2828| 4 | Core Agent System | ADK setup, Triage Agent, Orchestrator, Research/Discovery stubs | REQ-AGENT-001/002/007/007a/007b/007e | ✅ COMPLETE |
2929| 4.1 | Agent Decision Tree Revamp (INSERTED) | Replace D3 Command Center with @xyflow/react + dagre decision tree | REQ-VIS-001 (visual quality) | ✅ COMPLETE |
3030| 5 | Agent Flow | Real-time visualization, SSE streaming, HITL dialogs | REQ-VIS-001/001a/002, REQ-INF-004 | ✅ COMPLETE |
31- | 6 | Domain Agents | Financial, Legal, Strategy, Evidence agents, Entity taxonomy, Hypothesis evaluation | REQ-AGENT-003/004/005/006/007c/007d/007h, REQ-HYPO-002/003 | ⏳ NOT_STARTED |
31+ | 6 | Domain Agents | Financial, Legal, Strategy, Evidence agents, Entity taxonomy, Hypothesis evaluation | REQ-AGENT-003/004/005/006/007c/007d/007h, REQ-HYPO-002/003 | ✅ COMPLETE |
3232| 7 | Synthesis & Knowledge Graph | Synthesis Agent, KG Agent, Hypothesis system, Task generation, 5-layer KG | REQ-AGENT-008/009, REQ-VIS-003, REQ-HYPO-001/004/005/006, REQ-TASK-001/002 | 🟡 FRONTEND_DONE |
3333| 8 | Intelligence Layer & Geospatial | Contradictions, Gaps, Geospatial Agent, Map View, Earth Engine | REQ-WOW-* , REQ-VIS-005/006, REQ-GEO-* | ⏳ NOT_STARTED |
3434| 9 | Chat Interface & Research | Chat UI, Research/Discovery (Chat + Orchestrator-triggered), Hypothesis View, Context caching | REQ-CHAT-* , REQ-RESEARCH-* , REQ-HYPO-007/008 | 🟡 FRONTEND_DONE |
3737| 12 | Demo Preparation | Demo case showcasing all integration features | Demo readiness, REQ-RESEARCH-004, REQ-AGENT-007i | ⏳ NOT_STARTED |
3838
3939> ** Status Legend:** ✅ COMPLETE | 🟡 FRONTEND_DONE (backend pending) | ⏳ NOT_STARTED | ⏳ PLANNED
40- > ** Note:** Phase 5 complete (2026-02-05, full SSE pipeline + HITL). Phases 7, 9, 10 have frontend UI implemented by Yatharth (2026-02-02). Backend integration remains for those phases.
40+ > ** Note:** Phase 6 complete (2026-02-06, 35 commits: 5 plans + refactoring + routing HITL + production hardening + live-testing bugfixes ). Phases 7, 9, 10 have frontend UI implemented by Yatharth (2026-02-02). Backend integration remains for those phases.
4141
4242** Post-MVP:**
4343| Phase | Name | Focus | Requirements |
@@ -464,14 +464,28 @@ The Command Center frontend was built in three stages:
464464
465465** Goal:** Implement all four domain analysis agents with proper thinking configuration.
466466
467+ ** Status:** ✅ COMPLETE (2026-02-06) — 5 plans (14 commits) + 21 post-plan commits (35 total)
468+
469+ ** Verification:** ` .planning/phases/06-domain-agents/06-VERIFICATION.md ` — 10/10 must-haves verified + post-plan addendum
470+
467471** Requirements:** REQ-AGENT-003, REQ-AGENT-004, REQ-AGENT-005, REQ-AGENT-006, REQ-AGENT-007b, REQ-AGENT-007c, REQ-AGENT-007d, REQ-AGENT-007h, REQ-AGENT-002 (complete), REQ-HYPO-002, REQ-HYPO-003
468472
473+ ** Plans:** 5 plans in 3 waves
474+
475+ Plans:
476+ - [x] 06-01-PLAN.md — Domain output schemas, factory extension, infrastructure updates
477+ - [x] 06-02-PLAN.md — Domain agent prompts (Financial, Legal, Evidence, Strategy)
478+ - [x] 06-03-PLAN.md — Financial, Legal, Evidence agent modules + parallel runner
479+ - [x] 06-04-PLAN.md — Strategy agent module (sequential, receives domain summaries)
480+ - [x] 06-05-PLAN.md — Pipeline wiring, SSE events, HITL confirmation integration
481+
482+
469483** Deliverables:**
470- - Financial Analysis Agent (` thinking_level="medium " ` , ` media_resolution="high" ` )
484+ - Financial Analysis Agent (` thinking_level="high " ` , ` media_resolution="high" ` )
471485 - ** Full entity taxonomy for financial domain** (monetary_amount, account, transaction, asset)
472486- Legal Analysis Agent (` thinking_level="high" ` , ` media_resolution="high" ` )
473487 - ** Full entity taxonomy for legal domain** (statute, case_citation, contract, legal_term, court)
474- - Strategy Analysis Agent (` thinking_level="medium" ` )
488+ - Strategy Analysis Agent (` thinking_level="high" ` , ` media_resolution=" medium"` )
475489- Evidence Analysis Agent (` thinking_level="high" ` , ` media_resolution="high" ` )
476490 - Authenticity analysis (manipulation detection, metadata consistency)
477491 - Chain of custody documentation
@@ -480,38 +494,69 @@ The Command Center frontend was built in three stages:
480494 - ** Full entity taxonomy for evidence domain** (communication, alias, vehicle, property, timestamp)
481495- ** Hypothesis evaluation in all domain agent prompts**
482496 - Agents evaluate findings against existing hypotheses
483- - Output includes hypothesis_evaluations and new_hypotheses
484- - Parallel execution via ADK ParallelAgent
485- - ResilientAgentWrapper for each domain agent (Pro → Flash fallback)
486- - Domain-specific tool definitions
487- - Video/audio processing with VideoMetadata for timestamps
488- - Structured output schemas per agent
497+ - Output includes hypothesis_evaluations
498+ - Parallel execution via asyncio.gather (not ADK ParallelAgent)
499+ - Inline Pro-to-Flash fallback for each domain agent
500+ - Video/audio processing via Gemini File API
501+ - Structured output schemas per agent (Pydantic models)
489502- Span-level citation extraction
490503- Agent output aggregation for Synthesis
491504- ** HITL E2E verification** (deferred from Phase 5): Domain agents trigger confirmations for sensitive operations
505+ - ** DomainAgentRunner Template Method base class** (post-plan refactoring)
506+ - All 4 domain agents migrated to subclasses (~ 800 lines of duplication eliminated)
507+ - ` extract_structured_json ` generic parser replaces per-agent parse functions
508+ - ** Per-agent routing HITL system** (post-plan feature)
509+ - Routing confidence scoring with per-agent-type thresholds
510+ - Batch confirmation modal with per-agent rejection
511+ - Strategy agent standalone execution with HITL
512+ - ** Production hardening** (post-plan)
513+ - State snapshot refresh resilience (lastResult preservation)
514+ - Exception handling in domain agent runner for SSE error emission
515+ - Orchestrator execution committed to DB before domain agent launch
516+ - JSON thinking trace normalization for Gemini multimodal output
517+ - ** Pipeline bugfixes from live testing** (post-plan)
518+ - compute_agent_tasks covered-pairs tracking for per-file multi-agent routing
519+ - Strategy gated on orchestrator routing decision
520+ - Routing decisions flattened to one card per (file, agent) pair
521+ - Thought parts excluded from JSON parsing
492522
493523** Technical Notes:**
494- - Each agent has unique output_key to avoid race conditions
495524- All agents receive file content directly (Gemini multimodal)
496525- Citation format: ` {file_id}#{locator} ` where locator is page/timestamp/region
497- - Domain agents run in parallel after Orchestrator routing
526+ - Domain agents run in parallel via asyncio.gather after Orchestrator routing
498527- Use ` media_resolution="high" ` for dense document processing
499- - Video segments: use ` VideoMetadata(start_offset, end_offset) `
500- - Audio: request speaker diarization in prompts
501- - ResilientAgentWrapper catches failures and falls back to Flash model
528+ - Video/audio forced through Gemini File API regardless of size
529+ - Audio: request speaker diarization in prompts (best-effort)
530+ - Inline Pro-to-Flash fallback pattern (not separate ResilientAgentWrapper class)
531+ - ** DomainAgentRunner** Template Method base class: subclasses override agent_type, output_type, _ create_agent
532+ - ** extract_structured_json** generic parser: filters thought parts, handles code fences, validates via Pydantic
533+ - ** format_thinking_traces** : normalizes JSON-structured thinking (common with multimodal) to readable text
534+ - ** compute_agent_tasks** uses covered_pairs set[ tuple[ str, str]] to track (file_id, agent_type) coverage
535+ - ** Per-agent routing HITL** : ROUTING_CONFIDENCE_THRESHOLDS per agent type, batch confirmation modal
536+ - ** Strategy gating** : only runs when explicitly requested by orchestrator (parallel_agents/sequential_agents/routing_decisions)
502537- ** Domain agent prompts include: "Evaluate findings against existing hypotheses"**
503-
504- ** Exit Criteria:**
505- - All four domain agents process files
506- - Parallel execution verified
507- - Thinking traces captured for all agents
508- - Video/audio processed with timestamp extraction
509- - Graceful degradation works (fallback to Flash)
510- - Structured findings with citations output
511- - ** Hypothesis evaluations included in agent output**
512- - ** Domain-specific entity taxonomy extracted**
513- - Outputs aggregated for next phase
514- - ** HITL confirmation flow verified E2E** (agent triggers → modal appears → user responds → agent continues)
538+ - ** Key architecture files:**
539+ - ` backend/app/agents/domain_agent_runner.py ` — DomainAgentRunner Template Method base class
540+ - ` backend/app/agents/domain_runner.py ` — compute_agent_tasks, run_domain_agents_parallel, build_strategy_context
541+ - ` backend/app/agents/parsing.py ` — extract_structured_json, extract_response_texts, format_thinking_traces
542+ - ` backend/app/api/agents.py ` — Pipeline wiring, strategy gating, routing HITL, SSE emission
543+ - ` backend/app/api/sse.py ` — State snapshots, thinking trace normalization, routing decision flattening
544+
545+ ** Exit Criteria:** ✓ ALL MET (10/10 + post-plan hardening)
546+ - ✅ All four domain agents process files (migrated to DomainAgentRunner base class)
547+ - ✅ Parallel execution via asyncio.gather with independent DB sessions
548+ - ✅ Thinking traces captured for all agents (JSON normalized for multimodal)
549+ - ✅ Video/audio forced through File API for reliable processing
550+ - ✅ Graceful degradation works (inline Pro-to-Flash fallback)
551+ - ✅ Structured findings with span-level citations output
552+ - ✅ Hypothesis evaluations included in agent output
553+ - ✅ Domain-specific entity taxonomy extracted
554+ - ✅ Outputs aggregated for next phase (build_strategy_context + domain_results dict)
555+ - ✅ HITL confirmation flow verified E2E (agent triggers → modal appears → user responds → agent continues)
556+ - ✅ Per-agent routing HITL with batch confirmation (post-plan)
557+ - ✅ Strategy agent gated on orchestrator routing decision (post-plan)
558+ - ✅ Routing decisions display all target agents per file (post-plan)
559+ - ✅ State snapshot refresh resilience with lastResult preservation (post-plan)
515560
516561---
517562
@@ -974,8 +1019,8 @@ For 2 developers working simultaneously:
9741019
9751020---
9761021
977- * Roadmap Version: 2.2 *
978- * Updated: 2026-02-05 (Phase 5 complete)*
1022+ * Roadmap Version: 2.4 *
1023+ * Updated: 2026-02-06 (Phase 6 complete — 35 commits including post-plan hardening )*
9791024* Phase 1 planned: 2026-01-20*
9801025* Phase 1.1 planned: 2026-01-23*
9811026* Phase 1.1 complete: 2026-01-24*
@@ -990,3 +1035,5 @@ For 2 developers working simultaneously:
9901035* Phase 4.1 complete: 2026-02-04 (all 4 plans done, 18 commits)*
9911036* Phase 5 planned: 2026-02-04 (4 plans in 3 waves)*
9921037* Phase 5 complete: 2026-02-05 (all 4 plans + 15 post-plan fixes, 26 commits total)*
1038+ * Phase 6 planned: 2026-02-05 (5 plans in 3 waves)*
1039+ * Phase 6 complete: 2026-02-06 (5 plans + 21 post-plan commits = 35 total, 10/10 verified + hardening)*
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