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@ -141,7 +141,7 @@ These items need to be addressed ASAP:
--- ---
## 2. Self-Reflection & Course Correction 🔄 ## 3. Self-Reflection & Course Correction 🔄
**Problem:** Current retry logic handles malformed outputs but not semantic failures. Agent doesn't reason about *why* something failed. **Problem:** Current retry logic handles malformed outputs but not semantic failures. Agent doesn't reason about *why* something failed.
@ -166,7 +166,7 @@ These items need to be addressed ASAP:
--- ---
## 3. Tool Composition & Learning 🔧 ## 4. Tool Composition & Learning 🔧
**Problem:** Tools are atomic. Complex tasks require repeated manual orchestration of the same tool sequences. **Problem:** Tools are atomic. Complex tasks require repeated manual orchestration of the same tool sequences.
@ -197,7 +197,7 @@ These items need to be addressed ASAP:
--- ---
## 4. Dynamic Skills Expansion 📚 ## 5. Dynamic Skills Expansion 📚
**Problem:** Skills system is elegant but static. Skills must be manually created and added. **Problem:** Skills system is elegant but static. Skills must be manually created and added.
@ -226,7 +226,7 @@ These items need to be addressed ASAP:
--- ---
## 5. Task Continuation Hints 🎯 ## 6. Task Continuation Hints 🎯
**Problem:** Could be more helpful by suggesting logical next steps. **Problem:** Could be more helpful by suggesting logical next steps.
@ -240,7 +240,7 @@ These items need to be addressed ASAP:
--- ---
## 6. Interactive Clarifying Questions Tool ❓ ## 7. Interactive Clarifying Questions Tool ❓
**Problem:** Agent sometimes makes assumptions or guesses when it should ask the user. Currently can only ask via text, which gets lost in long outputs. **Problem:** Agent sometimes makes assumptions or guesses when it should ask the user. Currently can only ask via text, which gets lost in long outputs.
@ -276,23 +276,6 @@ These items need to be addressed ASAP:
--- ---
## 7. Uncertainty & Honesty Calibration 🎚️
**Problem:** Sometimes confidently wrong. Should be better calibrated about what I know vs. don't know.
**Ideas:**
- [ ] **Source attribution** - Track where information came from:
- "According to the docs I just fetched..." vs "From my training data (may be outdated)..."
- Let user assess reliability themselves
- [ ] **Cross-reference high-stakes claims** - Self-check for made-up details:
- When stakes are high, verify with tools before presenting as fact
- "Let me verify that before you act on it..."
**Files to modify:** `run_agent.py`, response generation logic
---
## 8. Resource Awareness & Efficiency 💰 ## 8. Resource Awareness & Efficiency 💰
**Problem:** No awareness of costs, time, or resource usage. Could be smarter about efficiency. **Problem:** No awareness of costs, time, or resource usage. Could be smarter about efficiency.