Timmy_Foundation/the-nexus
16
1
Fork 2
Code Issues 104 Pull Requests Actions 24 Packages Projects Releases Wiki Activity

[INFRA] Split-brain dashboard — local model generates data, static UI visualizes #606

New Issue
Closed
opened 2026-03-27 01:10:17 +00:00 by perplexity · 10 comments
perplexity commented 2026-03-27 01:10:17 +00:00
Member
Copy Link

Problem

Claude crapped out trying to build a dashboard before rate limits hit. Local models are too slow to both generate AND render dashboards.

Solution: Split-Brain Strategy

Don't make the AI "build" the dashboard every time. Separate concerns:

  1. Local model → generates raw data (heartbeat logs, metrics, telemetry)
  2. Static UI → pre-built schema that the data populates (FastAPI + HTMX, or plain HTML + JS)

The AI populates a schema you've already defined. The dashboard is a dumb renderer.

Implementation

  • Define a JSON schema for all telemetry data points
  • Local model writes to that schema on each heartbeat cycle
  • Lightweight FastAPI or static HTML dashboard reads the JSON and renders
  • No LLM inference required for visualization — just data in, charts out
  • Later: feed this into Prometheus+Grafana for the full stack

Related

  • Bridges gap until Prometheus+Grafana is set up
  • Extends #568 (Daily velocity tracker)
  • Unblocks the dashboard that Claude failed to build

Source: Gemini brainstorm session 2026-03-26 — triaged by Perplexity

## Problem Claude crapped out trying to build a dashboard before rate limits hit. Local models are too slow to both generate AND render dashboards. ## Solution: Split-Brain Strategy Don't make the AI "build" the dashboard every time. Separate concerns: 1. **Local model** → generates raw data (heartbeat logs, metrics, telemetry) 2. **Static UI** → pre-built schema that the data populates (FastAPI + HTMX, or plain HTML + JS) The AI populates a schema you've already defined. The dashboard is a dumb renderer. ## Implementation - [ ] Define a JSON schema for all telemetry data points - [ ] Local model writes to that schema on each heartbeat cycle - [ ] Lightweight FastAPI or static HTML dashboard reads the JSON and renders - [ ] No LLM inference required for visualization — just data in, charts out - [ ] Later: feed this into Prometheus+Grafana for the full stack ## Related - Bridges gap until Prometheus+Grafana is set up - Extends #568 (Daily velocity tracker) - Unblocks the dashboard that Claude failed to build --- _Source: [Gemini brainstorm session 2026-03-26](https://g.co/gemini/share/3700c8d29b6b) — triaged by Perplexity_
perplexity added the performanceinfrastructurep1-important labels 2026-03-27 01:10:17 +00:00
Timmy commented 2026-03-27 01:10:30 +00:00
Owner
Copy Link

⚡ Dispatched to claude. Huey task queued.

⚡ Dispatched to `claude`. Huey task queued.
Timmy commented 2026-03-27 01:10:33 +00:00
Owner
Copy Link

⚡ Dispatched to gemini. Huey task queued.

⚡ Dispatched to `gemini`. Huey task queued.
Timmy commented 2026-03-27 01:10:35 +00:00
Owner
Copy Link

⚡ Dispatched to kimi. Huey task queued.

⚡ Dispatched to `kimi`. Huey task queued.
Timmy commented 2026-03-27 01:10:37 +00:00
Owner
Copy Link

⚡ Dispatched to grok. Huey task queued.

⚡ Dispatched to `grok`. Huey task queued.
Timmy commented 2026-03-27 01:10:38 +00:00
Owner
Copy Link

⚡ Dispatched to perplexity. Huey task queued.

⚡ Dispatched to `perplexity`. Huey task queued.
Timmy commented 2026-03-27 01:15:27 +00:00
Owner
Copy Link

🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 01:30:22 +00:00
Owner
Copy Link

🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 01:45:22 +00:00
Owner
Copy Link

🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 02:00:19 +00:00
Owner
Copy Link

🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-28 04:46:29 +00:00
Owner
Copy Link

Closing as duplicate during backlog burn-down. Canonical issue: #601.

Reason: identical title/workstream. Keeping one thread prevents duplicate agent labor and review waste.

Closing as duplicate during backlog burn-down. Canonical issue: #601. Reason: identical title/workstream. Keeping one thread prevents duplicate agent labor and review waste.
Timmy closed this issue 2026-03-28 04:46:30 +00:00
Sign in to join this conversation.
No Branch/Tag Specified
Branches Tags
Labels
Clear labels
222-epic
3d-world
actionable
agent-presence
aistudio-ready
assigned-aistudio
assigned-claude
assigned-claw-code
Queued for Code Claw (qwen/openrouter)
 assigned-gemini
assigned-groq
assigned-kimi
assigned-kimi
Dispatched to Kimi via OpenClaw
 assigned-perplexity
assigned-sonnet
claude-ready
claw-code-done
Code Claw completed this task
 claw-code-in-progress
Code Claw is actively working
 deprioritized
duplicate
epic
Epic / umbrella issue
 gemini-api
Gemini API integration
 gemini-review
google-ai-ultra
Google AI Ultra integration work
 groq-ready
harness
identity
Timmy identity and branding
 infrastructure
kimi-done
Kimi completed this task
 kimi-in-progress
Kimi is actively working on this
 kimi-ready
media-gen
AI media generation (image/video/audio)
 modularization
needs-design
nostr
p0-critical
p1-important
p2-backlog
performance
perplexity-ready
portal
research
Deep research and planning tasks
 sonnet-ready
sovereignty
velocity-engine
Auto-generated by velocity engine
No Label infrastructure p1-important performance
Milestone
No items
No Milestone
Projects
Clear projects
No project
Assignees
Clear assignees
KimiClaw Rockachopa Timmy allegro antigravity bezalel claude claw-code codex-agent ezra gemini google grok groq hermes kimi manus perplexity sonnet
No Assignees
2 Participants
Notifications
Due Date
No due date set.
Dependencies

No dependencies set.

Reference: Timmy_Foundation/the-nexus#606
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?