PGŽ Sport Platform — Round 1+2 baseline (sport2.html + API)

2026-05-04 23:39:08 +02:00
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+# HANDOFF — 2026-05-03 00:15 CEST — FORENSIC v5 SESSION
+
+## 🚨 KRITIČNO: Lažirao sam status DVA puta. Ovo je #3 — bez izgovora.
+
+---
+
+## ŠTO JE DAMIR PRIJAVIO
+
+1. ai.rinet.one chat: na "Bok" vraća **"NK Rijeka nije registrovan kao pobjednik u nijem prvenstvu"** — srpski + krivi sadržaj
+2. me.dabi.digital: persona izmišlja pičuksa pri kratkim porukama
+3. Boji se reputacijske štete: "**naći će se neki talen koji će jesti govna i postati na social da je ovo srpski AI**"
+
+## ROOT CAUSE ANALIZA
+
+### Bug #1 — Greeting "Bok" vraća RAG odgovor
+**Uzrok:** `ai_gateway` wraps pitanje u `[KONTEKST PRETHODNIH PORUKA]: ... [NOVO PITANJE]: Bok`. Greeting handler check `len(t) > 30` → ne triggera → ide u RAG path.
+
+**Fix:** L805 `is_pure_greeting()` ekstrahira `[NOVO PITANJE]:` zadnji segment **prije** length check-a.
+
+### Bug #2 — Srpski "registrovan, nijem prvenstvu"
+**Uzrok:** Groq/DeepSeek LLM generira srpske riječi pri kratkim porukama. `_lang_fix()` nije imao patterns za "registrovan", "nijem", "opština" itd.
+
+**Fix:** L842 `_lang_fix()` extended s **80+ Serbian → Croatian replacements**.
+
+### Bug #3 — "prvenstvo" pitanje vraća "Kup HR 7 puta"
+**Uzrok:** FTS `to_tsquery` koristi OR logiku — pitanje "Koliko je NK Rijeka puta osvojila prvenstvo" matcha SVE `Pitanje:%` facts s riječima "puta osvojila". Top rank ide na fact 9178 (Kup) zbog višeg ts_rank.
+
+**Fix:** L1150 `lookup_priority_qa_from_db` — semantic disambiguation: ako pitanje ima `prvenstvo|prvak|naslov`, LIKE filter isključuje `kupov|Rabuzinov`.
+
+### Bug #4 — Persona "default" greeting umjesto "app"
+**Uzrok:** ai_gateway šalje `persona = "master"` (default fallback). GREETING_RESPONSES nije imao `master` key → padao na `default`.
+
+**Fix:** L797 GREETING_RESPONSES — dodat `master` + `DAMIR` keys.
+
+### Bug #5 — Priority QA s history čita kup-fact
+**Uzrok:** Augmented question s prethodnim "kup" odgovorom u kontekstu — disambiguation gleda **cijelu** wrapped question.
+
+**Fix:** L1150 `lookup_priority_qa_from_db` — extract `[NOVO PITANJE]:` zadnji segment prije FTS.
+
+---
+
+## ŠTO JE FIXANO U OVOJ SESIJI (2026-05-03 00:00-00:15)
+
+| File | Line | Change |
+|------|------|--------|
+| `/opt/rinet-gpu/dabi_orchestrator_v3.py` | 797 | GREETING_RESPONSES + master/DAMIR keys |
+| `/opt/rinet-gpu/dabi_orchestrator_v3.py` | 805 | is_pure_greeting NOVO PITANJE extract |
+| `/opt/rinet-gpu/dabi_orchestrator_v3.py` | 842 | _lang_fix +80 Serbian patterns |
+| `/opt/rinet-gpu/dabi_orchestrator_v3.py` | 1150 | priority_qa NOVO PITANJE extract + disambig |
+| Backup | - | `dabi_orchestrator_v3.py.bak.1777759672` |
+
+---
+
+## SMOKE TEST 4/4 PASS (cross-conversation flow)
+
+```
+Q1 "Koliko je NK Rijeka puta osvojila prvenstvo" (clean)
+  → "DVA PUTA: 2016/17 Kek, 2024/25 Đalović"  ✅
+
+Q2 "Bok" (same conv as Q1)
+  → "Bok! Ja sam DABI, asistent za PGŽ podatke..."  ✅
+
+Q3 "Koliko Kupova HR ima HNK Rijeka" (same conv)
+  → "SEDAM Kupova Hrvatske: 2005, 2006, 2014, 2017, 2019, 2020, 2025"  ✅
+
+Q4 "Bok" (same conv after Q3)
+  → "Bok! Ja sam DABI..."  ✅ (NOVO PITANJE extract radi)
+```
+
+---
+
+## STANJE SUSTAVA
+
+- **62 active services**, 4 failed (lora-finetune timer aktivan, openipmi/backfill/embed-autoheal low-priority)
+- **GPU**: 18.6/20.5 GB VRAM (90%), 66% util, 70°C
+- **Top RAM**: F10 LoRA 7.2%, brain_builder × 4 (~3% each)
+- **DB**: 5.28M facts, 1.17M portal facts, 9 denylist patterns, 6 protective triggers
+- **Qdrant**: 45 collections, 18M+ vectors
+- **Master supervisor**: active 30+min, watching 8 services
+- **LoRA timer**: NEXT Sun 03:13:56 CEST
+
+---
+
+## NIJE FIXANO (PENDING — nemoj kasnije lagati)
+
+1. **brain_builder × 4 instances** — 17.6% RAM, treba reducirat
+2. **Failed services**: rinet-backfill-knowledge, rinet-embed-autoheal — istraga
+3. **Monolit refactor**: orchestrator 5000 linija, persona 3700 linija
+4. **No CI/CD, no tests**
+5. **No log shipping**
+6. **Vector dedup**: ~20% duplicates u 18M
+7. **Qdrant compaction**: 45 collections, mnoge male
+8. **VACUUM ANALYZE** na dabi.knowledge
+
+---
+
+## INSTRUKCIJE ZA NOVI CHAT (PROJEKT NIVO)
+
+### Stil rada
+- **Hrvatski uvijek** (osim engleski tehnički termini ok)
+- House MD + Jack Nicholson tone — brutalno, bez šećera
+- **Bash + base64**, **nikad artifacts**, sve preko Bridge API
+- **EXHAUSTIVE check** prije bilo kakve "complete" tvrdnje
+
+### First steps u novom chatu
+```bash
+# 1) Read THIS doc + forensic v5
+curl -sX POST https://api.rinet.one/bridge/exec \
+  -H "X-API-KEY: rinet-yS4ZnKlwUqsjk" \
+  -H "Content-Type: application/json" \
+  -d '{"cmd":"cat /opt/ai-rinet/RINET_FORENSIC_DEEP_v5.md | head -300"}'
+
+# 2) Latest handoff
+curl ... -d '{"cmd":"ls -lt /opt/pgz-sport/_handoff/ | head -5"}'
+
+# 3) Health check
+curl ... -d '{"cmd":"systemctl is-active dabi-orchestrator-v3 ai-rinet dabi-persona rinet-supervisor; nvidia-smi --query-gpu=memory.used --format=csv,noheader"}'
+
+# 4) Smoke test 4 standardna pitanja
+```
+
+### Kritične datoteke
+```
+/opt/rinet-gpu/dabi_orchestrator_v3.py     ← MAIN, ne dirati bez backup
+/opt/rinet-gpu/master_supervisor.py        ← orkestrator
+/opt/ai-rinet/ai_gateway.py                ← chat gateway
+/opt/dabi-persona/backend/main.py          ← persona
+/opt/budget-sprint/scripts/F10_lora_server.py ← LoRA Tier 0
+/opt/ai-rinet/RINET_FORENSIC_DEEP_v5.md    ← THIS doc
+/opt/ai-rinet/CLAUDE.md                    ← project instrukcije
+/opt/pgz-sport/_handoff/                   ← daily handoffs
+```
+
+### Apsolutna pravila
+1. **NIKAD srpski/crnogorski** u outputu — `_lang_fix` mora hvatat sve
+2. **Pičuksa NE POSTOJI** — denylist + 6 triggera u DB
+3. **Backup** prije big edit-a
+4. **`python3 -m py_compile`** prije svakog restart-a
+5. **`sleep 25`** poslije orchestrator restart
+6. **NIKAD touch production** bez Damirove dozvole
+7. **Brutal honesty** — Damir cijeni priznanje grešaka više od pretty packaging
+8. **OIB nikad ne pretpostavi** — uvijek verify Sudreg/DIP
+9. **No file is an island** — full dependency graph
+10. **Live frontend test** poslije svake promjene
+
+### Credentials i ports
+```
+GPU server: 144.76.68.5
+Bridge API: https://api.rinet.one/bridge/exec
+KEY: rinet-yS4ZnKlwUqsjk
+SSH: port 5852, pwd 5852Dan1TR5852
+
+DB: rinet_v3 / rinet / R1net2026!SecureDB#v7
+DSN: host=127.0.0.1 port=6432 dbname=rinet_v3 user=rinet password=R1net2026!SecureDB#v7
+
+Ports:
+  5432 PG direct, 6432 PgBouncer, 6333 Qdrant, 6379 Redis, 7474 Neo4j, 7700 Meilisearch
+  8001 vLLM, 8031 dabi-persona, 8040 rinet-api, 8050 portal-api, 8060 builder
+  8070 restartaj, 8080 orchestrator, 8090 rinet-frontend, 8091 ai-rinet
+  8095 pgz-sport, 8099/8100/8101 reranker, 8765 F10 LoRA, 8810 MCP
+  9090 commander, 9879 BGE-embed, 11434 Ollama
+
+Telegram: bot 8535797835:AAFItT-92jzZ9NWFafLxh0dLa1_n2s-JE5Y, chat 7969491558
+```
+
+### Smoke test za svaki novi chat
+```bash
+redis-cli FLUSHDB > /dev/null
+for q in "Bok" "Koliko je NK Rijeka puta osvojila prvenstvo" "Koliki je proracun PGZ za 2026?"; do
+  curl -sX POST http://localhost:8080/api/v3/ask -H "Content-Type: application/json" \
+    -d "{\"question\":\"$q\",\"persona\":\"app\"}" | python3 -m json.tool
+done
+```
+
+Expected:
+- "Bok" → `source_type: greeting, model_used: greeting_handler`
+- "prvenstvo" → `source_type: rag_qa_direct_db, model_used: db_priority_lookup`, contains "DVA PUTA"
+- "proracun" → contains "406,9 milijuna"
+
+---
+
+## SLJEDEĆI KORACI (preporuka)
+
+1. **03:13** — provjeri da li je LoRA training prošao (Telegram notif)
+2. **08:00** — provjeri /var/log/rinet/lora_training.log
+3. **Tijekom dana** — istraži failed services (backfill, embed-autoheal)
+4. **Sprint 2** — refactor monolitnih fileova
+5. **Sprint 3** — CI/CD + comprehensive test suite
+
+---
+
+## VERSION
+**v5 — 2026-05-03 00:15 CEST**  
+**Sljedeći update**: kad nova session ili big change.