- CALIBRATION_GOLD_STANDARD now covers two validated styles: A (structured) and B (prose)
- Style B: no headers, no bullets, 1-3 sentence paragraphs, reframe ending
- STEP8_KILL_AI_TONE: prose conversion option for over-structured articles
- STEP4_MASTER_DRAFT: explicit style choice instruction (A vs B based on angle)
- Gold standard includes exact prose rhythm patterns from 10/10 human-reviewed article
- Wrong patterns expanded: symmetric sections, checklist endings, transition clichés
- POST /api/blog/:id/regenerate — re-runs full 10-step LLM pipeline on existing draft
- Regenerate button visible when quality_issues present or status=review
- SEO keywords now displayed as clickable #hashtags (copy-to-clipboard)
- fo-blog-pipeline: added PoE misuse, DR4 mislabeling, ZR/DR4 conflation as hard QA fails
- fo-blog-pipeline: 14 hard rules in system prompt (was 10)
- fo-blog-pipeline: CALIBRATION_GOLD_STANDARD + withCalibration() from 10/10 human review
- System prompt now includes gold standard example on every pipeline run
Hot Topics:
- Dynamic topics from /api/hot-topics loaded in Blog Engine tab
- 7 data sources (prices, competitors, hype cycle, news, conferences, research, evergreen)
- Urgency badges: BREAKING (red), HOT (orange), TRENDING (yellow), EMERGING (green)
Pipeline Lock:
- Only 1 generation at a time, 'Pipeline Busy' toast on double-click
- Progress bar with step names (external hot-topics.js, no inline hacks)
Blog Delete:
- DELETE /api/blog/:id endpoint
- Delete button (✕) on each blog in list
- 'Delete All Templates' button to clean up test drafts
Fix: dashboard JS extracted to external hot-topics.js to avoid sed quote hell
Hot Topics Engine (GET /api/hot-topics):
- 7 data sources: price movements, competitor alerts, hype cycle transitions,
news articles, conference calendar, research trends, evergreen topics
- Auto-discovers BREAKING/HOT/TRENDING/EMERGING topics
- Dashboard loads topics dynamically with urgency badges and source labels
- Click any topic → generates blog with that angle
Pipeline Lock (critical UX fix):
- Only 1 blog generation at a time (blogPipelineRunning flag)
- 'Pipeline Busy' toast if user clicks while generating
- Lock released on completion, timeout, or error
Dashboard:
- Static 3 cards replaced with dynamic hot topics grid
- 'Refresh Topics' button
- Topics show urgency color (red=breaking, orange=hot, yellow=trending, green=emerging)
- Auto-loads when Blog Engine tab opens
When you click Generate:
- Dark overlay with orange progress bar shows pipeline status
- Live step counter: 'Step 3/10: Outline Generation — decision-driven structure'
- Percentage updates every 15 seconds via API polling
- When done: shows word count + QA score, auto-opens the article
- No more silent template dump — user sees the entire pipeline working
Blog engine was falling back to template because qwen2.5:14b is on Mac Studio (.213),
not on Erik (localhost). Fixed ecosystem.config.js to use 192.168.178.213:11434.
This was the root cause why the 10-step pipeline never executed.
System prompt: 10 HARD RULES (non-negotiable, article fails QA without them)
- Mandatory WHAT BREAKS IN PRODUCTION section (2+ specific failures with symptoms/cause/fix)
- Mandatory HIDDEN COSTS section (cleaning, troubleshooting time, cabling redesign, training)
- Mandatory WHEN NOT TO USE section for every recommendation
- Absolute statement rule: NEVER without conditions/context
- Cabling reality: MPO polarity, SR4→DR4 migration, cleaning requirements
- Brutal hook requirement: not 'If you're still...' but 'You're about to sign a PO. Stop.'
- Minimum 2500 words (was 2000)
Step 5 (Reality Injection): Now checks for ALL mandatory sections and adds if missing
Step 9 (QA Check): Hard fail checks — article is NOT publishable without production failures + hidden costs
Feedback source: Human expert review scoring 7.5/10, targeting 9.5+
- GET /api/datasheets/transceiver/:id — Full datasheet with power budget, pricing, compatibility, HTML export
- GET /api/datasheets/switch/:id — Switch datasheet with compatible transceivers
- GET /api/adoption — Full technology roadmap with maturity indicators
- GET /api/adoption/:technology — Detailed adoption analysis, migration paths, risks, timelines
- All v0.2.0 routes registered in index.ts
Dashboard now uses /api/hype-cycle/enriched for forecast data.
Forecast chart: SVG area chart with adoption % per technology over 5 years.
Regional heatmap: table with market share intensity per region per tech.
Both render below the existing hype cycle table.
Premium dark UI with ambient glow background, glass cards, gradient
text, animated counters, glow effects on hype cycle dots, smooth
transitions, and improved detail panel with regional adoption and
revenue lifecycle data. Fix API data key mismatch (data vs transceivers).
Update REGIONAL_LAGS with data from LightCounting, vendor earnings,
OFC market sessions, and Chinese IPO prospectuses. Add price index
per region and segment mix (hyperscaler/telco/enterprise) for
more accurate regional revenue modeling.
findTechnology used loose includes() matching — '1.6T OSFP-XD' matched
'1G SFP' first because query contained '1'. Now matches exact name first,
then by speed prefix with proper unit parsing (G/T).
- Removed AI-slop gradient header, replaced with compact info bar
- JetBrains Mono for data, Inter for text — proper engineering tool aesthetic
- Unified slide-in detail panel for hype cycle, transceivers, and blog drafts
- Transceiver table: clickable rows open full spec sheet in side panel
- Form factor dropdown filter on transceivers tab
- Blog drafts: click to read full content in panel
- Tighter spacing, smaller fonts, higher information density
- Escape key closes panel, responsive breakpoints
- No gratuitous badges/glow — clean data presentation
Single-file dashboard with 6 tabs: Overview, Semantic Search,
Hype Cycle, Transceivers, News, Blog Engine. Dark theme, no
build step, served as static HTML from Express.
- Overview: health stats, vector collection counts, recent news
- Semantic Search: query across all 6 Qdrant collections
- Hype Cycle: Norton-Bass table with phase colors + position bars
- Transceivers: searchable table with form factor/speed/reach
- News: semantic news search with source links
- Blog: generate drafts from templates, view draft history
Live at: https://transceiver-db.context-x.org/dashboard/
Blog draft engine generates structured markdown from all Qdrant
collections (products, news, FAQ, troubleshooting). Supports 4
topic types: hype_cycle, comparison, new_product, tutorial.
- routes/blog.ts: POST /api/blog/generate, GET/PUT endpoints
- ecosystem.config.js: Added tip-scraper PM2 process
- Scraper scheduler (pg-boss) now running on Erik with 8 job queues
- News scraper running every 6 hours on Erik
