diff --git a/.gitignore b/.gitignore
index e284e29..b14bfa6 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,34 +1,37 @@
-# Audio files
-audio/
-*.mp3
-*.wav
-
-# Whisper models
-models/
-*.bin
-
-# Credentials
-.env
-
-# Transcripts and summaries (large generated content)
-transcripts/
-summaries/
-
-# Binaries (downloaded by setup_whisper.py)
-whisper-bin/
-ffmpeg-bin/
-
-# Temp files
-.whisper_bin_path
-.ffmpeg_bin_path
-
-# WAV cache (converted from MP3)
-audio_wav/
-
-# Python
-__pycache__/
-*.pyc
-.venv/
-
-# Logs
-*.log
+# Audio files
+audio/
+*.mp3
+*.wav
+
+# Whisper models
+models/
+*.bin
+
+# Manifest (machine-specific state)
+manifest.json
+
+# Credentials
+.env
+
+# Transcripts and summaries (large generated content)
+transcripts/
+summaries/
+
+# Binaries (downloaded by setup_whisper.py)
+whisper-bin/
+ffmpeg-bin/
+
+# Temp files
+.whisper_bin_path
+.ffmpeg_bin_path
+
+# WAV cache (converted from MP3)
+audio_wav/
+
+# Python
+__pycache__/
+*.pyc
+.venv/
+
+# Logs
+*.log
diff --git a/CLAUDE.md b/CLAUDE.md
new file mode 100644
index 0000000..cc5360f
--- /dev/null
+++ b/CLAUDE.md
@@ -0,0 +1,58 @@
+# CLAUDE.md
+
+This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
+
+## Project Overview
+
+NLP Master is a personal audio-to-text pipeline that downloads, transcribes, and summarizes Romanian NLP course lectures from cursuri.aresens.ro/curs/26. It processes ~35 MP3 files (~58 hours total) across 5 modules (6th pending).
+
+## Architecture
+
+Three-stage batch pipeline, all driven by a shared `manifest.json`:
+
+1. **download.py** — Logs into the course site (credentials from `.env`), scrapes module/lecture structure, downloads MP3s to `audio/`. Updates manifest with download status. Resumable (skips existing files).
+
+2. **transcribe.py** — Reads manifest, converts MP3→WAV (16kHz mono via ffmpeg), runs whisper.cpp (`whisper-cli.exe`) for Romanian speech-to-text. Outputs `.txt` and `.srt` to `transcripts/`. Has a quality gate after the first module. Resumable. Supports `--modules 1-3` filter.
+
+3. **summarize.py** — Generates Claude-compatible prompts from transcripts (chunks long texts at sentence boundaries with overlap). `--compile` flag assembles all summaries into `SUPORT_CURS.md` master study guide. Summaries are in Romanian.
+
+**setup_whisper.py** — Auto-downloads whisper.cpp (Vulkan build for AMD GPU), ffmpeg, and the Whisper model. Called by `run.bat`.
+
+**run.bat** — Windows batch orchestrator: checks prerequisites, auto-installs missing components, creates venv, runs download→transcribe pipeline. Accepts optional module filter argument.
+
+## Commands
+
+```bash
+# Full pipeline (Windows native)
+run.bat              # download + transcribe all modules
+run.bat 4-5          # transcribe only modules 4-5
+
+# Individual steps (from venv)
+python download.py                # download audio files
+python transcribe.py              # transcribe all
+python transcribe.py --modules 1  # transcribe module 1 only
+python summarize.py               # print summary prompts to stdout
+python summarize.py --compile     # compile SUPORT_CURS.md from existing summaries
+
+# Setup components individually
+python setup_whisper.py whisper   # download whisper.cpp binary
+python setup_whisper.py model     # download Whisper model
+python setup_whisper.py ffmpeg    # download ffmpeg
+```
+
+## Key Design Decisions
+
+- **Platform split:** Scripts run on native Windows (whisper.cpp needs Vulkan GPU access). Claude Code runs from WSL2 for summaries.
+- **Vulkan, not CUDA:** Hardware is AMD Radeon RX 6600M 8GB (RDNA2). whisper.cpp is built with Vulkan backend.
+- **Model:** `ggml-medium-q5_0.bin` (quantized medium, fits in 8GB VRAM). Stored in `models/`.
+- **manifest.json** is the shared state between all scripts — tracks download/transcribe status per lecture. Checkpointed after each file.
+- **Resumability:** All scripts skip already-completed files. Safe to re-run after failures or when new modules appear.
+- **Environment variables:** `COURSE_USERNAME` and `COURSE_PASSWORD` in `.env`. Optional: `WHISPER_BIN`, `WHISPER_MODEL` to override paths.
+
+## Dependencies
+
+Python packages (in requirements.txt): `requests`, `beautifulsoup4`, `python-dotenv`
+
+External tools (auto-installed by run.bat/setup_whisper.py):
+- whisper.cpp (whisper-cli.exe) with Vulkan support
+- ffmpeg (for MP3→WAV conversion)
diff --git a/manifest.json b/manifest.json
deleted file mode 100644
index a529e35..0000000
--- a/manifest.json
+++ /dev/null
@@ -1,533 +0,0 @@
-{
-  "course": "NLP Master Practitioner Bucuresti 2025",
-  "source_url": "https://cursuri.aresens.ro/curs/26",
-  "modules": [
-    {
-      "name": "Modul 1",
-      "module_id": "41",
-      "lectures": [
-        {
-          "title": "Master 2025 Modulul 1 - Ziua 1 - partea 1",
-          "original_filename": "Master 25M1 Z1A [Audio].mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Master 25M1 Z1A [Audio].mp3",
-          "audio_path": "audio\\Master 25M1 Z1A [Audio].mp3",
-          "transcript_path": "transcripts/Master 25M1 Z1A.txt",
-          "srt_path": "transcripts/Master 25M1 Z1A.srt",
-          "summary_path": "summaries/Master 25M1 Z1A_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 228486429
-        },
-        {
-          "title": "Master 2025 Modulul 1 - Ziua 1 - partea 2",
-          "original_filename": "Master 25M1 Z1B [Audio].mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Master 25M1 Z1B [Audio].mp3",
-          "audio_path": "audio\\Master 25M1 Z1B [Audio].mp3",
-          "transcript_path": "transcripts/Master 25M1 Z1B.txt",
-          "srt_path": "transcripts/Master 25M1 Z1B.srt",
-          "summary_path": "summaries/Master 25M1 Z1B_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 237397902
-        },
-        {
-          "title": "Master 2025 Modulul 1 - Ziua 1 - partea 3",
-          "original_filename": "Master 25M1 Z1C [Audio].mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Master 25M1 Z1C [Audio].mp3",
-          "audio_path": "audio\\Master 25M1 Z1C [Audio].mp3",
-          "transcript_path": "transcripts/Master 25M1 Z1C.txt",
-          "srt_path": "transcripts/Master 25M1 Z1C.srt",
-          "summary_path": "summaries/Master 25M1 Z1C_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 235260881
-        },
-        {
-          "title": "Master 2025 Modulul 1 - Ziua 1 - partea 4",
-          "original_filename": "Master 25M1 Z1D [Audio].mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Master 25M1 Z1D [Audio].mp3",
-          "audio_path": "audio\\Master 25M1 Z1D [Audio].mp3",
-          "transcript_path": "transcripts/Master 25M1 Z1D.txt",
-          "srt_path": "transcripts/Master 25M1 Z1D.srt",
-          "summary_path": "summaries/Master 25M1 Z1D_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 194361634
-        },
-        {
-          "title": "Master 2025 Modulul 1 Ziua 2 - partea 1",
-          "original_filename": "Master 25M1 Z2A [Audio].mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Master 25M1 Z2A [Audio].mp3",
-          "audio_path": "audio\\Master 25M1 Z2A [Audio].mp3",
-          "transcript_path": "transcripts/Master 25M1 Z2A.txt",
-          "srt_path": "transcripts/Master 25M1 Z2A.srt",
-          "summary_path": "summaries/Master 25M1 Z2A_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 220578693
-        },
-        {
-          "title": "Master 2025 Modulul 1 - Ziua 2 - partea 2",
-          "original_filename": "Master 25M1 Z2B [Audio].mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Master 25M1 Z2B [Audio].mp3",
-          "audio_path": "audio\\Master 25M1 Z2B [Audio].mp3",
-          "transcript_path": "transcripts/Master 25M1 Z2B.txt",
-          "srt_path": "transcripts/Master 25M1 Z2B.srt",
-          "summary_path": "summaries/Master 25M1 Z2B_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 226529515
-        },
-        {
-          "title": "Master 2025 Modulul 1 - Ziua 2 - partea 3",
-          "original_filename": "Master 25M1 Z2C [Audio].mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Master 25M1 Z2C [Audio].mp3",
-          "audio_path": "audio\\Master 25M1 Z2C [Audio].mp3",
-          "transcript_path": "transcripts/Master 25M1 Z2C.txt",
-          "srt_path": "transcripts/Master 25M1 Z2C.srt",
-          "summary_path": "summaries/Master 25M1 Z2C_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 257356313
-        }
-      ]
-    },
-    {
-      "name": "Modul 2",
-      "module_id": "42",
-      "lectures": [
-        {
-          "title": "Master 2025 Modulul 2 - Ziua 1 - partea 1",
-          "original_filename": "Audio Master 2025 M2 Z1A.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M2 Z1A.mp3",
-          "audio_path": "audio\\Audio Master 2025 M2 Z1A.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M2 Z1A.txt",
-          "srt_path": "transcripts/Audio Master 2025 M2 Z1A.srt",
-          "summary_path": "summaries/Audio Master 2025 M2 Z1A_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 258054778
-        },
-        {
-          "title": "Master 2025 Modulul 2 - Ziua 1 - partea 2",
-          "original_filename": "Audio Master 2025 M2 Z1B.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M2 Z1B.mp3",
-          "audio_path": "audio\\Audio Master 2025 M2 Z1B.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M2 Z1B.txt",
-          "srt_path": "transcripts/Audio Master 2025 M2 Z1B.srt",
-          "summary_path": "summaries/Audio Master 2025 M2 Z1B_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
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-        },
-        {
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-          "original_filename": "Audio Master 2025 M2 Z1C.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M2 Z1C.mp3",
-          "audio_path": "audio\\Audio Master 2025 M2 Z1C.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M2 Z1C.txt",
-          "srt_path": "transcripts/Audio Master 2025 M2 Z1C.srt",
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-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 193398314
-        },
-        {
-          "title": "Master 2025 Modulul 2 - Ziua 1 - partea 4",
-          "original_filename": "Audio Master 2025 M2 Z1D.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M2 Z1D.mp3",
-          "audio_path": "audio\\Audio Master 2025 M2 Z1D.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M2 Z1D.txt",
-          "srt_path": "transcripts/Audio Master 2025 M2 Z1D.srt",
-          "summary_path": "summaries/Audio Master 2025 M2 Z1D_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 208041363
-        },
-        {
-          "title": "Master 2025 Modulul 2 - Ziua 2 - partea 1",
-          "original_filename": "Audio Master 2025 M2 Z2A.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M2 Z2A.mp3",
-          "audio_path": "audio\\Audio Master 2025 M2 Z2A.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M2 Z2A.txt",
-          "srt_path": "transcripts/Audio Master 2025 M2 Z2A.srt",
-          "summary_path": "summaries/Audio Master 2025 M2 Z2A_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 211064486
-        },
-        {
-          "title": "Master 2025 Modulul 2 - Ziua 2 - partea 2",
-          "original_filename": "Audio Master 2025 M2 Z2B.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M2 Z2B.mp3",
-          "audio_path": "audio\\Audio Master 2025 M2 Z2B.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M2 Z2B.txt",
-          "srt_path": "transcripts/Audio Master 2025 M2 Z2B.srt",
-          "summary_path": "summaries/Audio Master 2025 M2 Z2B_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 207999984
-        },
-        {
-          "title": "Master 2025 Modulul 2 - Ziua 2 - partea 3",
-          "original_filename": "Audio Master 2025 M2 Z2C.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M2 Z2C.mp3",
-          "audio_path": "audio\\Audio Master 2025 M2 Z2C.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M2 Z2C.txt",
-          "srt_path": "transcripts/Audio Master 2025 M2 Z2C.srt",
-          "summary_path": "summaries/Audio Master 2025 M2 Z2C_summary.md",
-          "download_status": "complete",
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-          "file_size_bytes": 184772743
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-      ]
-    },
-    {
-      "name": "Modul 3",
-      "module_id": "43",
-      "lectures": [
-        {
-          "title": "Master 2025 Modulul 3 - Ziua 1 - partea 1",
-          "original_filename": "Audio Master 2025 M3 Z1A.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M3 Z1A.mp3",
-          "audio_path": "audio\\Audio Master 2025 M3 Z1A.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M3 Z1A.txt",
-          "srt_path": "transcripts/Audio Master 2025 M3 Z1A.srt",
-          "summary_path": "summaries/Audio Master 2025 M3 Z1A_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 210586002
-        },
-        {
-          "title": "Master 2025 Modulul 3 - Ziua 1 - partea 2",
-          "original_filename": "Audio Master 2025 M3 Z1B.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M3 Z1B.mp3",
-          "audio_path": "audio\\Audio Master 2025 M3 Z1B.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M3 Z1B.txt",
-          "srt_path": "transcripts/Audio Master 2025 M3 Z1B.srt",
-          "summary_path": "summaries/Audio Master 2025 M3 Z1B_summary.md",
-          "download_status": "complete",
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-          "file_size_bytes": 255087574
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-        {
-          "title": "Master 2025 Modulul 3 - Ziua 1 - partea 3",
-          "original_filename": "Audio Master 2025 M3 Z1C.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M3 Z1C.mp3",
-          "audio_path": "audio\\Audio Master 2025 M3 Z1C.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M3 Z1C.txt",
-          "srt_path": "transcripts/Audio Master 2025 M3 Z1C.srt",
-          "summary_path": "summaries/Audio Master 2025 M3 Z1C_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 205669023
-        },
-        {
-          "title": "Master 2025 Modulul 3 - Ziua 1 - partea 4",
-          "original_filename": "Audio Master 2025 M3 Z1D.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M3 Z1D.mp3",
-          "audio_path": "audio\\Audio Master 2025 M3 Z1D.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M3 Z1D.txt",
-          "srt_path": "transcripts/Audio Master 2025 M3 Z1D.srt",
-          "summary_path": "summaries/Audio Master 2025 M3 Z1D_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 103415954
-        },
-        {
-          "title": "Master 2025 Modulul 3 - Ziua 2 - partea 1",
-          "original_filename": "Audio Master 2025 M3 Z2A.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M3 Z2A.mp3",
-          "audio_path": "audio\\Audio Master 2025 M3 Z2A.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M3 Z2A.txt",
-          "srt_path": "transcripts/Audio Master 2025 M3 Z2A.srt",
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-          "transcribe_status": "pending",
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-          "title": "Master 2025 Modulul 3 - Ziua 2 - partea 2",
-          "original_filename": "Audio Master 2025 M3 Z2B.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M3 Z2B.mp3",
-          "audio_path": "audio\\Audio Master 2025 M3 Z2B.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M3 Z2B.txt",
-          "srt_path": "transcripts/Audio Master 2025 M3 Z2B.srt",
-          "summary_path": "summaries/Audio Master 2025 M3 Z2B_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 237693327
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-        {
-          "title": "Master 2025 Modulul 3 - Ziua 2 - partea 3",
-          "original_filename": "Audio Master 2025 M3 Z2C.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M3 Z2C.mp3",
-          "audio_path": "audio\\Audio Master 2025 M3 Z2C.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M3 Z2C.txt",
-          "srt_path": "transcripts/Audio Master 2025 M3 Z2C.srt",
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-        {
-          "title": "Master 2025 Modulul 3 - Ziua 2 - partea 4",
-          "original_filename": "Audio Master 2025 M3 Z2D.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M3 Z2D.mp3",
-          "audio_path": "audio\\Audio Master 2025 M3 Z2D.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M3 Z2D.txt",
-          "srt_path": "transcripts/Audio Master 2025 M3 Z2D.srt",
-          "summary_path": "summaries/Audio Master 2025 M3 Z2D_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 120281751
-        },
-        {
-          "title": "Master 2025 Modulul 3 - Ziua 3 - partea 1",
-          "original_filename": "Audio Master 2025 M3 Z3A.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M3 Z3A.mp3",
-          "audio_path": "audio\\Audio Master 2025 M3 Z3A.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M3 Z3A.txt",
-          "srt_path": "transcripts/Audio Master 2025 M3 Z3A.srt",
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-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 203818014
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-        {
-          "title": "Master 2025 Modulul 3 - Ziua 3 - partea 2",
-          "original_filename": "Audio Master 2025 M3 Z3B.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M3 Z3B.mp3",
-          "audio_path": "audio\\Audio Master 2025 M3 Z3B.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M3 Z3B.txt",
-          "srt_path": "transcripts/Audio Master 2025 M3 Z3B.srt",
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-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 141426812
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-        {
-          "title": "Master 2025 Modulul 3 - Ziua 3 - partea 3",
-          "original_filename": "Audio Master 2025 M3 Z3C.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Audio Master 2025 M3 Z3C.mp3",
-          "audio_path": "audio\\Audio Master 2025 M3 Z3C.mp3",
-          "transcript_path": "transcripts/Audio Master 2025 M3 Z3C.txt",
-          "srt_path": "transcripts/Audio Master 2025 M3 Z3C.srt",
-          "summary_path": "summaries/Audio Master 2025 M3 Z3C_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 252042855
-        }
-      ]
-    },
-    {
-      "name": "Modul 4",
-      "module_id": "44",
-      "lectures": [
-        {
-          "title": "Master 2025 Modulul 4 - Ziua 1 - partea 1",
-          "original_filename": "Master 2025 M4 Z1A -Audio-.mp3",
-          "url": "https://cursuri.aresens.ro/resurse/Master 2025 M4 Z1A -Audio-.mp3",
-          "audio_path": "audio\\Master 2025 M4 Z1A -Audio-.mp3",
-          "transcript_path": "transcripts/Master 2025 M4 Z1A -Audio-.txt",
-          "srt_path": "transcripts/Master 2025 M4 Z1A -Audio-.srt",
-          "summary_path": "summaries/Master 2025 M4 Z1A -Audio-_summary.md",
-          "download_status": "complete",
-          "transcribe_status": "pending",
-          "file_size_bytes": 248913052
-        },
-        {
-          "title": "Master 2025 Modulul 4 - Ziua 1 - partea 2",
-          "original_filename": "Master 2025 M4 Z1B -Audio-.mp3",
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\ No newline at end of file