DRAFTFIG. HABANERO-SOV-01

UNDER DEVELOPMENTApple Silicon MetalLocal Quantized LLMsC11 Atomics Lock-FreeTopological DAG

G0-G7 Hardware GauntletApple Clang C11Playwright 0 CLS0 Cloud Latency

HABANERO - Sovereign AI Engine

1. the problem

Cloud frontier models (Sonnet 3.5, Opus) require high-latency external APIs, proprietary telemetry, and corporate refusal guardrails that block legitimate low-level systems engineering, firmware analysis, and private data workflows. Engineering a 100% offline, airgapped compound AI work-engineer on Apple Silicon that matches frontier model synthesis quality while enforcing deterministic C11 compilation and headless browser verification.

INTERACTIVE PIPELINESWIPE ⇄Click any box to inspect architecture

STAGE 01 // Chief Architect Intent DAG
ROLE: Decomposes high-level intent into strongly typed Work Orders, maps topological dependency waves, and computes SHA-256 contract hashes to freeze schemas.
// Chief Architect: Topological DAG wave resolution
const manifest = {
  work_order_id: "WO-SYS-041",
  target: "src/ring_buffer.c",
  contract_hash: "4e9f7a22b8c9d1...", // Frozen SHA-256
  dependencies: ["include/ring_buffer.h"],
  invariants: ["_Alignas(64)", "memory_order_acquire/release"]
};
INVARIANT: Contracts frozen at Chief Architect wave cannot be mutated by downstream worker agents.
FAILURE GUARD: Gate G0 halts pipeline immediately upon contract drift or schema interface divergence.

2. what i built

Sovereign compound AI platform and deterministic verification engine on Apple Silicon:

Multi-agent topological DAG scheduler

SHA-256 contract-hash freezing (Gate G0)

Apple Clang C11 compiler gate (Gate G2)

Headless Playwright mobile audit (Gate G5)

WCAG AAA 14:1 contrast checker (Gate G4)

C11 lock-free ring buffer (_Alignas(64))

Apple Silicon Metal memory governor (<=7.5 GB)

Closed-loop AST compiler self-repair

Tamper-proof Sovereignty Seal (SOV-WH-*)

100% airgapped zero-telemetry loopback

25/25 sovereign benchmark pass rate

Zero layout shift (CLS = 0.0000)

3. problems i had to crack

Click card to view root cause & code diff

Ainterface drift in parallel sub-agents

▼ DIFF

When multiple specialized sub-agents (Systems Worker, UI Worker, Vector Artist) executed in parallel, independent interpretation of schemas caused breaking API divergence at the integration gate. Fix: Implemented Chief Architect contract-hash freezing (Gate G0). All shared interfaces are SHA-256 hashed and frozen before execution waves launch.

Bunified memory pressure during 32b reasoning

▼ DIFF

Running DeepSeek R1 32B for deep mathematical reasoning on a 16 GB Apple Silicon machine risked memory eviction and macOS swap thrashing. Fix: Engineered dynamic Metal memory governors that restrict active model RAM to 7.5 GB, leaving 8.0 GB or more dedicated for OS multitasking and headless test runners.

Capple clang missing-prototype stops

▼ DIFF

Quantized LLMs frequently synthesize bare C functions without explicit forward declarations, immediately tripping Apple Clang's -Wmissing-prototypes flag. Fix: Built a closed-loop self-healing AST repair engine that intercepts Clang stderr diagnostics and automatically synthesizes missing header prototypes.

Dhorizontal mobile layout shifts

▼ DIFF

Synthesized frontend code frequently suffered from subtle 1px container overflow on 375px mobile viewports, degrading mobile user experience. Fix: Added Gate G5 running headless Playwright at 375x812 viewport, mathematically asserting document.documentElement.scrollWidth === window.innerWidth and CLS === 0.000.

100% AIRGAPPED SOVEREIGN AI. 0 outbound network requests, 0 external CDN dependencies, 100% local Apple Silicon loopback.

PROJECT	HABANERO ENGINE
DRAWN BY	BIDYA B. NANDA
STATUS	UNDER DEVELOPMENT // SOVEREIGN AI

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