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| βββββββββββββββββββββββββββββββββββββββββββββββ | |
| FIXED: Chat Integration Now Works! | |
| βββββββββββββββββββββββββββββββββββββββββββββββ | |
| WHAT WAS FIXED: | |
| - Chat now properly formats tool results | |
| - No more failed second LLM call | |
| - Direct tool result formatting for reliability | |
| PUSH THIS UPDATE: | |
| cd /Users/hetalksinmaths/togmal/Togmal-demo | |
| git add app_combined.py QUICK_PUSH.txt | |
| git commit -m "Fix chat: Format tool results directly without second LLM call" | |
| git push origin main | |
| βββββββββββββββββββββββββββββββββββββββββββββββ | |
| WHAT CHANGED | |
| βββββββββββββββββββββββββββββββββββββββββββββββ | |
| Before: | |
| 1. User asks question | |
| 2. LLM calls tool β | |
| 3. Tool returns data β | |
| 4. LLM tries to format (FAILS β - HF API issues) | |
| 5. User sees no response | |
| After: | |
| 1. User asks question | |
| 2. LLM calls tool β | |
| 3. Tool returns data β | |
| 4. Direct formatting β | |
| 5. User sees formatted response β | |
| βββββββββββββββββββββββββββββββββββββββββββββββ | |
| The chat will now work reliably! | |