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feat: implement validated SLaNg token multi-head shared pipeline architecture#16

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Wamiza merged 36 commits into
QuantumLogicsLabs:mainfrom
sp25-bai-047-wq:feature/task-a-data-and-training-pipeline
Jun 30, 2026
Merged

feat: implement validated SLaNg token multi-head shared pipeline architecture#16
Wamiza merged 36 commits into
QuantumLogicsLabs:mainfrom
sp25-bai-047-wq:feature/task-a-data-and-training-pipeline

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Completed Deliverables Matrix (Revised & Approved)

All core engineering feedback issues have been structurally addressed on an isolated branch:

  1. Real Data Consumption:** Replaced all noise vectors with actual tokenized character embedding sequences (src_seq & tgt_in_seq).
  2. Shared Team Architecture:** Aligned class parameters precisely with the team's standard variables (TreeEncoder, TreeDecoder, RuleHead, and StepTracer).
  3. 3-Head Loss Function Wired:** Configured joint CrossEntropy and Binary CrossEntropy optimization loss across sequence token generation path, rule classification, and verification logic tracker.
  4. Configuration & Documentation Added:** Extracted hyper-parameters into config.json and logged system scale metrics and generation scope boundaries inside DATASET_REPORT.md.

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vercel Bot commented Jun 24, 2026

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@sp25-bai-047-wq is attempting to deploy a commit to the chuzaairforce-7557's projects Team on Vercel.

A member of the Team first needs to authorize it.

…ng on true derivations, and decouple model architecture
…serializer and force delete duplicate data generator
…ialization directly, and synchronize dynamic vocab size
…tations, scale up samples dataset loop, and decouple generation workflow
…0k FRAC dictionary nodes and dynamic validation sync
… mapping and loud missing token validation rules
@sp25-bai-047-wq sp25-bai-047-wq force-pushed the feature/task-a-data-and-training-pipeline branch from 91043f1 to fadd866 Compare June 29, 2026 06:27
@Wamiza Wamiza merged commit 473c66e into QuantumLogicsLabs:main Jun 30, 2026
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