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# STOP - CRITICAL READING REQUIRED
**THIS FILE MUST BE READ FIRST BY ALL AI AGENTS**
## WHAT IS THIS?
This is the AI manifest for **futharkiser**. It declares:
- Canonical file locations (where things MUST be, and nowhere else)
- Critical invariants (rules that must NEVER be violated)
- Repository structure and organization
**futharkiser** compiles annotated array operations to GPU kernels via Futhark.
It identifies array-parallel patterns (map, reduce, scan, scatter) in source code,
generates Futhark programs using second-order array combinators (SOACs), and compiles
them to OpenCL/CUDA/multicore GPU code via the Futhark compiler. The Idris2 ABI layer
formally proves parallelism safety and correct GPU buffer layouts. The Zig FFI layer
provides the C-ABI bridge between the host application and Futhark-compiled kernels.
## CANONICAL LOCATIONS (UNIVERSAL RULE)
### Machine-Readable Metadata: `.machine_readable/` ONLY
These 6 a2ml files MUST exist in `.machine_readable/6a2/` directory ONLY:
1. **STATE.a2ml** - Project state, progress, blockers
2. **META.a2ml** - Architecture decisions, governance
3. **ECOSYSTEM.a2ml** - Position in ecosystem, relationships
4. **AGENTIC.a2ml** - AI agent interaction patterns
5. **NEUROSYM.a2ml** - Neurosymbolic integration config
6. **PLAYBOOK.a2ml** - Operational runbook
**CRITICAL:** If ANY of these files exist in the root directory, this is an ERROR.
### Anchor File: `.machine_readable/anchors/ANCHOR.a2ml` ONLY
Canonical authority and semantic-boundary declaration MUST exist at:
` .machine_readable/anchors/ANCHOR.a2ml `
Do not place `ANCHOR.a2ml` at repository root.
### Maintenance Policies: `.machine_readable/policies/` ONLY
Canonical maintenance/governance files MUST exist under:
` .machine_readable/policies/ `
Minimum required files:
- `MAINTENANCE-AXES.a2ml`
- `MAINTENANCE-CHECKLIST.a2ml`
- `SOFTWARE-DEVELOPMENT-APPROACH.a2ml`
Do not place maintenance policy files in repository root.
### Bot Directives: `.machine_readable/bot_directives/` ONLY
Bot-specific instructions for automated agents.
### Contractiles: `.machine_readable/contractiles/` ONLY
Policy enforcement contracts (k9, dust, lust, must, trust).
### AI Configuration & Guides: `.machine_readable/ai/` ONLY
- `AI.a2ml` - Language-specific or LLM-specific patterns
- `PLACEHOLDERS.adoc` - Bootstrap guide
### Community & Forge Metadata: `.github/` ONLY
- `CODEOWNERS` - Review assignments
- `MAINTAINERS` - Machine-readable contact list
- `SUPPORT` - Support channels
- `SECURITY.md` - Technical security policy
- `CONTRIBUTING.md` - Technical contribution manual
- `CODE_OF_CONDUCT.md` - Conduct rules
### Agent Instructions
- `0-AI-MANIFEST.a2ml` - THIS FILE (universal entry point)
## CORE INVARIANTS
1. **No state file duplication** - Root must NOT contain STATE.a2ml, META.a2ml, etc.
2. **Single source of truth** - `.machine_readable/` is authoritative
3. **No stale metadata** - If root state files exist, they are OUT OF DATE
4. **License consistency** - All code PMPL-1.0-or-later unless platform requires MPL-2.0
5. **Author attribution** - Always "Jonathan D.A. Jewell <j.d.a.jewell@open.ac.uk>"
6. **Container images** - MUST use Chainguard base (`cgr.dev/chainguard/wolfi-base:latest` or `cgr.dev/chainguard/static:latest`)
7. **Container runtime** - Podman, never Docker. Files are `Containerfile`, never `Dockerfile`
8. **Container orchestration** - `selur-compose`, never `docker-compose`
9. **Futhark specifics** - SOACs are map/reduce/scan/scatter; GPU backends are OpenCL/CUDA/multicore/sequential
10. **ABI/FFI contract** - Idris2 Types.idr defines the domain types (SOAC, GPUBackend, ArrayShape, MemorySpace, ParallelPattern); Zig main.zig must match these exactly
## REPOSITORY STRUCTURE
This repo follows the **Dual-Track** architecture:
```
futharkiser/
├── 0-AI-MANIFEST.a2ml # THIS FILE (start here)
├── README.adoc # High-level orientation (Rich Human)
├── ROADMAP.adoc # Phased roadmap (scaffold → GPU compilation → proofs)
├── CONTRIBUTING.adoc # Human contribution guide
├── Cargo.toml # Rust CLI build
├── Containerfile # OCI build
├── LICENSE # PMPL-1.0-or-later
├── src/
│ ├── main.rs # CLI entry point (init, validate, generate, build, run)
│ ├── lib.rs # Library API
│ ├── manifest/mod.rs # futharkiser.toml parser
│ ├── codegen/mod.rs # Futhark code generation from detected patterns
│ └── interface/ # Verified Interface Seams
│ ├── abi/ # Idris2 ABI (formal proofs of parallelism safety)
│ │ ├── Types.idr # SOAC, GPUBackend, ArrayShape, MemorySpace, etc.
│ │ ├── Layout.idr # GPU buffer descriptor layout proofs
│ │ └── Foreign.idr # FFI declarations (compile, execute, alloc_buffer)
│ ├── ffi/ # Zig FFI (C-ABI bridge to Futhark runtime)
│ │ ├── build.zig # Build config for libfutharkiser
│ │ ├── src/main.zig # FFI implementation
│ │ └── test/ # Integration tests
│ └── generated/ # Auto-generated C headers
├── container/ # Stapeln container ecosystem
├── docs/ # Technical documentation
└── .machine_readable/ # ALL machine-readable metadata
└── 6a2/ # STATE, META, ECOSYSTEM, AGENTIC, NEUROSYM, PLAYBOOK
```
## SESSION STARTUP CHECKLIST
1. Read THIS file (0-AI-MANIFEST.a2ml) first
2. Understand canonical location: `.machine_readable/`
3. State understanding of canonical locations
4. Read `.machine_readable/6a2/STATE.a2ml` for current project state
## ATTESTATION PROOF
**"I have read the AI manifest for futharkiser. All machine-readable content (state files, anchors, policies, bot directives, contractiles, AI guides) is located in `.machine_readable/` ONLY, and community metadata is in `.github/`. I will not create duplicate files in the root directory."**