Rene Fichtmueller
d1d23ce31d
feat(v0.2.1): data confidence tracking + validation + blog feedback system
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- Migration 016: data_confidence column (vendor_verified/enriched_estimated/scraped_unverified)
- Migration 015: blog_feedback table with 8 quality scores + free text
- Validation script: 8 physics-based rules (wavelength↔fiber, reach plausibility, power limits)
- Blog feedback API: POST /api/blog/:id/feedback + training data export
- FO Blog Pipeline v3: 10-step Flexoptix Style prompts (Less bullshit. More engineering.)
- Auto-fix: wavelength↔fiber mismatches corrected automatically
2026-03-31 09:12:37 +02:00
Rene Fichtmueller
531e25b327
chore: bump version to 0.2.0 in health endpoint
2026-03-31 08:59:00 +02:00
Rene Fichtmueller
1f8176bf8e
fix: UUID cast in datasheet routes — use slug-first lookup
2026-03-31 08:58:26 +02:00
Rene Fichtmueller
24a9eba9ce
feat(v0.2.0): datasheets + adoption roadmap + all routes registered
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- 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
2026-03-31 08:57:03 +02:00
Rene Fichtmueller
a69acc4588
feat(v0.2.0): Sales Intelligence Engine — Phase 0+A
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New API routes:
- GET /api/finder — Switch→Flexoptix transceiver finder with FlexBox coding
- GET /api/competitor-alerts — Competitor intelligence (price changes, new products, stock)
- GET /api/forecast/:technology — Sales forecast 3/9/12/18 months + buy/wait/hold signal
- POST /api/transport/plan — Transport system planner (city→city BOM with fiber providers)
New MCP tools:
- find_flexoptix_for_switch — Customer switch → Flexoptix products
- get_competitor_alerts — Competitor monitoring
- plan_transport — Network transport planning
- forecast_sales — Volume/revenue prediction
- generate_blog — Enhanced blog generation
New DB tables (migration 013):
- competitor_alerts, price_changes, flexoptix_product_map
- sales_forecasts, fiber_providers, fiber_routes, cities
- generated_datasheets, blog_series
- Views: v_price_coverage, v_image_coverage, v_switch_flexoptix_finder
Seed data (migration 014):
- 25 European cities with IX/DC locations + coordinates
- 15 fiber providers (euNetworks, Telia, DTAG, Colt, Zayo, etc.)
- 16 fiber routes with pricing (Germany focus)
Infrastructure:
- Scraper scheduler: 2h Flexoptix, 4h FS.com/Optcore (was 6-8h)
- Change detector for competitor price/stock monitoring
- Image downloader utility with coverage tracking
2026-03-31 08:51:22 +02:00
Rene Fichtmueller
814325b349
feat: dashboard v2, blog expansion, market/cable MCP tools, switch asset scrapers, scraper utilities
2026-03-30 08:07:12 +02:00
Rene Fichtmueller
70447def02
feat: massive scraper expansion + hype cycle engine + lifecycle prediction
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New scrapers:
- GBICS.com (BigCommerce, GBP prices, 10 categories, 78 products)
- Juniper HCT (Next.js SSR parser, 475 transceivers with specs/EOL)
- SFPcables.com (Magento store, 16 categories, 78 products)
- Fluxlight (BigCommerce, 6 pages, 118 products)
- Champion ONE (compatible vendor scraper)
Scraper fixes:
- 10Gtek: rewritten to parse HTML spec tables (152 products)
- Flexoptix: fix price extraction from Magento Hyva HTML
- Register all scrapers in CLI (--gbics, --juniper, --sfpcables, etc.)
Hype Cycle Engine enhancements:
- Data-driven enrichment from scraped vendor/price data
- Revenue lifecycle prediction (peak year, decline, revenue index)
- Regional adoption model (NA, China, APAC, Europe, RoW with lag coefficients)
- New API endpoints: /enriched, /lifecycle, /regional/:tech
DB growth: 89 → 1,168 transceivers, 0 → 416 prices, 6 vendors
Qdrant: 1,162 products embedded with nomic-embed-text
Research: Norton-Bass model, standards-to-market timelines, hype signals
2026-03-28 02:30:19 +13:00
Rene Fichtmueller
274b80a4f1
feat: Phase 7 — Blog generator + scraper scheduler activation
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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
2026-03-28 00:32:08 +13:00
Rene Fichtmueller
8bb3b586f3
feat: Phase 5 — OCR pipeline + document/news search
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Docling-powered OCR pipeline: PDF → markdown → chunks → Ollama embed → Qdrant.
News embedding seeder for news_embeddings collection.
Document and news semantic search API endpoints.
- embeddings/ocr-pipeline.ts: Docling convert → chunk → embed pipeline
- embeddings/seed-news.ts: Batch embed news_articles into Qdrant
- routes/documents.ts: POST /api/documents/process, GET /api/documents
- routes/search.ts: GET /search/documents, GET /search/news endpoints
- sql/005-documents.sql: Add chunks_count, processed_at to documents table
- Ollama + nomic-embed-text installed on Erik (CPU mode)
- 89 products + 40 datasheet chunks + 33 news articles in Qdrant
2026-03-28 00:22:01 +13:00
Rene Fichtmueller
6d3e5cc04a
feat: Phase 4 — Vector embeddings + semantic search
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Ollama nomic-embed-text (768 dim) → Qdrant vector search pipeline.
Embeds all 89 transceivers with rich text representation and payload
filters (form_factor, speed_gbps, fiber_type, wdm_type).
- embeddings/client.ts: Ollama embed + Qdrant upsert/search
- embeddings/seed-products.ts: Batch seeder for product_embeddings
- routes/search.ts: GET /api/search, /search/products, /search/stats
- 6 Qdrant collections: products, datasheets, FAQs, manuals, troubleshooting, news
2026-03-28 00:05:29 +13:00
Rene Fichtmueller
eb875f37d2
feat: Phase 3 — Norton-Bass Hype Cycle Engine
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Implements the full Norton-Bass Multigenerational Diffusion Model for
transceiver technology lifecycle forecasting.
Math: Bass diffusion F(t) + logistic adoption S(t) = L / (1 + e^(-k(t-t0)))
Parameters: p (innovation ~0.03), q (imitation ~0.3-0.5), m (market potential)
Phase Classification Engine (composite score):
30% Port shipment share + 20% ASP decline rate + 15% Standards maturity
+ 15% Interop validation + 10% Vendor trajectory + 10% Media sentiment
11 technologies tracked: 1G → 10G → 25G → 40G → 100G → 400G → 800G → 1.6T
+ CPO, LPO, 400ZR Coherent
5-year adoption forecast per technology
API: GET /api/hype-cycle (all) + GET /api/hype-cycle/:tech (detail)
Live: https://transceiver-db.context-x.org/api/hype-cycle
2026-03-27 23:35:57 +13:00
Rene Fichtmueller
e9fb50a248
feat: TIP Phase 0+1 — monorepo, DB schema, API, scraper engine
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Phase 0 - Foundation:
- Restructure into npm workspace monorepo (packages/core, api, scraper)
- PostgreSQL 17 + TimescaleDB schema (15 tables incl. hypertables)
- Docker Compose for local dev (PostgreSQL on 5433 + Qdrant)
- Express 5 API on port 3200 with 6 routes
- Seed script to migrate 159 transceivers + 42 standards from npm package
- Erik server setup script + PM2 ecosystem config
Phase 1 - Scraper Engine:
- Crawlee + Playwright framework with pg-boss scheduler
- FS.com scraper (PlaywrightCrawler, anti-bot workaround)
- Optcore.net scraper (WP REST API enumeration + PlaywrightCrawler)
- Uses /wp-json/wp/v2/product to get 2000+ product URLs
- Playwright renders individual product pages for price extraction
- Cisco TMG Matrix scraper (compatibility data)
- News RSS aggregator (optics.org, SPIE, Network World, Nature Photonics)
- Keyword relevance scoring for transceiver/fiber topics
- xml2js with malformed XML sanitization
- SHA-256 content hashing for change detection (skip unchanged records)
- pg-boss v10 with explicit queue creation before scheduling
2026-03-27 16:27:31 +13:00