- Temperature Range: COM→'0-70°C (COM)', IND→'-40-85°C (IND)'
- GET /api/transceivers/🆔 returns competitor_prices[] from price_observations
- Detail view: verification summary bar (★ 100% VERIFIED / partial)
- Detail view: Current Prices section with vendor, price, verified badge, date, link
- Detail view: tag tooltips on vendor/category/market_status chips
- List view: new Verified column with 100% stamp or price check
- Optical Budget: TX Power Min/Max labels clarified
- Panel close button: high-contrast rgba background, 38px, bold ×, shadow
- Detail view: full product name (SKU + description) shown above image
- List view: NAME column shows part_number on line 1, descriptive name line 2
- txDescName() helper builds name from description field or constructs from specs
DB (017-verification-tags.sql):
- New columns: price_verified, price_verified_eur, price_verified_url, price_verified_at
- New columns: image_verified, details_verified, fully_verified, fully_verified_at
- compute_transceiver_verification(uuid): per-product verification logic
• price_verified: real scraped URL + price > 0 + observed in last 30 days
• image_verified: R2 stored OR image_url from known vendor CDNs (flexoptix.net, fs.com, etc.), no placeholder
• details_verified: product_page_url + all core fields (form_factor, speed, reach, fiber_type, part_number) populated
• fully_verified: all three true simultaneously
- recompute_all_verification(): bulk recompute, returns stats
- Initial run: 3575 price_verified, 1173 image_verified, 1380 details_verified, 258 fully_verified
- Indexes on price_verified, fully_verified for fast filtering
- v_verified_products view
API finder.ts:
- SELECT now includes all verification fields
- Response maps: price_verified, price_verified_eur, price_verified_url, image_verified, details_verified, fully_verified
API health.ts:
- verification block: counts + coverage percentages in /api/health
Dashboard Finder:
- 'Verified Price': green checkmark ✓ next to price, tooltip explains source
- '100% Verified' stamp: dark green gradient badge top of card, card gets green border
- 'price source ↗' link to original scraped URL
- Summary bar: 'X × 100% Verified · Y with verified prices'
- New 'Finder' tab between Switches and Blog Engine
- Search by switch model (free text), filter by speed
- Quick-access buttons: Nexus 93180, Nexus 9332D, Arista 7280R3A, Juniper QFX5120
- Results grouped by speed class (400G QSFP-DD, 100G QSFP28, etc.)
- Shows: part number, vendor, reach, fiber type, connector, verified price, stock status
- Flexoptix products highlighted with orange left border + FLEXOPTIX badge
- Buy link → flexoptix.net for each result
- Uses existing /api/finder endpoint with 33,993 compatibility entries
gatherBlogData():
- Fetches real prices from price_observations (last 30 days) per product
- Filters transceivers by speed extracted from topic keywords
- Enriches every product with verified_prices array + has_verified_price flag
- Joins DB products with vector search results (DB first — they have real prices)
contextData injection (blog.ts):
- [PRODUCT] lines: exact standard_name, form_factor, speed, reach, connector, dBm specs, Watts
- [VERIFIED PRICE] lines: real EUR/USD price, vendor, observed date, source URL
- [NO VERIFIED PRICE IN DB]: explicit tag — LLM must not invent a number
- [NO PRODUCT DATA AVAILABLE]: fallback when DB returns nothing
fo-blog-pipeline.ts system prompt:
- DATA INTEGRITY RULES block: prices/part numbers/vendors ONLY from context
- Never approximate with ~€350 or 'typically $200-600' for specific products
- Power specs only from [PRODUCT] data or REFERENCE VALUES
STEP4 context instructions:
- Explicit rules on how to use [VERIFIED PRICE] vs [NO VERIFIED PRICE]
- Invented data = HARD FAIL in QA
STEP9 QA — 3 new hard fail checks (30, 31, 32):
- Check 30: invented prices → remove or replace with flexoptix.net reference
- Check 31: invented part numbers → remove, use class name instead
- Check 32: invented vendor names → remove if not in known list
- Expanded research pool to 9 topics (was 3), evergreen to 12 (was 3)
- Conference topics: added Photonics West, CIOE, NFOEC follow-up, year-end review
- Standards topics: 3 rotating variants (IEEE tracker, SFF-8024 registry, OIF CEI-112G)
- seededShuffle(): day-of-year as seed — stable within the day, different every day
- API response adds refreshes_at (next midnight UTC) for frontend countdown
- Dashboard subtitle shows 'rotates daily · next refresh in Xh'
- Hot topic cards now pass full title + angle into generateBlog() correctly
- Fix SR4/DR4 fiber count: both use 8 fibers (4TX+4RX), difference is MMF vs SMF
- Fix power per port: 400G=10-15W/port, 800G=15-25W/port (not 1kW/port)
- Fix pricing context: always distinguish OEM ($1-5K) vs compatible ($200-600)
- Add HARD RULES 15-21: fiber count, power, pricing, no markdown headers,
max 6 sections, no repeated topics, flow over format
- Add QA CALIBRATION FAILS 16-21: same rules enforced at QA step
- Add fiber/power reference tables with correct values
- Strip markdown (##/###/####/**) from all output — plain text only
- Add Style B gold example (10/10 validated prose article)
- Update STEP5 reality injection with correct SR4→DR4 description
- Update STEP8 kill-AI-tone to strip markdown headers + merge duplicates
- 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
