2c3cc69a78
Comprehensive B2B technical blog training dataset combining deep optical networking domain expertise (Articles 102-180) with scientific content engineering (Articles 181-228). Coverage: - Phase 1 (Foundation): Optical diagnostics, transceiver validation, DWDM strategy, vendor lock-in, vertical markets, 5G/6G optics - Phase 2 (Deep Technical): 400G/800G coherent, PAM-4/8 modulation, silicon photonics, troubleshooting mastery - Phase 3 (Vertical Markets): FinTech, CDN, government, manufacturing, edge computing, telco carrier-grade, quantum networking - Phase 4 (Specialized/Emerging): CXL/RoCE, observability, DR/BCP, capacity planning, DCI design - Phase 5 (Operations/Management): Testing, vendor relationships, zero trust, program management, troubleshooting scenarios - Phase 6-9 (Synthesis): OSI model, security layers, manufacturers, competitive landscape, practical building, project management - Phase 11-12 (Content Engineering): NLP persuasion, blog writing science, hook engineering, visual design, B2B psychology, A/B testing, AI prompt engineering - Phase 13-15 (Strategic Excellence): SEO, brand voice, case studies, newsletters, analytics, analyst relations, webinars, advocacy, product launches, crisis comms, internationalization, community - Phase 16-18 (Advanced/Final): ABM, marketing automation, employee advocacy, interactive content, original research, AI ethics, governance, IR content, generative AI future, privacy, accessibility Stats: 127 files, ~57,977 lines, ~700,000 words, quality_score: 9 Frontmatter: YAML with training_data:true flag for fine-tuner pipeline Target: BlogLLM fine-tuning via packages/fine-tuner → GGUF → Ollama
BlogLLM Training Data — Flexoptix Reference Articles
Gold-standard blog posts generated by Claude Sonnet (claude-sonnet-4-20250514) following the strict FO Blog Pipeline rules. These serve as reference examples for fine-tuning and training the BlogLLM.
Articles
| File | Title | Type | Score |
|---|---|---|---|
| blog-001-400g-dr4-price-war.md | 400G DR4 Prices Are Moving... | market_alert | 9/10 |
| blog-002-vendor-lock-in-optics.md | The Hidden Tax in Your Transceiver Budget | comparison | 9/10 |
| blog-003-silicon-photonics.md | Silicon Photonics Is Shipping... | technology_deep_dive | 9/10 |
| blog-004-400g-migration-fiber-plant.md | Your 100G Fiber Plant Is Not Ready for 400G | tutorial | 9/10 |
| blog-005-coherent-400zr-reality.md | 400ZR Is Not What the Vendor Presentations Said | technology_deep_dive | 9/10 |
| blog-006-dom-diagnostics.md | Reading DOM Data Correctly | tutorial | 9/10 |
| blog-007-800g-readiness.md | 800G Is Shipping. Your Infrastructure Probably Isn't Ready. | hype_cycle | 9/10 |
| blog-008-oem-vs-compatible-real-numbers.md | OEM vs Compatible Transceivers: The Numbers Nobody Publishes | buying_guide | 9/10 |
| blog-009-100g-to-400g-migration-what-breaks.md | 100G to 400G Migration: What Actually Breaks and Why | migration_guide | 9/10 |
| blog-010-qsfp-dd-vs-osfp-form-factor-reality.md | QSFP-DD vs OSFP: The Form Factor War That Already Ended | technology_deep_dive | 9/10 |
| blog-011-transceiver-procurement-checklist.md | The Transceiver Procurement Checklist Nobody Gave You | tutorial | 9/10 |
| blog-012-coherent-vs-direct-detect-decision.md | Coherent vs. Direct Detect: The Decision Your Network Will Make for the Next Decade | technology_deep_dive | 9/10 |
| blog-013-price-drop-timing-when-to-buy.md | When to Buy: Reading the Transceiver Price Cycle Before It Reads You | market_alert | 9/10 |
| blog-014-800g-new-products-what-ships.md | 800G Is Shipping: What's Actually Available and What You Can Deploy Today | new_product | 9/10 |
| blog-015-compatible-vendor-comparison-who-to-trust.md | Compatible Transceiver Vendors in 2026: Who Does the Testing and Who Just Says They Do | competitor_analysis | 9/10 |
Quality Rules Met (per article)
All articles were generated under strict constraints:
- No markdown headers (##, ###) anywhere in body
- No bullet lists as structural elements
- No LaTeX formulas
- No banned AI phrases ("leverage", "optimize", "game-changer", etc.)
- No spec dumps or comparison tables
- No OEM pricing presented as compatible pricing
- No sales language ("BUY / AVOID", verdict blocks)
- DR4 connector: MPO-12 (never LC)
- DR4 wavelength: 1310nm (never 1550nm)
- 400ZR and DR4 treated as distinct technologies
- No per-port power figures >25W
- No made-up part numbers
- Only CMOS/physics-grounded values
- One core thesis per article
- Flexoptix FINAL OUTCOME TEST: reader finishes ready to validate properly, not defaulting to OEM
Usage for BlogLLM Training
- Import these as positive examples into the fine-tuning dataset
- Each article is ~800-1200 words (production blog length)
- Type field maps to generation template types in
fo-blog-pipeline.ts - These represent the output quality gate — generated articles should be compared to these for scoring
Adding More Training Data
Generate via API: POST /api/blog/generate with use_llm: "fo_pipeline" + Claude provider, then export from DB as additional training examples.