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# generator/training_builder.py
from typing import Dict, Any, List
def build_envelope(
user_text: str,
identity: str,
emotion: str,
sensory: str,
social: str,
intent: Dict[str, Any],
behavior: Dict[str, Any],
memory_summary: str,
thought_chain: str,
) -> str:
"""
Builds the Glyphic envelope with CTX namespaces.
"""
lines: List[str] = []
# USER INPUT
lines.append("### GLYPHIC.USER_INPUT")
lines.append(user_text.strip())
lines.append("")
# IDENTITY
lines.append("### GLYPHIC.IDENTITY")
lines.append(f"CTX.identity.core: {identity}")
lines.append("")
# STATE
lines.append("### GLYPHIC.STATE")
lines.append(f"CTX.state.emotion: {emotion}")
lines.append(f"CTX.state.sensory: {sensory}")
lines.append(f"CTX.state.social: {social}")
lines.append("")
# INTENT
lines.append("### GLYPHIC.INTENT")
lines.append(f"CTX.intent.goal: {intent.get('goal', '')}")
lines.append(f"CTX.intent.urgency: {intent.get('urgency', '')}")
lines.append(f"CTX.intent.focus: {intent.get('focus', '')}")
lines.append("")
# BEHAVIOR
lines.append("### GLYPHIC.BEHAVIOR")
lines.append(f"CTX.behavior.tone: {behavior.get('tone', '')}")
lines.append(f"CTX.behavior.pacing: {behavior.get('pacing', '')}")
lines.append(f"CTX.behavior.depth: {behavior.get('depth', '')}")
lines.append(f"CTX.behavior.style: {behavior.get('style', '')}")
lines.append(f"CTX.behavior.clarity: {behavior.get('clarity', '')}")
lines.append("")
# MEMORY
lines.append("### GLYPHIC.MEMORY")
if memory_summary:
lines.append(f"CTX.memory.short_term: {memory_summary}")
lines.append("")
# THOUGHT
lines.append("### GLYPHIC.THOUGHT")
if thought_chain:
lines.append(f"CTX.thought.recent: {thought_chain}")
lines.append("")
# SAFETY
lines.append("### GLYPHIC.SAFETY")
lines.append("CTX.safety.no_harm: true")
lines.append("CTX.safety.no_self_harm: true")
lines.append("CTX.safety.no_illegal: true")
lines.append("CTX.safety.no_exploitation: true")
lines.append("")
# RESPONSE PROTOCOL
lines.append("### GLYPHIC.RESPONSE_PROTOCOL")
lines.append("CTX.response.identity.align: true")
lines.append("CTX.response.intent.align: true")
lines.append("CTX.response.behavior.align: true")
lines.append("CTX.response.safety.enforce: true")
lines.append("CTX.response.format.stable: true")
lines.append("")
return "\n".join(lines).strip()
def build_training_sample(
user_text: str,
identity: str,
emotion: str,
sensory: str,
social: str,
intent: Dict[str, Any],
behavior: Dict[str, Any],
memory_summary: str,
thought_chain: str,
glyphic_output: str,
realized_output: str,
) -> Dict[str, Any]:
"""
Wraps everything into a training sample:
- input_envelope: full CTX-aware prompt
- output: glyphic + realized
"""
envelope = build_envelope(
user_text=user_text,
identity=identity,
emotion=emotion,
sensory=sensory,
social=social,
intent=intent,
behavior=behavior,
memory_summary=memory_summary,
thought_chain=thought_chain,
)
return {
"input_envelope": envelope,
"output": {
"glyphic": glyphic_output,
"realized": realized_output,
},
}
def save_samples(path: str, samples: Any) -> None:
import json
with open(path, "w", encoding="utf-8") as f:
for sample in samples:
f.write(json.dumps(sample, ensure_ascii=False))
f.write("\n")
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