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Rene Fichtmueller
7d005ba1f3 data: add Cisco 8000 accuracy migration (031) 
Documents all Cisco 8000 research findings as idempotent SQL migration:
- 8201-32FH: Silicon One Q200 (not Q100), full description, features, use_cases
- 8608: modular chassis type, corrected description
- NEW: 8812 (12-slot), 8818 (18-slot) modular chassis
- NEW: 8800-LC-36FH (36×400G QSFP-DD), 8800-LC-48H (48×100G QSFP28) line cards

flexbox_notes covers:
- IOS XR EEPROM/PID check behavior (TX laser disabled on unknown PID)
- transceiver permit pid all (per-interface, NOT global)
- DCO license required per 100G for ZR/ZR+ coherent optics (all vendors)
- No RTU license for grey non-coherent optics
- TAC refusal + PFM alarm on override
- IOS XR upgrade risk for 3rd-party optics
- DOM monitoring may show incorrect values
- Flexoptix FlexBox Cisco Systems mode = native PID, no override needed
 2026-04-09 09:09:23 +02:00
Rene Fichtmueller
cf75eee8ad feat: linecard system support, Cisco 8000 accuracy, price anomaly detection 
API/finder:
- Add modular chassis support: sibling linecards fetched when is_linecard=true
- Add chassis linecards when system_type=modular
- Extend switch response: system_type, is_linecard, chassis_model, slot_type,
  flexbox_compat_mode, flexbox_notes, description, switching_capacity_tbps,
  total_ports, category, lifecycle_status, features, use_cases, linecards[]

API/transceivers:
- Filter price_observations with COALESCE(is_anomalous, false) = false
  (direct prices + comparable market prices)

Scraper/db:
- Add PRICE_BOUNDS map (per form-factor min/max USD sanity bounds)
- Add isPriceAnomalous() — marks DB price_observations as is_anomalous=true
- Add competitor_verified flag: set true when valid competitor price stored
- upsertPriceObservation: skip prices outside sanity bounds, set competitor_verified

Scraper/hash:
- contentHash() now accepts Record<string,unknown> | string (union type)
  to support both structured objects and legacy string callers

Scrapers (skylane, tscom, wiitek):
- Fix contentHash() call signature: pass objects not JSON.stringify strings
- Fix wiitek: remove invalid 'name' param, fix t.id → transceiverId

Migrations:
- Add is_anomalous, competitor_verified, competitor_verified_at,
  image_primary columns
- Recreate sync_fully_verified trigger to include competitor_verified
- Add is_linecard, chassis_model, system_type, slot_type,
  flexbox_compat_mode, flexbox_notes to switches table
 2026-04-09 09:06:22 +02:00
Rene Fichtmueller
240e7f46f2 feat(scraper): add SOCKS5 proxy rotation for fs-com, atgbics, gbics scrapers 
Routes requests through CT130/131/132 proxy pool (192.168.178.77/76/74:1080)
when PROXY_URLS env var is set. Uses ProxyConfiguration from crawlee for
PlaywrightCrawler scrapers and socks-proxy-agent for fetch-based scrapers.
 2026-04-08 08:17:49 +02:00
Rene Fichtmueller
772ce2074d feat: add blog training articles 056-100 for fo-blog-v3 fine-tuning 
45 expert articles covering: Cisco/Juniper/Arista optic compatibility mechanics,
100G/400G/800G optics selection, DWDM/ROADM/WSS architecture, fiber standards,
coherent pluggables, AI cluster optics, carrier timing, EEPROM programming,
market pricing 2026, hyperscale procurement, transceiver failure analysis, and more.
 2026-04-07 08:59:16 +02:00
Rene Fichtmueller
12a19639fd fix: seed script accepts category as fallback for missing type field 2026-04-07 01:24:15 +02:00
Rene Fichtmueller
0572ab5a71 feat: add blog training articles 041-055 for fo-blog-v2 fine-tuning 
15 expert articles covering: CPO/silicon photonics 2026, 800G OSFP vs QSFP-DD,
400ZR/OpenZR+/ZR+ comparison, laser safety, OSNR/link budget, counterfeit detection,
DOM deep dive, 400G DR4/FR4/LR4, WDM primer, temp grades, spine-leaf strategy,
proactive replacement, OEM lock-in, OM3/4/5, lifecycle management.
 2026-04-07 01:08:27 +02:00
Rene Fichtmueller
99fca6b531 feat(training): add blog-031 through blog-040 — 10 expert articles 
Topics: CWDM4/PSM4, MSA compliance, DAC/AOC TCO, grey vs DWDM,
ESD damage, tunable DWDM, FEC deep-dive, CPO hype cycle,
CMIS 4.0, vendor evaluation. Ø 1,180 words each.
 2026-04-06 18:15:46 +02:00
Rene Fichtmueller
51af249361 Merge remote-tracking branch 'github/main' 
# Conflicts:
#	packages/api/src/llm/fo-blog-pipeline.ts
#	packages/api/src/routes/blog.ts
#	packages/scraper/src/scheduler.ts
#	packages/scraper/src/scrapers/fs-com.ts
#	packages/scraper/src/scrapers/gbics.ts
 2026-04-06 18:03:36 +02:00
Rene Fichtmueller
285a91b945 feat(training): add blog-016 through blog-030 — 15 expert training articles 
Adds 15 Sonnet-quality blog articles for fo-blog-v1 fine-tuning:
tutorials, comparisons, tech deep-dives covering 400G/800G topics.
Also adds seed-blog-training-data.py script for learning_corpus import.
 2026-04-06 17:59:14 +02:00
Rene Fichtmueller
bf06993b63 ui: show creation time (HH:MM) alongside date in blog list 2026-04-06 17:07:05 +02:00
Rene Fichtmueller
3928755c60 fix: correct verified badge, comparable pricing, and clickable product images 
- Reset details_verified=false for 298 products where reach_label is empty (DB migration)
- Runtime check in dashboard: dVer requires non-empty reach_label regardless of DB flag
- comparable price query: treat reach_meters=0 same as NULL so 800G OSFP products
  find FS.com equivalent prices (was blocked by reach_meters=0 != NULL shortcircuit)
- Product image area now fully clickable with vendor link overlay when product_page_url exists
- Clear wrong image for O.Czz8HG.z.R (was showing unrelated OSFP product image)
 2026-04-06 10:24:39 +02:00
Rene Fichtmueller
8f060d0159 feat(training): add blog-014 new_product and blog-015 competitor_analysis 
Completes training data coverage for all 8 blog types:
market_alert(2), comparison(1), technology_deep_dive(4), tutorial(3),
hype_cycle(1), buying_guide(1), migration_guide(1), new_product(1),
competitor_analysis(1) — 15 gold-standard articles total
 2026-04-06 04:16:00 +02:00
Rene Fichtmueller
4acf293690 fix(llm): checkHealth uses key presence check, not live API call 
Live Anthropic API call during health check causes 429 when the pipeline
is actively running, blocking all subsequent regenerate requests.
 2026-04-06 04:07:21 +02:00
Rene Fichtmueller
f7bdee9583 feat: add 2 more gold-standard blog training articles (13 total) 
- blog-012: technology_deep_dive — coherent vs direct-detect decision framework
- blog-013: market_alert — transceiver price cycle, when to buy

Training set now covers: market_alert(2), comparison(1), technology_deep_dive(4),
tutorial(3), hype_cycle(1), buying_guide(1), migration_guide(1) — 13 total
 2026-04-06 03:09:55 +02:00
Rene Fichtmueller
de05bbbec8 docs: update training data README to reflect 11 articles 2026-04-06 02:55:34 +02:00
Rene Fichtmueller
b8e6a62c7b feat: add 4 more gold-standard blog training articles for BlogLLM 
Adding diverse topic coverage:
- blog-008: buying_guide — OEM vs compatible real cost numbers
- blog-009: migration_guide — 100G→400G what actually breaks
- blog-010: technology_deep_dive — QSFP-DD vs OSFP form factor reality
- blog-011: tutorial — transceiver procurement checklist

All follow FO rules: no markdown headers in body, no bullet lists,
one thesis, engineer voice, ~1000 words. Total training set: 11 articles.
 2026-04-06 02:55:10 +02:00
Rene Fichtmueller
72033ff5c5 fix(blog): fix claudeQueue deadlock from recursive 429 retry 
The generateClaude() function was recursively calling itself inside
enqueueClaude(), creating a circular Promise dependency that permanently
deadlocked the claudeQueue. Any 429 rate-limit response would poison
the queue, blocking all future Claude API calls until server restart.

Fixes:
- Split retries into claudeApiCall() which is called from enqueueClaude
  (not re-entering the queue on retry = no circular dependency)
- Max 3 retries with increasing backoff (10s/30s/60s)
- Add resetClaudeQueue() exported function
- Add 15-minute auto-reset stall detection to enqueueClaude
- Expose resetClaudeQueue in POST /api/blog/llm/reset-queue endpoint
- Fix merge conflict markers in index.ts (duplicate scraperRouter import)
 2026-04-06 02:51:28 +02:00
Rene Fichtmueller
55de4920b2 feat(sql): migrations 026+027 for price cleanup and FS.COM EUR fix 
026: Remove invalid price observations (sub-manufacturing-cost), disable
     optictransceiver.com (domain repurposed as plant shop), fix verification
     function to accept low/medium/high data_confidence values
027: Clean up FS.COM USD→EUR converted prices, force re-scrape with
     new de.fs.com EUR-primary scraper
 2026-04-06 02:22:00 +02:00
Rene Fichtmueller
2e852e0a2f fix(scrapers): replace bot User-Agents with Chrome UA + disable dead domain 
- 16 commercial scrapers: replace TIP-Bot/1.0 with Chrome/120 UA
  (GBICS confirmed returning 0 bytes for bot UA, Chrome UA returns 200KB)
- gbics.ts: fix User-Agent (was returning empty HTML, now returns products)
- optictransceiver.ts: disable — domain repurposed as plant shop (2026-04-06)
  Alocasia Regal Shield is not a transceiver.
 2026-04-06 02:17:50 +02:00
Rene Fichtmueller
80aa85961b feat: add 7 gold-standard blog training articles for BlogLLM 
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.
 2026-04-06 01:58:05 +02:00
Rene Fichtmueller
dfe86fb347 fix(scraper): switch fs-com to de.fs.com for EUR prices as primary source 
EUR prices scraped verbatim from de.fs.com — no conversion needed.
USD derivation (EUR→USD) happens downstream, not EUR←USD.
Fixes price discrepancy: TIP showed USD 999×0.92=EUR 866 vs real €948 on de.fs.com.
 2026-04-06 01:24:47 +02:00
Rene Fichtmueller
e4e432d9fa fix: parsePrice requires currency symbol + uses largest number to avoid misreads 
Root cause of fake prices (e.g. 1.30 for 800G OSFP):
- parsePrice accepted any bare number without currency symbol
- Could misread stock counts, page numbers, or CSS values as prices
- Also picked the first number, not the main price

Fix:
- Require explicit currency symbol or decimal format (1234.56)
- Use the LARGEST number found in the price string
- Returns price=0 (rejected) when no valid price pattern found
 2026-04-06 01:19:25 +02:00
Rene Fichtmueller
a35817c96d fix: preserve user-provided title in blog generation + price floor validation 
- blog/generate now uses caller title when provided; falls back to template
- Migration 027: hard price floor by speed class in verification function
  (no medians, no estimates — only real prices above minimum thresholds)
- Deleted 474 obviously wrong price observations (shipping costs scraped as prices)
 2026-04-06 01:14:37 +02:00
Rene Fichtmueller
df8d1e797c fix: show price_verified_eur as fallback price + strict badge logic 
- Price column now shows price_verified_eur (in EUR, dimmed) when street_price_usd is null
  Fixes: FS.COM products showing dash while being marked fully verified
- Badge logic now requires visible price AND image_verified AND details_verified
  No more badge when price displays as dash — all requirements must be visually present
 2026-04-06 01:04:44 +02:00
Rene Fichtmueller
b6928265bf fix: serialize Claude API calls via queue to prevent 429 rate-limit spam 
Tier-1 Anthropic API has 40K TPM — with ~20K tokens per pipeline step,
concurrent calls immediately hit the limit. enqueueClaude() serializes
all generateClaude() calls so only one runs at a time, eliminating
the flood of 429-retry-429-retry loops.
 2026-04-06 00:57:03 +02:00
Rene Fichtmueller
cf04549b1b feat: add Anthropic Claude provider to blog LLM client 
- Auto-routes to Claude API when BLOG_LLM_PROVIDER=anthropic + ANTHROPIC_API_KEY set
- Fallback to Ollama queue when key not present
- Add rate-limit retry (429 → 10s backoff) for Claude API
- Add STEP_TECHNICAL_SANITY, STEP_SELF_HEAL, STEP_TITLE_CONTRACT_CHECK prompts
- Fix STEP_LINKEDIN_POST angle-specific hooks, remove Gold Reference repetition
 2026-04-06 00:21:48 +02:00
Rene Fichtmueller
c43e1f881a fix(blog): hard story blacklist in STEP4 + LinkedIn — ban 2AM/dirty connector/lab-vs-prod stories 
10 specific story patterns banned directly in draft prompt.
LinkedIn banned hooks: 'Everything looks fine', 'CRC creeping', 'Same optics same setup'.
Title Contract now injected into STEP4 as binding constraint.
 2026-04-05 23:55:56 +02:00
Rene Fichtmueller
80435f8e07 feat(blog): Post to Ghost + LinkedIn buttons in dashboard 
- 'Post on blog.fichtmueller.org' → publishes via Ghost Admin API
- 'Post on LinkedIn' → modal with text + copy + open LinkedIn
- Ghost integration: TIP Blog Engine (JWT auth, mobiledoc format)
 2026-04-05 23:33:58 +02:00
Rene Fichtmueller
3913372f10 feat(blog): Title Contract + Technical Sanity Check + Self-Heal + angle-aware LinkedIn generator 
Pipeline now has 21 steps:
- STEP0: Title Contract binds LLM to headline promise
- STEP19: Technical Sanity Check (optical engineering accuracy)
- STEP20: Self-Heal (auto-fix technical errors preserving tone)
- STEP21: Title Contract Verification (final gate check)
- LinkedIn generator is now angle-aware (no more default Physical Layer hook)
 2026-04-05 23:11:16 +02:00
Rene Fichtmueller
8e0eda6c41 fix(blog): anti-repetition engine — 6 angle types, forbidden structures, existing article context injection 2026-04-05 22:47:15 +02:00
Rene Fichtmueller
438225cf7c fix(blog): raise word target to 1200-1600, fix power-budget false positive in validateArticle 2026-04-05 20:49:22 +02:00
Rene Fichtmueller
1434037d29 fix(scraper): use false instead of null for image_verified on insert 2026-04-05 12:15:10 +02:00
Rene Fichtmueller
308cf8e774 feat(dashboard): add data verification status section to overview tab 2026-04-05 12:11:23 +02:00
Rene Fichtmueller
7c7d9f7b51 fix: make /api/hot-topics public — dashboard fetch has no auth token 2026-04-05 12:07:44 +02:00
Rene Fichtmueller
e6d042f827 fix: resolve merge conflict in index.ts + add untracked blog-sll, news, sql migration 2026-04-05 11:51:07 +02:00
root
5d8768b43b fix: mount blogSllRouter + scraperRouter — SLL and Crawler Intelligence routes were missing 2026-04-05 09:50:30 +00:00
Rene Fichtmueller
8cc19011f4 feat(scraper): all pricing scrapers to 2h 24/7 — full competitor coverage, no gaps 2026-04-05 01:32:08 +02:00
Rene Fichtmueller
44244a22a1 feat: 4th verification criterion (Competitor) + scraper frequency FS/10Gtek/ProLabs to 2h 2026-04-05 01:28:46 +02:00
Rene Fichtmueller
e4dfd2a2db feat(blog): AEM/APM pipeline steps + SLL context builder + LinkedIn v2 prompts 2026-04-05 01:26:09 +02:00
Rene Fichtmueller
95a8aa8552 fix: include linkedin_post in GET /api/blog response for SLL matching 2026-04-05 01:24:52 +02:00
Rene Fichtmueller
931588fffd fix(verification): 100% Verified Badge war dramatisch zu großzügig 
KERNPROBLEME BEHOBEN:
1. ATGBICS part_number = URL slug statt echte OEM-Nummer
   extractOemPartNumber() entfernt -r-compatible-transceiver-* Suffix
   + trailing Vendor-Namen (nokia, cisco, juniper, ...)
   Ergebnis: 3he16564aa-nokia-r-compatible-transceiver-... → 3HE16564AA

2. reach_label = '' (leer) wurde als details_verified akzeptiert
   IS NOT NULL erlaubt leere Strings → Fix: AND reach_label != ''

3. details_verified = true trotz garbled part_number
   Neue Kriterien: NOT ILIKE '%-compatible-transceiver%'
                   NOT ILIKE '%-r-compatible%'

4. data_confidence Werte falsch in Funktion ('scraped_unverified' etc)
   Echte Werte: low/medium/high/garbage → NOT IN ('garbage','unknown')

ERGEBNIS nach recompute_all_verification():
  fully_verified: 3.654 → 581 (Badge war 6x übertrieben)
  details_verified: inflated → 1.075 (korrekt)

ATGBICS Scraper:
  - extractOemPartNumber() für collection und product detail pages
  - detectReach() jetzt auch auf URL-slug (120km im slug → reach_label)

Price Anomaly Detection:
  - API: price_anomaly field wenn max/min ratio ≥ 10x
  - Dashboard: ⚠ Preisanomalie Banner mit Ratio + EUR Range

SQL 025: Part number cleanup (30 records), reach from slug (12 records)
 2026-04-04 15:41:57 +02:00
Rene Fichtmueller
1e789f67eb fix(scrapers): Flexoptix Catalog zeigt 0 records statt 963 
SCRAPERS list used 'flexoptix-catalog' as DB lookup key but vendors.slug
is 'flexoptix' — no match → 0 records shown.

Fix: added dbSlug override field to SCRAPERS entries; lookup now uses
dbSlug || name so flexoptix-catalog/vendors/supported all map to
the correct 'flexoptix' slug in sourceMap.
 2026-04-04 15:26:04 +02:00
Rene Fichtmueller
fea0b0fb66 feat: blog engine v5 — Auto-Kill Layer, 16-step pipeline, longer content 
Upgrades FO Blog Pipeline from 14 to 16 steps:
- NEW Step 8d: Auto-Kill Layer v1.0 (10 systematic categories A-J)
- NEW Step 15: Auto-Kill Scoring (cleanliness, narrative, non-AI, relevance)
- Updated banned phrases from Gold-standard editorial feedback
- Soft Delete List for conditional phrases
- Auto-Kill categories: spec blocks, formulas, section leakage,
  generic transitions, repeated concepts, SKU mentions, false authority,
  over-explained basics, whitepaper tone, fake precision

Content length changes per user feedback:
- Blog target: 1,200-2,000 words (was 700-1,000) — thorough and detailed
- LinkedIn target: 2,000-2,800 chars (was 350-600) — use maximum length
- Reduction pass: 25-30% cut (was 15-25%) — remove weak, keep depth
 2026-04-04 11:02:45 +02:00
Rene Fichtmueller
ede4f5b966 feat: blog engine v3 — 8-stage pipeline with Auto-Kill Layer 
Complete rewrite of blog prompts and pipeline based on editorial
Gold-standard feedback. Replaces 3-pass system with 8-stage pipeline:

1. Master generation (narrative voice, no spec dumps)
2. Narrative Control (kill visible structure, enforce flow)
3. Auto-Kill Layer (remove AI phrases, spec residue, repetition)
4. Reduction Engine (cut 40% — keep strongest ideas only)
5. Depth pass (add specifics where vague, no spec dumps)
6. Quality Control (hard delete list validation)
7. Procurement layer (optional, sales audience)
8. LinkedIn post generation (new)

Key changes:
- System prompt rewritten with Hard Delete List (29 banned phrases)
- Soft Delete List for conditional phrases
- Auto-Kill categories A-J (spec blocks, formulas, whitepaper tone, etc.)
- Master prompts enforce continuous narrative, no section headings
- Word count targets reduced (800-1200 instead of 1500+)
- Scoring pass added (cleanliness, narrative, non-AI feel, relevance)
- LinkedIn companion post auto-generated
- Context data injection reduced (fewer items, no dump instructions)
 2026-04-04 10:52:31 +02:00
Rene Fichtmueller
c509251109 feat(blog): Spec dump hard fail + Gold Standards 6 + LinkedIn v2 
- System prompt: SPEC DUMP ABSOLUTE HARD FAIL block (before FORMAT rules)
  TX/RX tables, multi-optic comparison blocks, repeated sections = hard fail
  Behavioral prose rule: "what actually happens" not "what the spec says"

- STEP9 QA: check 12a SPEC DUMP — removes datasheet blocks, flags
  duplicate sections (e.g. "fiber types" twice), spec-heavy intros

- Gold Standard 6: 400G/800G deep dive corrected (8.8→10/10)
  zero spec tables, pure behavioral narrative, 3 core ideas max,
  ending is reframe not checklist

- LinkedIn Gold Example 2: sharper short format (346 chars vs 700)
  reframe hook, short beats without bullet markers, no emoji, 4 hashtags

- STEP_LINKEDIN_POST: rewritten with new gold format
  optimal 350-600 chars, beat rhythm, no bullet markers, gold example inline

- WRONG PATTERNS: +7 new entries (spec dump, duplicate section,
  LinkedIn bullet list, LinkedIn "excited to share" hook, LinkedIn >800 chars)
 2026-04-04 09:32:01 +02:00
Rene Fichtmueller
4f631fc61e feat(blog): Reduction Engine v1.0 + LaTeX/connector hard fails 
- Replace STEP8b_REDUCTION with 5-pass Reduction Engine:
  Pass 1: Repetition Kill (one concept, one home)
  Pass 2: Tech Prune (LaTeX hard delete, SKU removal, formula prose replacement)
  Pass 3: Flow Rebuild (close gaps after cuts, no new content)
  Pass 4: Weight Correction (title/content alignment throughout)
  Pass 5: Humanization (rhythm variation, hedge removal, punch ending)
  Target: 700-1000 words (600-1300 range, warnings outside)

- System prompt + STEP9 QA: add hard fails for
  LaTeX formulas (\[...\], \frac{}, \text{} etc) — destroys blog flow
  DR4 connector error (DR4=MPO-12, not LC duplex; FR4=LC duplex)
  Title/content mismatch (title topic must be the spine, not just the intro)

- Gold Standard 5: market alert / pricing article template
  (correct title alignment, no LaTeX, DR4=MPO-12, ending on topic)

- WRONG PATTERNS extended with 4 new entries covering above failures

- blog.ts: step log messages updated to 11-14/14; word count
  output shows % reduction and range warning (>1300 or <600)
 2026-04-04 08:57:21 +02:00
Rene Fichtmueller
d6adb5600f ui: blog detail — separate blog article + linkedin post sections with copy buttons and char count badge 2026-04-04 08:35:33 +02:00
Rene Fichtmueller
3431ccbebc chore: changelog — blog engine v5 + linkedin post 2026-04-04 2026-04-04 08:30:54 +02:00
Rene Fichtmueller
1e19365e96 feat: blog engine v5 — narrative control + linkedin post + min words fix 
- STEP4b_NARRATIVE_CONTROL: new pipeline step after draft; detects wrong
  narrative (technology blamed instead of processes), applies anti-FUD filter,
  reality reframe ("this becomes a problem when..."), Flexoptix voice check
- System prompt: NARRATIVE CONTROL RULE added as absolute rule #1
- Gold Standard 4: corrected "compatible vs OEM" article added as reference
- Minimum words: STEP4 raised from 1500 to 2500 words (final output was 750)
- Reduction pass: 25-35% → 15-25%, target 1500-2000 words final
- STEP_LINKEDIN_POST: generates LinkedIn post ≤2800 chars (hard limit 3000);
  stores in blog_drafts.linkedin_post + linkedin_char_count column
- Pipeline now 14 steps: v5-narrative-control
- Migration 024: linkedin_post + linkedin_char_count columns in blog_drafts
 2026-04-04 08:30:27 +02:00
Rene Fichtmueller
be9209ffbd chore: changelog — proxy network geo/uptime fixes 2026-04-04 2026-04-04 08:15:58 +02:00