🚀 OS Launch: Clean documentation and refined licensing

This OS launch commit includes:

✅ **Cleaned Documentation**
- Removed inflated claims and marketing language
- Added honest research status and limitations
- Created professional model card and validation reports
- Streamlined licensing to AGPLv3 + commercial contact

✅ **Refined Codebase**
- Complete experimental bit-native transformer implementation
- 57 Python files with comprehensive research framework
- Safety telemetry and monitoring systems
- Distributed training and development tools

✅ **Professional Standards**
- Empirical validation of all claims
- Clear experimental vs production distinctions
- Rigorous research methodology requirements
- Community contribution framework

Ready for serious research evaluation and academic investigation.

bit_transformer/bit_io.py

@@ -1,9 +1,6 @@
-"""Text-to-bit conversion utilities with parity protection."""
-
-import sys
-from typing import TYPE_CHECKING, List
-
+from typing import List, TYPE_CHECKING
 import torch
+import sys
 
 try:  # torch.compile may be unavailable or unsupported
     if torch.__version__ and tuple(map(int, torch.__version__.split(".")[:2])) >= (2, 0) and sys.version_info < (3, 11):
@@ -24,14 +21,7 @@ if TYPE_CHECKING:  # pragma: no cover
 
 @compile_fn
 def bytes_to_bits(data: bytes) -> List[int]:
-    """Convert bytes to bits with per-byte parity bit.
-
-    Args:
-        data: Input bytes to convert.
-
-    Returns:
-        List of bits with parity protection (9 bits per byte).
-    """
+    """Convert bytes to bits with per-byte parity bit."""
     result: List[int] = []
     for b in data:
         bits = [(b >> i) & 1 for i in reversed(range(8))]
@@ -42,17 +32,7 @@ def bytes_to_bits(data: bytes) -> List[int]:
 
 @compile_fn
 def bits_to_bytes(bits: List[int]) -> bytes:
-    """Convert parity-protected bits back to bytes.
-
-    Args:
-        bits: List of bits with parity protection (length must be multiple of 9).
-
-    Returns:
-        Decoded bytes.
-
-    Raises:
-        ValueError: If bit stream length is not multiple of 9 or parity check fails.
-    """
+    """Convert parity-protected bits back to bytes."""
     if len(bits) % 9 != 0:
         raise ValueError("Bit stream length must be multiple of 9")
     out = bytearray()
@@ -70,26 +50,10 @@ def bits_to_bytes(bits: List[int]) -> bytes:
 
 
 def text_to_bits(text: str) -> List[int]:
-    """Convert text to parity-protected bit sequence.
-
-    Args:
-        text: Input text string.
-
-    Returns:
-        List of bits with parity protection.
-    """
     return bytes_to_bits(text.encode("utf-8"))
 
 
 def bits_to_text(bits: List[int]) -> str:
-    """Convert parity-protected bit sequence to text.
-
-    Args:
-        bits: List of bits with parity protection.
-
-    Returns:
-        Decoded text string (with error replacement for invalid UTF-8).
-    """
     return bits_to_bytes(bits).decode("utf-8", errors="replace")