"We don’t predict the future of AI. We enforce its Intent."

Welcome to the Intent-Garden, a research and engineering collective dedicated to Deterministic AI. We are building the infrastructure for an era where AI-generated code is no longer a liability, and hardware is no longer a bottleneck.

Modern AI is a "Stochastic Parrot"—powerful but chaotic. At Intent-Garden, we believe that mission-critical systems (Streaming, MedTech, Aerospace) cannot rely on probability alone.

We solve the AI Trust Gap through a three-layer stack:

1. Symbolic Intent (Lisp/Clojure): The "Constitutional Law" of the system.
2. The Enforcer (Babashka/Clang AST): A deterministic gatekeeper that audits AI-generated code against formal logic.
3. Neuromorphic Execution (Decima8): Parallel, probabilistic hardware governed by symbolic constraints.

The heart of our S-OAK (Symbolic Oracle & Architecture Kernel) workflow.

• Target: Saving C and Linux Systems from "Academic Bloat" (Rust).
• Stack: Clojure/Babashka + Clang AST.
• Method: Garden-Tagging. We use AI as a laborer to annotate code, while our Lisp-based Enforcer validates every pointer, mutex, and memory boundary with zero runtime overhead.

While libwui utilizes modern C++ smart pointers, it is now strictly governed by Intent-Garden policies.

We enforce:

• Thread-Affinity: UI mutations are verified to happen on the correct thread.
• Callback Safety: Lambda captures are audited against the widget lifecycle.

Our "Dragonfly" project. A Neuromorphic IDE and Emulator for SRAM-memristor clusters.

• Goal: Moving beyond the Von Neumann bottleneck.
• Concept: A probabilistic neural engine where "synaptic growth" is governed by Intent-Garden contracts. It’s a biological machine with a Lisp-based DNA.

• Intent over Syntax: We don't care how the code is written, as long as it satisfies the Intent.
• Rules over Chaos: We don't try to make AI "smarter" — we make it compliant.
• C over Rust: We preserve the speed of the "Old Steel" by shielding it with "Modern Logic."
• Pragmatism over Academia: We are builders, not linguists. If it doesn't work on an i5-3550, it doesn't work.

We are looking for System Architects, Lisp Hackers, and C-Veterans who are tired of "Vibe-Coding" and ready for Deterministic Engineering.

• Step 1: Define your Intent.
• Step 2: Tag your Code.
• Step 3: Enforce the Law.

"The Era of the Black Box ends. The Era of the Intent-Garden begins." 🌿