fix: Update repository references

[sherwin-casem]

Summary

Type of Change

• Bug fix
• Performance optimization
• New feature / phase
• Documentation
• Refactor / cleanup

Related Issue / Discussion

What Was Changed

Testing Done

• make release succeeds
• make test passes (all tests green)
• Ran inference manually and output is correct:

  # paste a sample run here
  ./adaptive_ai_engine --model ... --prompt "What is the capital of France?" --max-tokens 10
  # Output: ...
  

• For perf changes: benchmarked before/after

Benchmark Results (for perf PRs)

Config	Before	After	Delta
T=4, SIMD=auto, CLS=auto	— tok/s	— tok/s	+0%

Documentation Updated

• Updated relevant .md file (README / BENCHMARK_REPORT / DEBUGGING_JOURNAL / IMPLEMENTATION_PLAN)
• No docs change needed

Checklist

• No hardcoded paths or magic numbers
• No regressions on BitNet b1.58 (existing working model)
• Scalar fallback present for any new SIMD code
• Memory allocated with tn_aligned_calloc() for SIMD buffers