# Round 12 โ€” Tower J05-J09 ยท The 5W Parallel Agents **Date**: 2026-04-30 **Time**: 1.5h budget **Status**: โœ… COMPLETE **Round Type**: Tower Floors --- ## ๐ŸŽฏ ื”ืงื•ืžื•ืช ื‘ื”ืŸ ืขื•ืกืง ืกื‘ื‘ ื–ื” ื”ืงื•ืžื” ื”ืงืกื•ืžื”. **5 agents ื‘ืžืงื‘ื™ืœ** ืžื—ืœืฆื™ื 5 ื”-Wื™ (Who/What/When/Where/Why). ื–ื” ื”-streaming heart ืฉืœ ื”-press flow โ€” ื”ืžืฉืชืžืฉ ืจื•ืื” 5 ืฉื“ื•ืช ืžืชืžืœืื™ื ื‘ื• ื–ืžื ื™ืช. ื”ืžื’ื“ืœ **ืžืื™ืฅ** ื›ื™ ื›ืœ W ื”ื•ื agent ืขืฆืžืื™. | # | Station | Field | Latency target | |---|---|---|---| | **J05** | Who Extractor | ืื ืฉื™ื, ื’ื•ืคื™ื, ืžืงื•ืžื•ืช ื™ืขื“ | <1.5s | | **J06** | What Extractor | ืคืขื•ืœื”, ืื™ืจื•ืข, ืชื•ืฆืื” | <1.5s | | **J07** | When Extractor | ื–ืžืŸ ISO + relative + recurring | <1.5s | | **J08** | Where Extractor | ืžืงื•ื ืคื™ื–ื™ + ื .ืฆ + region | <1.5s | | **J09** | Why Extractor | ืกื™ื‘ื”, ืžื˜ืจื”, ื”ืงืฉืจ | <1.5s | **Critical insight**: ืžื›ื™ื•ื•ืŸ ืฉ-5 agents ืจืฆื™ื **ื‘ืžืงื‘ื™ืœ**, ื”-total latency ื”ื•ื max(j05..j09), ืœื sum. ื–ื” ื”ื‘ื“ืœ ื‘ื™ืŸ 7.5 ืฉื ื™ื•ืช โ†’ 1.5 ืฉื ื™ื•ืช. **5x speedup**. --- ## ๐Ÿ—๏ธ ืืจื›ื™ื˜ืงื˜ื•ืจืช ื”ืจื™ืฆื” ื‘ืžืงื‘ื™ืœ ``` [J04 Desk Router output] โฌ‡ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ–ผ โ–ผ asyncio.gather() (Python 3.13 native) โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ–ผ โ–ผ โ–ผ โ–ผ โ–ผ [J05] [J06] [J07] [J08] [J09] Who What When Where Why โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ–ผ โ–ผ โ–ผ โ–ผ โ–ผ Gemini Gemini Gemini Gemini Gemini Flash Flash Flash Flash Flash ~800ms ~1000ms ~600ms ~700ms ~1200ms โ”‚ โ”‚ โ”‚ โ”‚ โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ–ผ Aggregated W5 object + 5w_done event ``` --- ## ๐Ÿค– J05 ยท Who Extractor ### Output schema ```json { "primary": [ { "name": "ืžืฉืจื“ ื”ื‘ื™ื˜ื—ื•ืŸ", "type": "organization", "role": "speaker", "confidence": 0.98 }, { "name": "ื™ื•ืื‘ ื’ืœื ื˜", "type": "person", "role": "subject", "title": "ืฉืจ ื”ื‘ื™ื˜ื—ื•ืŸ", "confidence": 0.94 } ], "secondary": [ { "name": "ืืจื”\"ื‘", "type": "country", "role": "context", "confidence": 0.81 } ], "raw_entities": [...] } ``` ### Why "primary" + "secondary"? - **Primary** = ืžื™ ื”ื ื•ืฉื ืฉืœ ื”ื”ื•ื“ืขื” (max 3 entities) - **Secondary** = ืžื™ ืžื•ื–ื›ืจ ื‘ื”ืงืฉืจ (ื™ื›ื•ืœ ืœื”ื™ื•ืช 10+) - ื”-Writer (J13-J16) ืžืฉืชืžืฉ ื‘-primary ืœื›ื•ืชืจืช + secondary ืœื’ื•ืฃ ### A2UI streaming ื”-LLM ืžื—ื–ื™ืจ structured output, ืื‘ืœ ืœื ืžื—ื›ื™ื ืœืกื•ืฃ. ื›ืœ entity ืฉืžื•ืคืง โ†’ emit immediate: ```jsonl {"version":"v0.9","updateDataModel":{"surfaceId":"...","path":"/w5/who/primary/0","value":{"name":"ืžืฉืจื“ ื”ื‘ื™ื˜ื—ื•ืŸ","type":"organization"}}} {"version":"v0.9","updateDataModel":{"surfaceId":"...","path":"/w5/who/primary/1","value":{"name":"ื™ื•ืื‘ ื’ืœื ื˜","type":"person"}}} ``` ื”-`FiveWBar` component ืžืฆื™ื’ ืื ื™ืžืฆื™ื™ืช typewriter ื›ืœ ืคืขื ืฉืขืจืš ืžื•ื›ื ืก ืœืืจื’ื– `/w5/who/*`. --- ## โš™๏ธ J06 ยท What Extractor ### Output schema ```json { "action": "ืื™ืฉืจื” ืจื›ื™ืฉื”", "object": "12 ืกื•ืœืœื•ืช ื›ื™ืคืช ื‘ืจื–ืœ", "result": "ืชืงืฆื™ื‘ 3.2 ืžื™ืœื™ืืจื“ ืฉ\"ื—", "verb_tense": "past_simple", "implications": [ "ื”ื’ื“ืœื” ืžืฉืžืขื•ืชื™ืช ืฉืœ ืžืขืจืš ื”ื’ื ื” ืื•ื•ื™ืจื™ืช", "ืฉื™ืชื•ืฃ ืคืขื•ืœื” ืืกื˜ืจื˜ื’ื™ ืขื ืจืคืืœ" ], "confidence": 0.92 } ``` ### Why specific structure? - **action + object + result** = ื–ื”ื• "5W ืฉืœ ื”-What" โ€” ืื™ืœื• ืคืขื•ืœื•ืช ื ืขืฉื• - **implications** = ื›ื•ืชื‘ ื™ื•ื“ืข ืื™ืš ืœืคืชื— (J13-J16) - **verb_tense** = SEO + grammar consistency --- ## ๐Ÿ“… J07 ยท When Extractor ื”-W ื”ืงืฉื” ื‘ื™ื•ืชืจ. ืฆืจื™ืš: ### Output schema ```json { "primary_event": { "iso": "2026-04-30T22:00:00+03:00", "natural": "ืืžืฉ ื‘ืฉืขื•ืช ื”ืขืจื‘", "precision": "hour" }, "publication": { "iso": "2026-04-30T23:30:00+03:00", "embargo_until": null }, "timeline": [ { "event": "ื”ื—ืœื˜ื” ื”ืชืงื‘ืœื”", "when": "2026-04-29" }, { "event": "ืคื•ืจืกืžื”", "when": "2026-04-30T22:00:00+03:00" } ], "future_events": [], "is_recurring": false, "confidence": 0.96 } ``` ### ื”ืงื•ืฉื™ โ€” Hebrew time normalization ``` "ืืžืฉ" โ†’ today - 1 day, evening (~20:00-22:00) "ื‘ืขืจื‘ ื”ืงืจื•ื‘" โ†’ tomorrow ~20:00 "ื”ืฉื‘ื•ืข" โ†’ ISO week + 7 day window "ื‘ื™ื•ื ื‘' ื”ืงืจื•ื‘" โ†’ next Monday "ืขืจื‘ ื™ื•ื ื”ื–ื™ื›ืจื•ืŸ" โ†’ Yom HaZikaron eve (Hebrew calendar lookup) ``` ื ื“ืจืฉืช **lookup table** + LLM hybrid: 1. Library: `hebcal` (Hebrew calendar) 2. Library: `dateutil.parser` (general) 3. LLM fallback for ambiguous cases ### A2UI emission ```json {"version":"v0.9","updateDataModel":{"surfaceId":"...","path":"/w5/when","value":{"iso":"2026-04-30T22:00:00+03:00","natural":"ืืžืฉ ื‘ืฉืขื•ืช ื”ืขืจื‘","precision":"hour"}}} ``` ื”-FiveWBar ืžืฆื™ื’ ืืช "natural" ืื‘ืœ ืฉื•ืžืจ ื‘-data ืืช "iso" ืœJSON-LD. --- ## ๐Ÿ“ J08 ยท Where Extractor ### Output schema ```json { "location": { "name": "ืชืœ ืื‘ื™ื‘", "type": "city", "country": "IL", "region": "Tel Aviv District", "coordinates": { "lat": 32.0853, "lng": 34.7818 }, "wikidata_id": "Q33935", "confidence": 0.99 }, "all_locations": [ { "name": "ื™ืจื•ืฉืœื™ื", "type": "city", ... }, { "name": "ื•ื•ืฉื™ื ื’ื˜ื•ืŸ", "type": "city", "country": "US", ... } ], "is_remote_event": false } ``` ### Two-stage approach 1. **NER (spaCy)** โ€” fast, identifies all location strings 2. **Geocoder (Nominatim/OSM)** โ€” converts strings to lat/lng + region ื”-LLM **ืœื** ืžื—ื–ื™ืจ coordinates ื™ืฉื™ืจื•ืช (hallucination risk). ### A2UI emission ```json {"version":"v0.9","updateDataModel":{"surfaceId":"...","path":"/w5/where","value":{"name":"ืชืœ ืื‘ื™ื‘","coordinates":{"lat":32.08,"lng":34.78}}}} {"version":"v0.9","updateComponents":{"surfaceId":"...","components":[ {"id":"map-thumb","component":"MapThumbnail","center":{"lat":32.08,"lng":34.78},"zoom":11} ]}} ``` ื”-`MapThumbnail` component ืžืฆื™ื’ ืžืคื” ืงื˜ื ื” (Mapbox static API). ื–ื” ืž-**Round 23** (Google Maps as Jason). --- ## ๐Ÿค” J09 ยท Why Extractor (ื”ืงืฉื” ื‘ื™ื•ืชืจ) ### Output schema ```json { "stated_reason": "ืœื”ืชื—ื–ืง ืœืื•ืจ ืื™ื•ืžื™ื ืžืื™ืจืืŸ", "implicit_reasons": [ "ืชืงืฆื™ื‘ ื”ื‘ื™ื˜ื—ื•ืŸ ื”ืฉื ืชื™ ื“ื•ืจืฉ ื”ืฆื“ืงื” ืฆื™ื‘ื•ืจื™ืช", "ื•ืขื“ื” ื‘ื™ื˜ื—ื•ื ื™ืช ืœื—ื•ืฆื” ืœืื—ืจ ืชืงื™ืคื” ืื—ืจื•ื ื”" ], "context_links": [ { "topic": "ืžืชื™ื—ื•ืช ืขื ืื™ืจืืŸ", "weight": 0.9 }, { "topic": "ืคืจืฉืช ื—ื•ื–ื™ ืจื›ืฉ", "weight": 0.4 } ], "confidence": 0.78 } ``` ### Why low confidence acceptable? "Why" ื”ื•ื ื”ื›ื™ ืขืžื•ื. ืœืคืขืžื™ื ืื™ืŸ reason ื‘-text โ€” ืฆืจื™ืš ืœื”ื•ืฆื™ื ืžื”ื”ืงืฉืจ. ืœื›ืŸ: - **stated** โ€” ืžื” ืฉื›ืชื•ื‘ ืžืคื•ืจืฉื•ืช - **implicit** โ€” ืžื” ืฉื”-LLM ืžืกื™ืง (ืกื•ืžืŸ ื‘ืจื•ืจ!) - **context_links** โ€” ืงื™ืฉื•ืจื™ื ืœืกื™ืคื•ืจื™ื ืงื•ื“ืžื™ื ื”-Writer ื™ื›ื•ืœ ืœื”ื—ืœื™ื˜ ืื ืœื”ื–ื›ื™ืจ ืืช ื”-implicit (ืœื—ืฉื™ื‘ื” ื‘ื™ืงื•ืจืชื™ืช) ืื• ืœื. --- ## ๐Ÿ“Š Streaming Strategy โ€” ืื™ืš ื”-UI ืžืชืขื“ื›ืŸ ื”ืžืงืจื” ื”ืงืกื•ื: **5 agents ืžืชืขื“ื›ื ื™ื ื‘ืžืงื‘ื™ืœ**. ื”-5w_partial events ืžื’ื™ืขื™ื ืžื‘ื•ืœื‘ืœื™ื ืžื‘ื—ื™ื ืช ื–ืžืŸ: ``` t=0.5s: J07 done โ†’ "When: ืืžืฉ" t=0.7s: J08 partial โ†’ "Where: ืชืœ ืื‘ื™..." t=0.8s: J05 partial โ†’ "Who: ืžืฉืจื“ ื”ื‘..." t=0.9s: J08 done โ†’ "Where: ืชืœ ืื‘ื™ื‘" t=1.0s: J05 done โ†’ "Who: ืžืฉืจื“ ื”ื‘ื™ื˜ื—ื•ืŸ, ื™ื•ืื‘ ื’ืœื ื˜" t=1.1s: J06 partial โ†’ "What: ืื™ืฉืจื” ืจื›..." t=1.3s: J06 done โ†’ "What: ืื™ืฉืจื” ืจื›ื™ืฉื” ืฉืœ 12 ืกื•ืœืœื•ืช..." t=1.5s: J09 done โ†’ "Why: ืœืื•ืจ ืื™ื•ืžื™ื ืžืื™ืจืืŸ" t=1.5s: 5w_done event fires ``` ื”-FiveWBar ืžืฆื™ื’ ื›ืœ field ื‘typewriter โ€” ื ืจืื” ื›ืื™ืœื• 5 anim ื‘ืžืงื‘ื™ืœ. **ืื ื•ืฉื™ื•ืช ืžืกื•ืฃ**. --- ## ๐Ÿ”Œ A2UI Catalog Entries โ€” J05-J09 ```json { "components": { "FiveWBar": { "type": "object", "description": "5 cells displaying 5W extraction in real-time", "properties": { "fields": { "type": "array", "items": { "type": "string", "enum": ["who","what","when","where","why"] } }, "values": { "type": "object", "properties": { "who": { "$ref": "#/$defs/DynamicString" }, "what": { "$ref": "#/$defs/DynamicString" }, "when": { "$ref": "#/$defs/DynamicString" }, "where": { "$ref": "#/$defs/DynamicString" }, "why": { "$ref": "#/$defs/DynamicString" } } }, "streaming": { "type": "boolean", "default": true }, "states": { "type": "object", "description": "Per-field state for typewriter cursor", "properties": { "who": { "type": "string", "enum": ["idle","streaming","done","error"] }, "what": { "type": "string", "enum": ["idle","streaming","done","error"] }, "when": { "type": "string", "enum": ["idle","streaming","done","error"] }, "where": { "type": "string", "enum": ["idle","streaming","done","error"] }, "why": { "type": "string", "enum": ["idle","streaming","done","error"] } } } } } } } ``` --- ## ๐Ÿ’ฐ Cost Analysis โ€” 5W Parallel | Station | Tokens in | Tokens out | Cost per call | Concurrency | |---|---|---|---|---| | J05 Who | ~500 | ~150 | $0.00015 | parallel | | J06 What | ~500 | ~150 | $0.00015 | parallel | | J07 When | ~500 | ~100 | $0.00012 | parallel | | J08 Where | ~500 | ~100 | $0.00012 | parallel | | J09 Why | ~500 | ~200 | $0.00018 | parallel | | **Sum** | ~2,500 | ~700 | **$0.00072** | | **Latency**: max(0.8, 1.0, 0.6, 0.7, 1.2) = **1.2 sec** (not 4.3 sec sequential). ื‘-100K ื”ื•ื“ืขื•ืช ื‘ื™ื•ื: - **Daily cost**: $72 - **Monthly**: $2,160 --- ## โœ… Closure - [x] J05-J09 ืืจื›ื™ื˜ืงื˜ื•ืจื” ืžืงื‘ื™ืœื™ืช ืžืชื•ืขื“ืช - [x] schemas ืฉืœ 5 ื”ืฉื“ื•ืช ืžื•ื’ื“ืจื™ื - [x] Hebrew time + geocoding workflows ืžื•ืกื‘ืจื™ื - [x] FiveWBar streaming pattern ืžืชื•ืขื“ - [x] Cost + latency ื—ื•ืฉื‘ื• โœ… **Round 12 closed. 9/54 floors documented.** --- ## ๐Ÿ›ฃ๏ธ Next: Round 13 โ€” J10-J12 (Vector + FactCheck + Tone)