tack

 [](./COMPLI ANCE.md)    [](./COMPLIANCE_REG IONS.md)  [](./SECURITY.m d) 

portfolio

[](https://github .com/fivepanelhat/fivepanelhat) [](https://github.com/fi vepanelhat/fivepanelhat)  [! [Te Mana Raraunga](https://img.shields.io/bad ge/Te%20Mana%20Raraunga-Aligned-0f766e)](http s://github.com/fivepanelhat/fivepanelhat)

** Part of the [Kiwi Edge AI Stack](https://gith ub.com/fivepanelhat/fivepanelhat)** | Founder OS: [NZ-Start-Up](https://github.com/fivepan elhat/NZ-Start-Up) | Agent policy: .github/ agent-fleet/

Sov ereign hybrid edge AI for NZ farms and founde rs - local-first + multi-model, Te Mana Rarau nga aligned - collaborating with Venture Tara naki, startups.com investors and Kotahitanga Investment Fund (HITL + cultural advisory for formal approaches).

See [AI Infrastructur e Leadership](./AI_INFRASTRUCTURE_LEADERSHIP. md) for our positioning as New Zealand's lead er in sovereign edge AI Infrastructure.

** Agents inform, draft, prepare, monitor, and r emind. Humans advise, sign, file, send, and p ay.** Anti-hallucination policy: [.github/a gent-fleet/anti-hallucination.md](./.github/ agent-fleet/anti-hallucination.md) | Congruen ce: CAT_CONGRUENCE.md

cy / Security / Governance

Coastal Alpine Te ch products treat operational and personal da ta as taonga. Defaults favour local-fir st operation, purpose-limited collectio n, and Human-in-the-Loop for high-stakes actions.

| Commitment | Statement | | :--- | :--- | | No data sal es | **We do not sell personal information or customer operational data to third parties ** for advertising, brokerage, or unrelated c ommercial exploitation. | | NZ Privacy Act 2020 | Collection, use, storage, and disclo sure of personal information is designed to o perate in accordance with the Privacy Act 2 020 information privacy principles (includi ng IPP awareness and IPP 3A indirect-collecti on notification where applicable). | | Te M ana Raraunga | Where Māori data or communi ty data interests arise, systems are designed to operate in accordance with Te Mana Rara unga principles (including Rangatiratanga, Whakapapa, Whanaungatanga, Kotahitanga, Manaa kitanga, Kaitiakitanga) as a sovereignty and stewardship lens — not as a marketing sloga n. | | NZ AI safety | AI features follow a NZ AI safety-aligned posture: Algorithm Charter spirit (fairness, transparency, huma n oversight where relevant), digital.govt.nz / responsible AI guidance awareness, no silen t model training on private journals without consent, and HITL for high-stakes outcomes. |

| Security | No silent exfiltration; own er-controlled credentials; least privilege; S ecOps / dependency hygiene on the fleet caden ce. | | Governance | Agents inform, dra ft, prepare; humans advise, sign, file, s end, and pay. |

| Pillar | Commitment | | :--- | :--- | | Privacy | Local-first / o ffline-capable where practical; Privacy Act 2 020; Te Mana Raraunga spirit; third-party AI only when opt-in and labelled | | Secur ity | No silent exfil of tenant or personal data; owner-controlled keys | | **Governance ** | HITL for high-stakes; Te Mana Raraunga s pirit; multi-region compliance maps in COMP LIANCE_REGIONS.md |

Agents inform, draft, prepare, monitor, and remind. Humans advise, sign, file, send, and pay.

Fleet policy: [fivepanelhat / Kiw i Edge AI Stack](https://github.com/fivepanel hat/fivepanelhat) · [COMPLIANCE.md](./COMP LIANCE.md) · [COMPLIANCE_REGIONS.md](./COM PLIANCE_REGIONS.md) · [SECURITY.md](./SECU RITY.md)

Governance

Every Coastal Alpine Tech reposit ory is expected to surface Privacy, Sec urity, and Governance in the README and COMPLIANCE.md / SECURITY.md:

1. Priva cy — local-first defaults, Privacy Act 20 20 awareness, Te Mana Raraunga spirit, opt-in labelled third-party AI
2. Security — no silent exfiltration, least privilege, SecO ps / red-team cadence on fleet CI
3. Govern ance — HITL for high-stakes; agents draft /prepare only; humans sign, send, file, and p ay

cal Moat

Coastal Alpine Tech’s defensibili ty comes from the tight integration of six ca pabilities that are rarely combined at the ed ge:

• Edge orchestration — LangGraph m ulti-tenant mesh (Weaver) that keeps every te nant’s knowledge and state strictly local.

• Sovereign architecture — Default-offl ine, Te Mana Raraunga-aligned paths. Data gen erated on whenua stays on whenua unless the o wner explicitly moves it.

• Hardware optimi sation — Canonical target of Raspberry Pi 5 16GB + Hailo-10H with energy-aware telemet ry (joules, tokens/s) built into every portal path.

• AI deployment tooling — Shared Core SDK + dual-platform installers + Aether companion so the same stack runs on Windows/ Linux workstations and production edge nodes.

• Proprietary local datasets — Continu ous DataFlywheel that records trajectories, h uman feedback, and hardware outcomes on-devic e, then curates golden sets under owner contr ol. Nothing leaves the node by default.

• I nference optimisation — Hardware-aware me asurement and adaptive local paths (Ollama + optional Hailo acceleration) tuned for sub-10 W rural nodes rather than cloud GPUs.

These are not separate features. They form a singl e closed loop: sensors → local inference � � trajectory capture → human-in-the-loop co rrection → improved local models → better decisions — all while remaining offline-ca pable and sovereignty-compliant.

The result is a system that becomes more valuable the lo nger it runs on a given farm or site, without requiring continuous cloud connectivity or d ata export.

Coastal Alpine Tech is pre-seed. The following artef acts exist so that enterprise buyers, partner s, and investors can see the design intent, c urrent controls, and staged path forward — without over-claiming certification or maturi ty that does not yet exist.

| Artefact | Pur pose | |----------|---------| | GOVERNANCE .md | Decision rights, HI TL ceiling, roles, Cultural Advisory interfac e, escalation | | [Security & Compliance Ro admap](./.github/compliance/SECURITY_ROADMAP. md) | Phased path: current state → first pilot → seed readiness | | [Threat Model] (./.github/compliance/THREAT_MODEL.md) | ST RIDE-oriented view of the edge + multi-tenant

• local-LLM attack surface | | [NZ AI Comp liance + SOC 2 Framework](./.github/complianc e/nz-ai-compliance-soc2/) | Privacy Act, Te Mana Raraunga, SOC 2 control matrix, inciden t playbook, audit checklist | | Architectur e diagrams | Target architecture (Mermaid + images) in this README and in Core / Weaver / Aether / stack |

Status (July 2026): W orking technical controls (SecurityGuard, Dat aFlywheel, tenant isolation design, SecOps wo rkflows) + comprehensive design-target docume ntation. External audit and formal attestatio n are future phases gated on pilots and comme rcial traction.

Citation indexes acknowledging Coastal Alpine Tech research and development from organisational Drive materials. These are design-intent / lineage documents, not certifications or audited valuations. No personal data is published.

Index: docs/artefacts/README.md

Fleet mirrors: also published under docs/artefacts/ in Core, stack, Aether, Weaver, Byte-Size-Kai, Front_Line_Whanau, scaffylads, and NZ-Start-Up.

T echnology is currently ahead of commercial pa ckaging. The commercial logic is documented s o investors and partners can see customer seg ments, packaging shape, recurring revenue int ent, GTM sequence, and sales funnel — witho ut invented ARR or public dollar prices.

| A

| [Commercial Positioning](./.github/funding/ COMMERCIAL_POSITIONING.md) | Customer segme nts, packaging tiers (no public $), recurring model, GTM, funnel | | [Investor Matrix](. /.github/funding/INVESTOR_MATRIX.md) | What different capital types optimise for | | [ Funding Eligibility Matrix](./.github/funding /FUNDING_ELIGIBILITY_MATRIX.md) | Likelihoo d scores and gap-closure path |

Pricing po sture: Specific dollar figures are not publ ished. Commercial terms are set per pilot or partnership and refined with real willingness -to-pay data.

[](https://git hub.com/fivepanelhat)  [](htt ps://www.python.org)

[](h ttps://github.com/fivepanelhat/fivepanelhat)

[](https://github.com/fivepanelhat/fivepanelh at) [] (https://github.com/fivepanelhat/fivepanelhat ) [](https://github .com/fivepanelhat/fivepanelhat)

 [![Gemini] (https://img.shields.io/badge/Gemini-Google-4 285F4?logo=google&logoColor=white)](https://g emini.google.com) [](https://o penai.com) 

[](http s://ollama.com) [](https:/ /github.com/fivepanelhat/fivepanelhat) [](https://github.com/fivepanelhat/coas tal-alpine-stack) [](https://github.com/fivepanelhat/ fivepanelhat)

[](https:/ /github.com/fivepanelhat/fivepanelhat/actions /workflows/ci-scan.yml) [](https://githu b.com/fivepanelhat/fivepanelhat/actions/workf lows/secops.yml) [](https://github.c om/fivepanelhat/fivepanelhat/actions/workflow s/redteam.yml) [](https://github.com/fi vepanelhat/fivepanelhat/security/dependabot)


Coastal Alpine Tech Limited pre-seed startup, New Plymouth, Taranaki, Ao tearoa New Zealand.

We are building offline- native, data-sovereign edge intelligence for remote industrial, agricultural, and biosecur ity settings across Aotearoa. This org profil e maps our Kiwi Edge AI Stack early-stage product architecture and open engineering wo rk, not a claim of large-scale commercial deployment or raised Series capital.

Our st ack is hybridised across Coastal-Alpine -Core, Weaver, Aether, and coasta l-alpine-stack: develop on Windows or Lin ux; target production edge on the canonic al node Raspberry Pi 5 (16GB) with Ha ilo-10H NPU (40 TOPS AI Accelerator / AI HA T+ 2) to support customary data rights (Te Ma na Raraunga / Maori Data Sovereignty) and off line operation in rural catchments facing clo ud blackouts.

A compact view of the governance work now l iving in this org profile (full framework und er [.github/compliance/](.github/compliance /nz-ai-compliance-soc2/)):

| Pillar | Focus | | :--- | :--- | | Privacy Act 2020 | IPP 111 mapping, DSAR pathways, retention |

| Te Mana Raraunga | Maori data sovereig nty + OCAP-aligned control | | SOC 2 Type II | CC / A / S / P controls, 225-item matr ix | | MBIE Responsible AI | Safety-by-d esign, explainability, HITL gates | | NZ A lgorithm Charter | Transparent decisions, h uman appeal |

Status (pre-seed): Complia nce framework documents are in-repo as de sign targets not an external SOC 2 Type I I attestation. Implementation is early-stage.

Local docs: [SKILL.md](.github/complianc e/nz-ai-compliance-soc2/SKILL.md) | [Implemen tation guide](.github/compliance/nz-ai-compli ance-soc2/README.md) | [Audit checklist](.git hub/compliance/nz-ai-compliance-soc2/referenc es/COMPLIANCE_AUDIT_CHECKLIST.md) | [Security Roadmap](.github/compliance/SECURITY_ROADMAP .md) | [Threat Model](.github/compliance/THRE AT_MODEL.md)

• tracker)

Org home for Maori AI | deeptec h | agritech | sovereign edge funding disco very and applications (HITL required):

| Re

| | Knowledge base | [.github/funding/ knowledge-base/](.github/funding/knowledge-b ase/) | | Fit scorer | python .github/f unding/scripts/score_fit.py --project "..." | | Eligibility matrix | [.github/fundi ng/FUNDING_ELIGIBILITY_MATRIX.md](.github/fu nding/FUNDING_ELIGIBILITY_MATRIX.md) likeliho od of grants/seed by narrative, TAM, prerequi sites | | Investor matrix | [.github/fu nding/INVESTOR_MATRIX.md](.github/funding/IN VESTOR_MATRIX.md) what investors & founders w ant (Halter / Sharesies / Cursor comps) | | Commercial positioning | [.github/fundin g/COMMERCIAL_POSITIONING.md](.github/funding /COMMERCIAL_POSITIONING.md) segments, packagi ng, GTM, funnel (no public $) | | Roadmap / todos | .github/funding/ROADMAP_TIMELIN E.md t imeline to attain each grant/seed path | | * Install matrix* | [.github/funding/INSTALL _MATRIX.md](.github/funding/INSTALL_MATRIX.m d) Windows + Linux installers, smoke status |

napshot 2026-07-13)

| Priority | Fund | Sta tus | Indicative value | | :--- | :--- | :--

• | :--- | | P0 | [New to R&D Grant](htt ps://www.business.govt.nz/tax-and-money/innov ation-funding/new-to-r-and-d-grant) (MBIE) | OPEN | 40% co-fund up to $400k | | * P0* | [Maori Development Fund](https://www. tpk.govt.nz/nga-putea-me-nga-ratonga/maori-de velopment-fund) (TPK) | OPEN (rolling; re gional office first) | Proposal-based | fund $40.21m p.a. | | P0 | [Primary Secto r Growth Fund](https://www.mpi.govt.nz/fundin g-rural-support/primary-sector-growth-fund) ( MPI) | OPEN | Co-investment (replaces SFF Futures) | | P1 | R&D Experience Grant | Opens 13 Jul 2026 | Student ~10 weeks |

| P1 | R&D Career Grant | Opens 31 Au g 2026 | Up to $30k / $35k (6 months) | | P1 | RDTI | Ongoing | 15% tax credit | | P2 | NZ IAT AI Research Platform | Partner / watch | ~$70m / 7 years (platform) |

Re-verify e very status on the funder site before applyin g. Agent drafts are not submissions.

| Component | Specification | | :--- | :--- | | Compute | Raspberry Pi 5 16GB RAM | | NPU | H ailo-10H (40 TOPS) via Raspberry Pi AI Ac celerator / AI HAT+ 2 | | OS (edge) | Rasp berry Pi OS (64-bit) | | Dev hosts | Windo ws 10/11 | Linux (Ubuntu/Debian/RPi OS) | macOS optional | | Local LLM | Ollama + G emma 4 (gemma4:e4b) on-device |

All Coasta l Alpine edge repositories document this same target. Do not mix Hailo-8 / Hailo-10L / 8GB SKUs in product docs.

(90-day)

| Priority | Wedge | Canonical repo | Notes | | :--- | :--- | :--- | :--- | | ** P0** | Byte Size Kai (agritech) | [Byte-S ize-Kai](https://github.com/fivepanelhat/Byte -Size-Kai) + Core | Commercial hardware pilot path | | P0 | Front Line Whanau (soc ial) | [Front_Line_Whanau](https://github.com /fivepanelhat/Front_Line_Whanau) | Live: fron t-line-whanau.vercel.app | | Supporting | Sta ck foundation | Core, Weaver, Aether, stack, firmware | Shared SDK / deploy | | Supporting | Sister portals | Soil / Aqua / Sting | Bac kground until wedge needs them | | Parked | F ounder tools | CAT-mail, NZ-Start-Up | Not th e sales narrative | | Archived | Whanau h ub scaffold | [whanau-preterm-support-hub](ht tps://github.com/fivepanelhat/whanau-preterm- support-hub) | Merged into Front_Line_Whana u (2026-07-16) |

| Repository | License | Notes | | :--- | :- -- | :--- | | Coastal-Alpine-Core, Weaver, co astal-alpine-stack, portals, firmware | Propr ietary (CAT) | Commercial edge stack | | Byte -Size-Kai | Proprietary (CAT) | Lead agritech product | | Front_Line_Whanau | Proprietary (CAT) | National social platform | | Aether | Proprietary (CAT) | Internal companion | | s caffylads | Proprietary (CAT) | Scaffolding w ork journal | | CAT-mail | Proprietary (CAT) | Privacy-first email agent | | NZ-Start-Up | Proprietary (CAT) | Founder OS (dual-licence , Track A default) | | fivepanelhat (profile) | Proprietary docs | Portfolio landing |

Th e entire portfolio is standardised on the C oastal Alpine Tech proprietary licence. Fro nt_Line_Whanau, Aether (both previously Apach e-2.0) and CAT-mail (previously MIT) were rel icensed to proprietary; this governs each rep o going forward, and does not affect versions already distributed under the earlier open l icences.

Each repo ships a root LICENSE fi le. Prefer SPDX in GitHub repo settings so th e UI does not show NOASSERTION.

i Edge AI Stack Portfolio

| Repository | Ro le | Platforms | Core NZ Regulations | Primar y hardware | | :--- | :--- | :--- | :--- | : --- | | [Coastal-Alpine-Core](https://github .com/fivepanelhat/Coastal-Alpine-Core) | Shar ed SDK (guards, telemetry, Ollama, portal_cor e, flywheel) | Windows | Linux | RPi | Te Mana Raraunga 2018 | RPi 5 16GB + Hailo-10H | | [Weaver](https://github.com/fivepanelhat /Weaver) | Multi-tenant helpdesk & local RAG mesh | Windows | Linux | RPi | Privacy Ac t 2020, Public Records Act 2005 | RPi 5 16GB

• Hailo-10H | | [Aether](https://github.com/ fivepanelhat/Aether) | Sovereign agentic comp anion + computer use | Windows | Linux | ma cOS | Te Mana Raraunga 2018 | Dev workstati on / edge companion | | [coastal-alpine-stac k](https://github.com/fivepanelhat/coastal-al pine-stack) | Full stack compose / K3s monore po | Windows | Linux | RPi | Te Mana Rara unga 2018 | RPi 5 16GB + Hailo-10H | | [By te Size Kai](https://github.com/fivepanelha t/Byte-Size-Kai) (Byte-Size-Kai) | Lead a gritech product - multi-modal edge AI for m icrogreens / Mana Kai | Edge Linux | Biosecur ity Act 1993, HSNO Act 1996, Food Act 2014 | RPi 5 16GB + Hailo-10H | | [Sting-Operation- AI](https://github.com/fivepanelhat/Sting-Ope ration-AI) | YOLO wasp & bee classifier beehi ve sentinel | Edge Linux + Hailo | Biosecurit y Act 1993, Animal Welfare Act 1999 | RPi 5 1 6GB + Hailo-10H | | [AquaGuard-Portal](https ://github.com/fivepanelhat/AquaGuard-Portal) | Water runoff, sediment, & turbidity telemet ry | Edge Linux | RMA 1991, Horizons One Plan , regional consents | RPi 5 16GB + Hailo-10H | | [SoilGuard-Portal](https://github.com/fi vepanelhat/SoilGuard-Portal) | Soil N-P-K, pH , & moisture crop control | Edge Linux | NES- F 2020 (Synthetic N cap), FWFPs | RPi 5 16GB
• Hailo-10H | | [Sovereign-Edge-Firmware](ht tps://github.com/fivepanelhat/Sovereign-Edge- Firmware) | ESP32 sensor firmware + edge hub | Field + Pi hub | Te Mana Raraunga 2018 | RP i 5 16GB hub + ESP32 nodes | | [Front_Line_W hanau](https://github.com/fivepanelhat/Front_ Line_Whanau) | Canonical national whanau / preterm support platform | Web / PWA / Taur i | Privacy Act 2020, Te Tiriti | Vercel + op tional desktop | | whanau-preterm-support- hub | ARCHIVED scaffold - do not contri bute | - | - | Redirect -> Front_Line_Whanau |

agritech beachhead)

Byte Size Kai is the forefront agritech offering on this stack - sovereign multi-modal crop intelligence for m icrogreens and Mana Kai-class growers (Horowh enua field context / Taranaki engineering).

| | Stack role | Domain portal on Coastal -Alpine-Core + Hailo vision + local Ollama |

| Sister portals (background) | SoilGuard , AquaGuard, Sting-Operation | | Problems ( summary) | Rural cloud blackouts; unstructu red sensors; fragmented farm context; complia nce pressure; data sovereignty on whenua | | Solution (summary) | Multi-modal edge por tal on RPi 5 16GB + Hailo-10H, Core SDK, ESP3 2 firmware, HITL actuation | | Economy / jo bs | Taranaki R&D HQ, field install/support pathways, primary-sector productivity, onsho re data value - see [Byte Size Kai README](ht tps://github.com/fivepanelhat/Byte-Size-Kai#p roblems-we-are-solving) |

l product: Front Line Whanau

| Product | [Front_Line_Whanau](https://gi thub.com/fivepanelhat/Front_Line_Whanau) - na tional whanau / frontline support platform |

| Problems (summary) | Fragmented support , NICU information overload, role mismatch, e quity gaps, sensitive data risk | | Solutio n (summary) | Dual portals, national direct ory, self-service uploads, privacy-first vaul t, AI draft/prepare only | | **Economy / jobs ** | Frontline capacity, NGO efficiency, regi onal equity, care-sector digital skills - not clinician replacement |

s (CAT design targets)

CAT Gold / Platinum / Diamond labels are internal design maturit y targets for a pre-seed company not third- party certifications or claims of enterprise production fleets.

| Repo | Layer | Design focus | | :--- | :--- | :--- | | Weaver | Orchestration + multi-tenant RAG | HITL, t enant isolation | | Aether | Agentic com panion + computer use | Explainability, fairn ess, skills | | Coastal-Alpine-Core | Ed ge SDK + security primitives | Encryption, de vice posture | | coastal-alpine-stack | Deploy / remediate / compose | Fail-closed au th patterns, compose/K3s |

hitecture Overview

End-to-end target dat a path on a sovereign edge node, hybridised w ith the Aether companion. Design intent: sensors and actuators stay on-farm; inference and orchestration stay local. Develop on W indows or Linux; target deploy on RPi 5.

Diagrams: Architecture images and Mermai d maps describe the target product architec ture for this pre-seed stack. They are engi neering design maps not claims of large-scale commercial fleet deployment.


rs (readable map same target layers as the im age)

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}}%%
flowchart TB
 classDef hw fi
ll:#0c4a6e,stroke:#38bdf8,stroke-width:2px,co
lor:#f0f9ff
 classDef core fill:#134e4a,strok
e:#2dd4bf,stroke-width:2px,color:#f0fdfa
 cla
ssDef app fill:#1e1b4b,stroke:#a5b4fc,stroke-
width:2px,color:#eef2ff
 classDef ai fill:#3b
0764,stroke:#e879f9,stroke-width:2px,color:#f
df4ff
 classDef fw fill:#422006,stroke:#fbbf2
4,stroke-width:2px,color:#fffbeb
 classDef se
nse fill:#052e16,stroke:#4ade80,stroke-width:
2px,color:#f0fdf4
 classDef companion fill:#4
c1d95,stroke:#c4b5fd,stroke-width:2px,color:#
f5f3ff
 classDef host fill:#052e16,stroke:#86
efac,stroke-width:2px,color:#f0fdf4

 subgrap
h FIELD["Field & marine sensors"]
 direction 
LR
 S1["Water probes<br/>pH | DO | turbidity"
]
 S2["Soil probes<br/>N-P-K | moisture"]
 S3
["Vision / audio<br/>CSI | mics"]
 S4["Hive c
ameras<br/>YOLO streams"]
 end

 subgraph FIR
MWARE["Edge nodes Sovereign-Edge-Firmware"]
 
direction LR
 ESP["ESP32 nodes<br/>mTLS MQTT"
]
 HUB["Pi hub services<br/>Mosquitto | Node-
RED"]
 end

 subgraph RUNTIME["Hybrid runtime
 Core | Weaver | stack | RPi 5 16GB + Hailo-1
0H"]
 direction TB
 K3s["K3s / compose<br/>co
astal-alpine-stack"]
 Core["Coastal-Alpine-Co
re<br/>SecurityGuard | Telemetry | Flywheel |
 portal_core"]
 Weaver["Weaver<br/>LangGraph 
multi-tenant RAG"]
 Ollama["Ollama<br/>Gemma 
4 e4b local LLM"]
 Hailo["Hailo-10H NPU<br/>4
0 TOPS vision accel"]
 end

 subgraph PORTALS
["Domain portals offline agents"]
 direction 
LR
 Blue["Byte Size Kai"]
 Sting["Sting-Opera
tion"]
 Aqua["AquaGuard"]
 Soil["SoilGuard"]

 end

 subgraph ORCH["Aether companion hybrid
 edge AI + computer use"]
 Aether["Aether<br/
>ReAct | skills | HITL | desktop control"]
 e
nd

 subgraph HOSTS["Hosts dual platform"]
 d
irection LR
 Win["Windows 10/11<br/>install.p
s1"]
 Lin["Linux workstation<br/>install.sh"]

 RPi["RPi 5 16GB + Hailo-10H<br/>production 
edge"]
 end

 S1 & S2 & S3 & S4 --> ESP
 ESP 
--> HUB
 HUB --> K3s
 K3s --> Core
 Core --> 
Weaver
 Weaver --> Blue & Sting & Aqua & Soil

 Core --> Ollama
 S3 & S4 --> Hailo
 Aether 
-.->|"skills, CI, HITL, computer use"| Core &
 Weaver
 RUNTIME -.-> HOSTS
 ORCH -.-> Win & 
Lin

 class S1,S2,S3,S4 sense
 class ESP,HUB 
fw
 class K3s,Ollama,Hailo hw
 class Core cor
e
 class Weaver,Blue,Sting,Aqua,Soil app
 cla
ss Aether companion
 class Win,Lin,RPi host
`
``

 | Layer | What runs | Why it matters |
 
| :--- | :--- | :--- |
 | **Sensors** | Probe
s, cameras, audio | Capture stays local to wh
enua / farm |
 | **Firmware** | ESP32 + mTLS 
MQTT | Hardened field devices, no cloud telem
etry bus |
 | **Hybrid runtime** | Core + Wea
ver + stack + Ollama + Hailo | Shared SDK, mu
lti-tenant routing, offline inference |
 | **
Portals** | Domain agents | **Byte Size Kai**
 (agritech lead), biosecurity, water, soil |

 | **Aether** | Companion + computer use | HI
TL, skills, remediation, desktop control (Win
/Linux) |
 | **Hosts** | Windows | Linux | RP
i 5 | Same hybrid packages; dual-platform ins
tallers |

---

## Install Windows + Linux

T
he hybrid foundation repos ship **one-line in
stallers** for both platforms. Production edg
e remains **RPi 5 (Linux)**; Windows and Linu
x workstations are first-class for developmen
t.

### Prerequisites

 | | Linux (Ubuntu / D
ebian / RPi OS) | Windows 10/11 |
 | :--- | :
--- | :--- |
 | **Python** | 3.10+ (`python3`
, `python3-venv`, `python3-pip`) | 3.10+ from
 [python.org](https://www.python.org/download
s/) **Add to PATH** |
 | **Git** | `sudo apt-
get install -y git` | [Git for Windows](https
://git-scm.com/) |
 | **Build tools** | `sudo
 apt-get install -y build-essential python3-d
ev` | Usually not required for pure Python |

 | **Ollama** | [ollama.com](https://ollama.c
om) install script | [Windows installer](http
s://ollama.com/download/windows) |
 | **Power
Shell** | | 5.1+ or 7+; if scripts blocked: `
Set-ExecutionPolicy -Scope CurrentUser Remote
Signed` |
 | **Docker** (optional) | `docker.
io` / compose for stack services | [Docker De
sktop](https://www.docker.com/products/docker
-desktop/) |

```bash
# Linux system packages
 (Debian/Ubuntu/RPi OS)
sudo apt-get update
s
udo apt-get install -y python3 python3-dev py
thon3-venv python3-pip git build-essential
``
`

### One-line installers

#### Coastal-Alpi
ne-Core (shared SDK)

<details open>
<summary
><strong>Linux / macOS</strong></summary>

``
`bash
curl -fsSL https://raw.githubuserconten
t.com/fivepanelhat/Coastal-Alpine-Core/main/i
nstall.sh | bash

irm https://raw.git
hubusercontent.com/fivepanelhat/Coastal-Alpin
e-Core/main/install.ps1 | iex

< details open>

curl -fsSL https:
//raw.githubusercontent.com/fivepanelhat/Weav
er/main/install.sh | bash
# or from a clone: 
python3 bootstrap.py

irm https://raw
.githubusercontent.com/fivepanelhat/Weaver/ma
in/install.ps1 | iex
# or from a clone: pytho
n bootstrap.py

curl -fsSL https://raw.git
hubusercontent.com/fivepanelhat/Aether/main/i
nstall.sh | bash
aether doctor

irm h
ttps://raw.githubusercontent.com/fivepanelhat
/Aether/main/install.ps1 | iex
aether doctor

c
url -fsSL https://raw.githubusercontent.com/f
ivepanelhat/coastal-alpine-stack/main/install
.sh | bash

irm https://raw.githubuse
rcontent.com/fivepanelhat/coastal-alpine-stac
k/main/install.ps1 | iex

ollama pull gemma4:e4b
 # Weaver / portals / edge
ollama pull qwen2.
5-coder:7b # Aether text
ollama pull qwen2.5-
vl:7b # Aether computer-use vision