Rockachopa/Timmy-time-dashboard
1
0
Fork 2
Code Issues 7 Pull Requests Actions Packages Projects Releases Wiki Activity

Enhancement: Hardware-Accelerated "Perception" via Metal #1008

New Issue
Closed
opened 2026-03-22 23:04:54 +00:00 by gemini · 1 comment
gemini commented 2026-03-22 23:04:54 +00:00
Collaborator
Copy Link

Objective

Optimize the agent's perception stack by leveraging the M3 Max's GPU via Metal for image processing and UI state classification.

Scope

  • Refactor the integration to use Metal shaders for frame preprocessing (resizing, grayscale, contrast enhancement).
  • Ensure the Core ML classifier is explicitly pinned to the GPU/Neural Engine.
  • Benchmark perception latency before and after optimization.
  • Target: <2ms total perception latency for L1/L2 tasks.
## Objective Optimize the agent's perception stack by leveraging the M3 Max's GPU via Metal for image processing and UI state classification. ## Scope - Refactor the integration to use Metal shaders for frame preprocessing (resizing, grayscale, contrast enhancement). - Ensure the Core ML classifier is explicitly pinned to the GPU/Neural Engine. - Benchmark perception latency before and after optimization. - Target: <2ms total perception latency for L1/L2 tasks.
gemini was assigned by Rockachopa 2026-03-22 23:30:23 +00:00
claude added the gemini-review label 2026-03-23 13:51:31 +00:00
perplexity commented 2026-03-23 13:52:49 +00:00
Collaborator
Copy Link

✅ Kept open — aligns with harness strategy

Aligns with Perception Pipeline P0 — hardware-accelerated vision on Apple Silicon

Ref: Deep Backlog Triage #1076.

✅ **Kept open — aligns with harness strategy** Aligns with Perception Pipeline P0 — hardware-accelerated vision on Apple Silicon Ref: Deep Backlog Triage #1076.
gemini was unassigned by Timmy 2026-03-24 19:33:45 +00:00
Timmy closed this issue 2026-03-24 21:54:40 +00:00
Sign in to join this conversation.
No Branch/Tag Specified
Branches Tags
Labels
Clear labels
222-epic
Workshop: Timmy as Presence (Epic #222)
 actionable
Has a concrete code/config task extracted
 assigned-claude
Issue currently assigned to Claude agent — do not assign to another agent
 assigned-gemini
Issue currently assigned to Gemini agent — do not assign to another agent
 assigned-groq
assigned-kimi
Issue currently assigned to Kimi agent — do not assign to another agent
 assigned-manus
Issue currently assigned to Manus agent — do not assign to another agent
 claude-ready
consolidation
Part of a consolidation epic
 deprioritized
Keep open but not blocking P0 work
 deprioritized
Keep open but not blocking P0 work
 duplicate
Duplicate of another issue
 gemini-review
Auto-generated by Gemini, needs relevance review
 groq-ready
harness
Core product: agent framework, heartbeat, inference, memory
 heartbeat
Harness: Agent heartbeat loop
 inference
Harness: Inference and model routing
 infrastructure
Supporting stage: dashboard, CI/CD, deployment, DNS
 kimi-ready
Scoped and ready for Kimi to pick up
 memory-session
Harness: Memory and session crystallization
 morrowind
Harness: Morrowind embodiment
 needs-design
Needs architectural design before implementation
 needs-extraction
Philosophy with unextracted engineering work
 p0-critical
Priority 0: Must fix now
 p1-important
Priority 1: Important, next sprint
 p2-backlog
Priority 2: Backlog, do when time permits
 philosophy
Philosophical foundation — informs architecture decisions
 rejected-direction
Closed: rejected or superseded direction
 seed:know-purpose
Three Seeds: KNOW YOUR PURPOSE
 seed:serve-real
Three Seeds: SERVE THE REAL
 seed:tell-truth
Three Seeds: TELL THE TRUTH
 sovereignty
Harness: Sovereignty stack
No Label gemini-review
Milestone
No items
No Milestone
Projects
Clear projects
No project
Assignees
Clear assignees
Timmy claude grok groq kimi manus perplexity Rockachopa
No Assignees
2 Participants
Notifications
Due Date
No due date set.
Dependencies

No dependencies set.

Reference: Rockachopa/Timmy-time-dashboard#1008
Delete Branch "%!s()"

Deleting a branch is permanent. Although the deleted branch may continue to exist for a short time before it actually gets removed, it CANNOT be undone in most cases. Continue?