7.0)

v0.7.0 Real MLIR Integration — PHASE 3 COMPLETE 🚀 ✅

Legacy Text-Based IR — DEPRECATED ⚠️

IR Builder — TEXT GENERATION ONLY ⚠️

Optimizer — STUB IMPLEMENTATION ⚠️

6. Domain-Specific Dialects

Audio Dialect (Morphogen.Audio) ✅ PRODUCTION READY (NEW in v0.5.0!)

Visual Dialect (for agents/layers) ✅ COMPLETE (v0.6.0)

7. Testing Infrastructure ✅ EXCELLENT

Test Suite — COMPREHENSIVE ✅

8. Documentation ✅ EXCELLENT

User Documentation — COMPREHENSIVE ✅

9. CLI Interface ✅ WORKING

Command-Line Tool — FUNCTIONAL ✅

What Works Right Now (v0.6.0)

✅ You Can:

❌ You Cannot (Yet):

Version History

v0.11.0 (Current) - 2025-11-20

v0.10.0 - 2025-11-17 (Updated 2025-11-18)

v0.9.0 - 2025-11-16

v0.8.0 - 2025-11-15

v0.7.0 - 2025-11-15

v0.6.0 - 2025-11-14

v0.5.0 - 2025-11-14

v0.4.0 - 2025-11-14

v0.3.1 - 2025-11-14

v0.3.0 - 2025-11-06

v0.2.2 - 2025-11-05

v0.2.0 - 2025-01 (Early Development)

Roadmap

v0.5.0 ✅ COMPLETE - Audio Dialect Implementation

v0.4.0 ✅ COMPLETE - Agent Dialect Implementation

v0.6.0 ✅ COMPLETE - Audio I/O and Visual Dialect Extensions

v0.7.0 - Real MLIR Integration

v1.0.0 - Production Release

Known Limitations

Architectural

Feature Gaps

Performance

Getting Involved

High Priority (v0.7.0)

Medium Priority (v0.8.0+)

Long-term (v1.0.0)

Summary