ASIM ANSARI // INTERNAL HARNESS
INTERNAL INTELLIGENCE SYSTEM // GOOGLE ANTIGRAVITY SDK

LIZ // AUTONOMOUS PARTNER

My personal autonomous AI partner, cognitive harness, and externalized digital brain built on Google Antigravity and the Open Knowledge Format (OKF v0.1). Solves ADHD cognitive overload and session amnesia by decoupling active codebases from meta-tracking.

Google Antigravity SDK Centralized Cortex (.liz/) OKF v0.1 Spec ADHD Cognitive Harness Zero Repo Pollution
SIGNAL // PRIVATE WORKSTATION HARNESS
Workstation Operational Brain: liz.asimansari.com operates exclusively as my local workstation cognitive partner. Built on the Google Antigravity SDK, it manages workspace governance, project state, and custom skill execution without external public hosting.
[01] CONTEXT & EVOLUTION

WHY I BUILT LIZ: THE STORY

THE FRICTION // THE COGNITIVE BOTTLENECK

Context Switching & Session Amnesia

I have ADHD. When switching between complex distributed codebases—from sub-1B SLM distillation to enterprise Java ledgers—cognitive context-switching is exhausting.

Standard AI assistants behave as passive chatbots: they forget architectural invariants between sessions, dump temporary markdown scratchpads inside git repositories, and require constant re-prompting. I didn't need another generic chatbot; I needed Liz—an autonomous partner, holding collaborator, and proactive digital brain that remembers.

THE ARCHITECTURE // BUILT ON ANTIGRAVITY

The Centralized Cortex (OKF v0.1)

I engineered Liz on top of the Google Antigravity (AGY) SDK. Liz is my autonomous partner with deterministic wake-up routines, reactive tool calling, and background task management.

Instead of polluting code repositories, Liz operates via a Centralized Cortex (`.liz/`) adhering to the Open Knowledge Format (OKF v0.1). Codebases remain 100% pristine while domain memory, active bugs, and milestones are tracked centrally.

[02] CORE RESPONSIBILITIES

WHAT LIZ DOES IN MY WORKSPACE

01 // AUTONOMOUS PAIR PROGRAMMER

Executes multi-step refactors, validates codebases with AST tree walkers, and explains why before acting. Built on Antigravity's subagent coordination layer.

02 // ADHD COGNITIVE OFFLOADER

Enforces an ultra-crisp, bite-sized communication standard. Eliminates text walls, manages active goals in current-goal.md, and preserves mental energy.

03 // DEDICATED TOOL DISPATCHER

Invokes sandboxed Python skills (e.g. ai_tutor for LangGraph Feynman drills, report_generator for automated daily updates, chat_exporter) inside isolated virtual environments.

[03] SYSTEM PIPELINE

CORTEX LIFECYCLE & EXECUTION HARNESS

STAGE 01 WAKE-UP

Wake-Up Protocol

Reads master registry (PROJECTS.md), governance rules (WORKSPACE_RULES.md), and custom tools (SKILLS.md) on boot.

BOOTSTRAP Master Registry & Rules
STAGE 02 ISOLATION

Context Switching

Dynamically pulls project-specific memory from .liz/<project>/ without contaminating context with unrelated codebase state.

ROUTING Isolated Project Scope
STAGE 03 OKF v0.1

Knowledge Structure

Enforces YAML frontmatter schema (type: project_context) and progressive disclosure index.md across all concept files.

SCHEMA OKF v0.1 Specification
STAGE 04 DISPATCH

Skill Execution

Invokes sandboxed Python skills (e.g. ai_tutor, report_generator, chat_exporter) within dedicated virtual environments.

TOOLS Dedicated Skill venv
STAGE 05 MUTATION

Memory Persistence

Atomically synchronizes milestones, active bugs, and remaining tasks back to the Centralized Cortex and dumps chat sessions.

PERSISTENCE Atomic Cortex Ledger
[04] ARCHITECTURAL SPECIFICATION

CENTRALIZED CORTEX FILE STRUCTURE

ascii // cortex_tree.txt TREE
~/liz/
├── .liz/                           # Centralized Cognitive Cortex (OKF v0.1)
│   ├── PROJECTS.md                 # Master Projects Registry (Source of Truth)
│   ├── WORKSPACE_RULES.md          # Operating governance & ADHD communication protocol
│   ├── SKILLS.md                   # Custom tool bridges & execution policies
│   ├── index.md                    # Root OKF bundle entrypoint (okf_version: "0.1")
│   ├── <project-name>/             # Isolated project memory bank
│   │   ├── index.md                # Progressive disclosure directory index
│   │   ├── context.md              # Long-term domain architecture & memory
│   │   ├── current-goal.md         # Active milestone under execution
│   │   ├── progress.md             # Chronological accomplishment ledger
│   │   ├── state.md                # Git branch, environment & runtime state
│   │   ├── active-bugs.md          # Quarantined bug register
│   │   └── remaining-features.md   # Architectural roadmap
│   └── skills/                     # Sandboxed agent skills and virtual environment
└── chats/                          # Exported structured session transcripts