9f0ba2069c
Reference quality articles covering: 400G DR4 pricing, vendor lock-in, silicon photonics, fiber plant readiness, 400ZR reality check, DOM diagnostics, 800G readiness. All follow strict FO Blog Pipeline rules — no markdown headers, no spec dumps, one thesis per article.
46 lines
2.3 KiB
Markdown
46 lines
2.3 KiB
Markdown
# BlogLLM Training Data — Flexoptix Reference Articles
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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.
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## Articles
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| File | Title | Type | Score |
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|------|-------|------|-------|
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| blog-001-400g-dr4-price-war.md | 400G DR4 Prices Are Moving... | market_alert | 9/10 |
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| blog-002-vendor-lock-in-optics.md | The Hidden Tax in Your Transceiver Budget | comparison | 9/10 |
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| blog-003-silicon-photonics.md | Silicon Photonics Is Shipping... | technology_deep_dive | 9/10 |
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| blog-004-400g-migration-fiber-plant.md | Your 100G Fiber Plant Is Not Ready for 400G | tutorial | 9/10 |
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| blog-005-coherent-400zr-reality.md | 400ZR Is Not What the Vendor Presentations Said | technology_deep_dive | 9/10 |
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| blog-006-dom-diagnostics.md | Reading DOM Data Correctly | tutorial | 9/10 |
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| blog-007-800g-readiness.md | 800G Is Shipping. Your Infrastructure Probably Isn't Ready. | hype_cycle | 9/10 |
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## Quality Rules Met (per article)
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All articles were generated under strict constraints:
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- No markdown headers (##, ###) anywhere in body
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- No bullet lists as structural elements
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- No LaTeX formulas
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- No banned AI phrases ("leverage", "optimize", "game-changer", etc.)
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- No spec dumps or comparison tables
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- No OEM pricing presented as compatible pricing
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- No sales language ("BUY / AVOID", verdict blocks)
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- DR4 connector: MPO-12 (never LC)
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- DR4 wavelength: 1310nm (never 1550nm)
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- 400ZR and DR4 treated as distinct technologies
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- No per-port power figures >25W
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- No made-up part numbers
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- Only CMOS/physics-grounded values
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- One core thesis per article
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- Flexoptix FINAL OUTCOME TEST: reader finishes ready to validate properly, not defaulting to OEM
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## Usage for BlogLLM Training
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1. Import these as positive examples into the fine-tuning dataset
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2. Each article is ~800-1200 words (production blog length)
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3. Type field maps to generation template types in `fo-blog-pipeline.ts`
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4. These represent the output quality gate — generated articles should be compared to these for scoring
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## Adding More Training Data
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Generate via API: `POST /api/blog/generate` with `use_llm: "fo_pipeline"` + Claude provider, then export from DB as additional training examples.
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