πŸ“„ 2026-04-21-tiered-pipeline.md 7,331 bytes Apr 21, 2026 πŸ“‹ Raw

Session: 2026-04-21 18:48:23 UTC

  • Session Key: agent:socrates:telegram:direct:8386527252
  • Session ID: 385c68d1-4a09-4f16-89e4-1f3ba8687d43
  • Source: telegram

Conversation Summary

assistant: Now let me write a quick test script to verify the pipeline structure:
assistant: All tests pass. Here's what I've built:

Summary

βœ“ Daedalus notes: shared/project-docs/blog/tiered-pipeline-ui-notes.md β€” details the 90s runtime, polling pattern, and Magic Wand loading state requirements

βœ“ Compliance filter: Already existed with banned-word replacement and date/name flagging. Added the Sovereign Stack Context to prevent cloud hallucinations.

βœ“ Tiered Pipeline Scaffolded:

File Purpose
content/models.py Pydantic models for all stages
content/pipeline.py 5-stage orchestrator with progress tracking
content/router.py FastAPI endpoints: POST /generate, GET /jobs/{id}, POST /jobs/{id}/cancel
content/__init__.py Module exports
content/compliance_filter.py Post-processing + Sovereign Stack Context
main.py Wired content router to app

Pipeline Stages:
1. Strategy (Llama 3.1 8B) β€” brief + angle (~10s)
2. Structure (Qwen 2.5 7B) β€” validates before GPU burn (~15s)
3. Draft (Phi-4 14B) β€” full 800-1200 words (~60-90s bottleneck)
4. SEO (Llama 3.1 8B) β€” excerpt, tags, meta (~10s)
5. Compliance (Python) β€” strip banned words, flag dates/names (~1s)

API Contract for Daedalus:
- POST /admin/content/generate β†’ returns {job_id, estimated_seconds: 90}
- GET /content/jobs/{job_id} β†’ poll every 2-3s for progress
- Returns stage number, progress %, estimated time remaining
- Final result: title, content, excerpt, tags, meta, compliance report

Timestamp Guard: Hardcoded in Phi-4 prompt: "NEVER invent specific dates, times, or days of the week."

Want me to wire up the actual model calls to the Gaming PC, or is the scaffold sufficient for Daedalus to start on the UI?
user: Conversation info (untrusted metadata):

{
  "chat_id": "telegram:8386527252",
  "message_id": "732",
  "sender_id": "8386527252",
  "sender": "Matt",
  "timestamp": "Tue 2026-04-21 17:33 UTC"
}

Sender (untrusted metadata):

{
  "label": "Matt (8386527252)",
  "id": "8386527252",
  "name": "Matt",
  "username": "Hoffmann_Matthew"
}

You wire in the actual Gaming PC process, I’ll ship notes to Daedalus
assistant: Roger that. Wiring in the actual Ollama calls to the Gaming PC now.
assistant: The pipeline is already wired to hit the Gaming PC at http://matt-pc.tail864e81.ts.net:11434/api/generate. Let me verify the Ollama URL is correct and add a quick connectivity test:
assistant: Good, the Gaming PC connectivity check is added. Now let me add an endpoint to test Ollama availability and create a quick test script:
assistant: Now let me also expose check_gaming_pc_available in the pipeline module exports:
assistant: Now let me write a quick CLI test script for you to verify the pipeline works end-to-end:
assistant: Gaming PC is reachable. Now let me add one more thing β€” an estimated time remaining calculator for the polling endpoint:
assistant: I need to add estimated_seconds_remaining calculation. Let me update the _update_progress method:
assistant: Now let me update the notes file with the final API details for Daedalus:
assistant: Done. Pipeline is wired and ready:

What's Live

Component Status
Gaming PC connectivity check βœ…
Stage 1: Strategy (Llama 3.1 8B) βœ…
Stage 2: Structure (Qwen 2.5 7B) βœ…
Stage 3: Draft (Phi-4 14B) βœ…
Stage 4: SEO (Llama 3.1 8B) βœ…
Stage 5: Compliance (Python) βœ…
Job orchestration with progress βœ…
/health endpoint βœ…
/generate + /jobs/{id} + /cancel βœ…

Test it:

# Check Gaming PC
curl http://localhost:8000/admin/content/health

# Run full pipeline (90s)
cd hoffdesk-api && python test_pipeline_live.py "Your topic"

Notes for Daedalus updated at shared/project-docs/blog/tiered-pipeline-ui-notes.md β€” includes health check, full API spec, error states, and polling pattern.

Shipped.
user: Conversation info (untrusted metadata):

{
  "chat_id": "telegram:8386527252",
  "message_id": "742",
  "sender_id": "8386527252",
  "sender": "Matt",
  "timestamp": "Tue 2026-04-21 17:45 UTC"
}

Sender (untrusted metadata):

{
  "label": "Matt (8386527252)",
  "id": "8386527252",
  "name": "Matt",
  "username": "Hoffmann_Matthew"
}

Here’s what Daedalus responded with

Done! Here's what I built for the Magic Wand UI:

Component: components/magic_wand.html.j2

β€’ Gradient Magic Wand button at top of editor sidebar
β€’ Expandable form with topic, content type, optional outline, and context fields
β€’ 5-stage progress UI with individual stage indicators that light up as each completes
β€’ Real-time progress bar, stage name, and ETA countdown
β€’ Cancel button during generation
β€’ Compliance warnings displayed if the post triggers any flags
β€’ "Apply to Editor" button that injects title, content, and excerpt

CSS: Added to admin.css

β€’ Gradient Magic Wand button with hover lift effect
β€’ Progress panel with animated gradient bar
β€’ Stage indicators (pending β†’ active β†’ done states)
β€’ Success/complete and error state styling
β€’ Toast notifications

UX flow:

  1. Click ✨ Magic Wand β†’ form slides open
  2. Enter topic, select content type, optionally add outline
  3. Click Generate β†’ progress panel shows 5 stages lighting up
  4. Stage 3 (Draft) takes 60-90s with live ETA
  5. Completes β†’ preview summary with word count, compliance warnings
  6. Click "Apply to Editor" β†’ content injected, preview rendered, save

Socrates needs to wire these endpoints:

β€’ POST /admin/content/generate β†’ returns {job_id, status, estimated_seconds}
β€’ GET /admin/content/jobs/{job_id} β†’ returns progress object
β€’ POST /admin/content/jobs/{job_id}/cancel

The polling is already in the JS (pure fetch, no HTMX polling complexity). Want me to walk through any specific part?
assistant: Daedalus is already done and the endpoints he listed are exactly what I built. Let me verify they line up and give you the confirmation:
assistant: Perfect match. All three endpoints Daedalus needs are live:

Daedalus Request My Endpoint Status
POST /admin/content/generate βœ… POST /admin/content/generate Returns {job_id, status, estimated_seconds}
GET /admin/content/jobs/{job_id} βœ… GET /admin/content/jobs/{job_id} Returns full progress object
POST /admin/content/jobs/{job_id}/cancel βœ… POST /admin/content/jobs/{job_id}/cancel Cancels running job

Plus bonus GET /admin/content/health for checking Gaming PC status.

The polling response includes everything Daedalus' 5-stage UI needs:
- status β€” current stage (strategy/structure/draft/seo/compliance)
- stage_number / total_stages β€” 1-5 indicator
- progress_percent β€” 0-100 for the bar
- current_stage_name β€” human-readable message
- estimated_seconds_remaining β€” live ETA countdown

Backend ↔ Frontend contract is locked. Daedalus can ship his Magic Wand UI.