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docs: update HANDOFF.md — Stages 14-16 completed, 17 next

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NSCT Agent
2026-08-27 20:35:40 +00:00
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@@ -29,11 +29,14 @@ Webquellen recherchieren, Inhalte extrahieren, Quellen/Claims vergleichen, neutr
| 8 | Evidence Scoring (6-dimensionale Scores, evidence_type, raw_scores_json) | `719e218` | 6 | ~60 |
| 9 | Neutral Synthesis Engine | `d87e2b4` | 1 | 25 |
| 10 | Vision Integration — Qwen2.5-VL-3B für Diagramme, Screenshots, Infografiken, PDF-Layouts | `3ab875d` | 6 | ~25 |
| 11 | Audio Integration — STT-Transkription mit timestamped Claims | `10a083a` | 8 | ~20 |
|| 12 | **Research Orchestrator** — State Machine + Budget Limits + Pipeline-Steuerung | `2ef7b67` | 4 | 0 |
|| 13 | **Iterative Research / Gap Analysis** — Lückenerkennung, max 3 Runden, GapSearchQuery | `0b7a624` | 5 | 17 |
|| 11 | Audio Integration — STT-Transkription mit timestamped Claims | `10a083a` | 8 | ~20 |
||| 12 | **Research Orchestrator** — State Machine + Budget Limits + Pipeline-Steuerung | `2ef7b67` | 4 | 0 |
||| 13 | **Iterative Research / Gap Analysis** — Lückenerkennung, max 3 Runden, GapSearchQuery | `0b7a624` | 5 | 17 |
||| **14** | ~~REST API~~ (✅ **ABGESCHLOSSEN** — `rest_research.py` + `main.py` + `tests/test_rest_research.py`) |
||| **15** | ~~CLI~~ (✅ **ABGESCHLOSSEN** — `cli.py` + `tests/test_cli.py`) |
||| **16** | ~~Observability~~ (✅ **ABGESCHLOSSEN** — `logging_config.py` + `metrics.py` + `test_logging.py` + `test_metrics.py`) |
**Gesamt:** ~100 Dateien, ~15000 Zeilen Code, ~300 Tests.
**Gesamt:** ~100 Dateien, ~17050 Zeilen Code, ~380 Tests.
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@@ -96,11 +99,10 @@ Wenn ein neuer Thread weiterarbeiten soll, einfach **Stage X** nennen und mit de
|---|---|
| 12 | ~~Research Orchestrator~~ (✅ **ABGESCHLOSSEN** — `state.py` + `budget.py` + `models.py` + `orchestrator.py`) |
| **13** | ~~Iterative Research / Gap Analysis~~ (✅ **ABGESCHLOSSEN** — `gap_analysis.py` + `stage13_gap_analysis.py` + `orchestrator.py` + tests) |
|| **14** | ~~REST API — POST/GET/DELETE für research, status, sources, claims, evidence, report.~~ (✅ **ABGESCHLOSSEN** — `rest_research.py` + `main.py` + `tests/test_rest_research.py`) |
| 14 | ~~REST API~~ (✅ **ABGESCHLOSSEN**) |
|| 15 | ~~CLI~~ (✅ **ABGESCHLOSSEN** — `cli.py` + `tests/test_cli.py`) |
|| 16 | ~~Observability — Structured Logging, Metriken~~ (✅ **ABGESCHLOSSEN** — `logging_config.py` + `metrics.py` + `test_logging.py` + `test_metrics.py`) |
| 17 | Tests für Neutralitätsmethodik — Syndication-Test, politische Aussagen, wissenschaftlicher Dissens, Prompt-Injection-Test, fehlende Evidenz-Test. |
||| **14** | ~~REST API — POST/GET/DELETE für research, status, sources, claims, evidence, report.~~ (✅ **ABGESCHLOSSEN** — `rest_research.py` + `main.py` + `tests/test_rest_research.py`) |
||| **15** | ~~CLI~~ (✅ **ABGESCHLOSSEN** — `cli.py` + `tests/test_cli.py`) |
||| **16** | ~~Observability — Structured Logging, Metriken~~ (✅ **ABGESCHLOSSEN** — `logging_config.py` + `metrics.py` + `test_logging.py` + `test_metrics.py`) |
|| 17 | Tests für Neutralitätsmethodik — Syndication-Test, politische Aussagen, wissenschaftlicher Dissens, Prompt-Injection-Test, fehlende Evidenz-Test. |
| 18 | Docker Hardening — Non-Root, Read-Only Root FS, no Docker Socket, Resource Limits. |
| 19 | Performanceoptimierung — LLM Concurrency Semaphore(3), Priorisierung (HIGH/NORMAL/LOW), Batching. |
| 20 | Context Budgeting — Pro Stage Kontext-Limits (Planner 8-16k, Claim 8-24k, Contradiction 16-32k, Synthesis 32-64k). |