By name: scbe-aligned-foundations description: >- Use when building, extending, or auditing the SCBE multi-representation training program that aligns mathematics, English, Sacred Tongues lane naming, binary transport framing, chemistry packets, and coding primaries into one staged curriculum. Trigger this skill for tokenizer-native language lanes, chemistry-as-structure training, coding-primaries alignment, aligned foundation dataset generation, or transfer-eval planning across those lanes.
Use this skill when the task is to keep the SCBE token substrate aligned across multiple representations instead of treating each dataset as an isolated fine-tune.
Core rule
Preserve one concept across multiple synchronized forms:
- mathematics
- plain English
- Sacred Tongues abbreviation and full-name lane
- binary or packet framing
- domain lane instantiation such as chemistry or coding
Do not collapse those into one flat corpus if the alignment can be preserved.
Workflow
- Build or refresh the aligned foundations set:
python scripts/build_aligned_foundations_sft.py
- Build or refresh the chemistry lane:
python scripts/build_chemistry_primary_sft.py
- Treat local coding corpora as first-class:
training-data/sft/bijective_codeflow_v1_*.sft.jsonltraining-data/sft/drill_langues_full_*.sft.jsonl
- Use the combined profile when the goal is shared substrate learning:
config/model_training/aligned-foundations-qwen-primary.json
- Use the chemistry-only profile when isolating stability or conservation:
config/model_training/chemistry-qwen-primary.json
What to check before training
- Full tongue names and abbreviations co-occur often enough
- Layer numbers and names co-occur for
L10throughL14 - Risk tiers are taught as a full set:
ALLOW,QUARANTINE,ESCALATE,DENY - Chemistry records state why a reaction is stable or unstable
- Coding records preserve slot alignment and bijective mappings
Evaluation priorities
Judge success by structure, not just loss:
- token meaning stability
- cross-lane semantic preservation
- packet format compliance
- chemistry conservation and stability correctness
- coding slot and algorithm preservation
- transfer between chemistry, coding, and governance language
References
Read these when shaping or auditing the lane: