Desktop control
UI Automation helpers inspect a target window and act on a unique observed control.
AI ENGINEERING / WINDOWS AUTOMATION
Local AI, grounded in the desktop.
A local assistant integration for Bionic that connects language and vision models with Windows UI Automation, browser workflows and persistent retrieval. The engineering focus is observable actions, bounded retries and explicit verification.
Local integration prototypeLocal model routing
A primary language model stays loaded while CPU vision and embedding sidecars are used temporarily.
Hybrid memory
Explicitly supplied notes combine SQLite FTS5 retrieval with embedding similarity.
Browser workflows
Playwright runs in a temporary Edge context, separate from personal profiles.
INTERACTIVE PORTFOLIO ILLUSTRATION
Explore the workflow.
Task: verify a local test form
Observe → act → verify
Step through a simplified explanation of the private system. This does not run an agent or execute commands.
Ready. Start the replay to inspect the test window.
SYSTEM DESIGN
Architecture at a glance.
01User task
02Local model
03Private orchestration
04UIA / browser / vision
05Verify result
06Explicit memory
Python · PowerShell · Windows UIA · Playwright / Edge · SQLite FTS5 · LM Studio · Qwen · Nomic embeddings
SOURCE EVIDENCE
What was actually built
The saved end-to-end report dated 25 September 2026 records PASS, 3 unit/integration tests, vision and window-text recognition, memory retrieval and sidecar unloading. Recorded duration: 102.93 seconds. This is historical local evidence, not a new run or a general reliability benchmark.
SCOPE & LIMITATIONS
What this demonstration means
Retry guidance is behavioral, not an engine-level circuit breaker. A recent screenshot cannot guarantee unchanged screen content. Vision on CPU trades speed for GPU memory headroom. This public replay cannot operate a computer.
Discuss a project with RegalFire.
Use the profile to explore more engineering work and start a discussion about scope.
Public / private boundary
Dispatcher, system prompts, computer-control implementation, model configurations, persistent memories, screenshots of personal windows and complete source code. These remain private.