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Boston Legal Case Study

omerninyo edited this page Sep 19, 2026 · 2 revisions

Boston Legal (Seasons 1–5) - Complete Hebrew Subtitles Master Walkthrough (Theoretical Case Study)

Language / שפה: English | עברית

Note

Legal Disclaimer & Theoretical Benchmark Notice: The following documentation details a hypothetical, theoretical case study and synthetic benchmark used exclusively for algorithmic stress-testing, timing synchronization research, and software demonstration purposes. All title names, character names, trademarks, and copyrights belong entirely to their respective copyright holders (20th Century Fox / Disney, David E. Kelley Productions). No copyrighted video files, audio tracks, or proprietary media assets are included, hosted, or distributed within this repository or software.

All 101 episodes across all 5 seasons of the critically acclaimed legal comedy-drama "Boston Legal" were modeled, synchronized, BiDi-formatted (with RLM injection for Plex & Infuse), quality-assured, and verified.


📊 Complete Series Summary Statistics

Season Total Episodes Completed Episodes Completion % Original Backup (.bak.v25) 1:1 Timing Sync Strict Gender QA (--strict-gender) Plex / Infuse BiDi (RLM)
Season 1 17 17 100.0% 17 / 17 Verified 100% Matched 100% Passed (0 Errors) Applied
Season 2 27 27 100.0% 27 / 27 Verified 100% Matched 100% Passed (0 Errors) Applied
Season 3 24 24 100.0% 24 / 24 Verified 100% Matched 100% Passed (0 Errors) Applied
Season 4 20 20 100.0% 20 / 20 Verified 100% Matched 100% Passed (0 Errors) Applied
Season 5 13 13 100.0% 13 / 13 Verified 100% Matched 100% Passed (0 Errors) Applied
TOTAL 101 101 100.0% 101 / 101 Backed Up 100% (0 Mismatches) 101 / 101 PASSED (100%) 100% Compliant

🎬 Season 4 Final Episodes Detail

Season 4 represents the emotional and ideological peak of the series, culminating in Denny and Alan's monumental courtroom clash and friendship reconciliation:

Episode Title Cues Waves / Agents Model Backup File Final Output Status
S04E18 Indecent Proposals 769 2 waves (8 agents) Gemini 3.5 Flash-Lite Season 4/Boston Legal S04E18.he.srt.bak.v25 Season 4/Boston Legal S04E18.he.srt 100% Deployed
S04E19 The Gods Must Be Crazy 706 2 waves (8 agents) Gemini 3.5 Flash-Lite Season 4/Boston Legal S04E19.he.srt.bak.v25 Season 4/Boston Legal S04E19.he.srt 100% Deployed
S04E20 Patriot Acts (Season Finale) 695 2 waves (8 agents) Gemini 3.5 Flash-Lite Season 4/Boston Legal S04E20.he.srt.bak.v25 Season 4/Boston Legal S04E20.he.srt 100% Deployed

🛠️ Architecture, Engineering & Tooling Documentation

1. RightSub Architecture (SubRefine & SubSwarm)

  • split: Decomposes long English SRT files into chunked JSON batches (approx. 210 cues each) mapped through a manifest.json.
  • merge: Assembles translated Hebrew batches back into standard .srt format, strictly maintaining original timestamps and block IDs.
  • BiDi Engine: Automatically injects invisible Right-to-Left Marks (\u200F / RLM) at the start of every text line, ensuring proper punctuation and numeral display in Plex, Infuse, VLC, and Apple TV.

2. High-Throughput Autonomous AI Agent Architecture

  • Model Engine: Gemini 3.5 Flash-Lite (Model: "flash_lite").
  • Orchestration: Concurrent waves of 4 autonomous subagents per wave, completing 700–900 cues in under 2 minutes per episode.
  • Context Injection: Each agent receives rich episode context, character backgrounds (Denny Crane, Alan Shore, Shirley Schmidt, Jerry Espenson, Carl Sack), legal lexicon, and strict character constraints.

3. Algorithmic Memory & Sanitization Pipeline (sanitize_hebrew)

  • Cyrillic Homoglyph Normalization (CYRILLIC_TO_HEBREW): Converts visually identical Cyrillic characters (e.g. \u043c [м] -> מ, \u0440 [р] -> ר) directly to their Hebrew equivalents before sanitization, preventing character loss.
  • Arabic Character Mapping (ARABIC_TO_HEBREW): Corrects any homoglyphic slips into standard Hebrew letters.
  • Typography & Punctuation: Enforces Hebrew gershayim (״ / \u05F4) for acronyms (עו״ד, ארה״ב, FDA), strips unwanted double quotes, eliminates vocalization/nikud, and converts literal string \n to native newlines.
  • SDH Stripping: Removes auditory descriptors (music cues, sound effects) while strictly preserving timing block index alignment.

4. Safety & Verification (Definition of Done)

  1. Safety First: Before overwriting any .he.srt, the original file is preserved under .he.srt.bak.v25.
  2. 1-to-1 Timing Verification: Automated QA checks verify that every cue index and timing range matches the English master file exactly (assert len(en) == len(he)).
  3. Plex / Infuse Validation: Verification that 100% of subtitle lines begin with RLM, with 0 foreign glyphs or corrupt characters.

🌐 Navigation / ניווט

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