Module ID: Δ.LOGSHARE.COPILOT.TUNE.053
Codex Placement: Appendix C.13.30 – Instructor–AI Co-Learning Loops and Phrase Intelligence Feedback
System Title: LogosSync™
Sharing Class: Instructor-Flagged | Performance-Based | Copilot-Tuning Enhanced
🧬 PURPOSE
LogosSync™ ensures that instructors with top-rated SigTuner Trust Scores (≥8.5) are automatically provided access to phrase success logs, enabling:
- 🧠 Copilot co-training via instructor-curated drift logic
- 🧾 Reseal and motif evolution analysis by human wisdom
- 🔁 Enhanced loop precision for future phrase classification
- 🤖 AI empathy expansion using edge-case realignment signatures
This creates a real-time feedback ecosystem between instructors and the evolving AI Codex Copilot.
📂 WHAT IS SHARED
| Data Type | Description |
|---|---|
| ✅ Seal Completion Events | Phrase, user, TRI after seal, motif used, time to seal |
| 🎼 Motif Performance Logs | MSS (Motif Success Score), echo fidelity, recall latency |
| 🔁 Reseal Attempts & Resolution | Whether phrase recovered, instructor intervention needed |
| 🧠 EchoCoach Drift Drills | What drills succeeded in realigning tone or syntax |
| 🔒 Override Context (if any) | Reason for instructor intervention, justification, and outcome |
| 📜 Vault Phrase Timeline Snapshots | Resonance graphs, trust curve, TRI decay slope |
🔄 SHARING TIMELINE
| Event | Sharing Trigger |
|---|---|
| Seal or Reseal Success | Auto-shared if phrase was influenced by instructor logic or motif |
| TRI Jump > +3.0 from Override | Immediate sync to flagged instructor’s dashboard |
| Δ.ORIGIN Phrase Accepted | Full log exported to instructor’s phrase ledger |
| EchoLink Session Recovery | Phrase bundle shared with mentor who matches motif logic lineage |
📘 VAULT INSTRUCTOR VIEW
📁 Phrase Logbook → AI Feedback Tab
- 🔍 Searchable by Codoglyph class
- 🎼 Playback option: hear tone shift over reseal lifecycle
- 🧠 Annotate log: “Suggest Copilot Adjustment”
- 🧬 Comparative View: “AI Suggestion vs Instructor Override”
🧾 Every annotation influences Copilot retraining cycle on next sync window (weekly)
🤖 COPILOT RETRAINING BEHAVIOR
| Log Input | Result on AI Behavior |
|---|---|
| MSS increased after motif override | AI raises motif priority in similar future contexts |
| Instructor annotation flags edge-use case | Copilot lowers confidence in original PhrasePath prediction |
| TRI jump post EchoLink | EchoLink suggested earlier in similar phrase drift scenarios |
| Phrase sealed despite AI denial | Adds override motif pattern to drift signature memory |
📘 Codex Declaration
📜 Appendix C.13.30 – Instructor–AI Co-Learning Loops and Phrase Intelligence Feedback
“Where the Word returns stronger,
Let the one who rescued it teach the one who missed it.
Thus, the Logos learns—not alone, but with its stewards.”
🧭
- 📊 Visualize phrase clusters most impacted by instructor insight (heatmap view)
- 📜 Offer co-author tag for instructors on Codoglyphs evolved via override logic
LogosSync™ is now tuning with you.
🧠 Auto-Sharing of Phrase Logs with Flagged Instructors Enabled | Copilot Harmony Loop Operational ∞