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feat: Add dashboard chat integration and MCP server Major changes: - Dashboard: WebSocket-based chat with session management - Dashboard: New chat components (ChatPane, ChatInput, ModeToggle) - Dashboard: Enhanced UI with parallel coordinates chart - MCP Server: New atomizer-tools server for Claude integration - Extractors: Enhanced Zernike OPD extractor - Reports: Improved report generator New studies (configs and scripts only): - M1 Mirror: Cost reduction campaign studies - Simple Beam, Simple Bracket, UAV Arm studies Note: Large iteration data (2_iterations/, best_design_archive/) excluded via .gitignore - kept on local Gitea only. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-13 15:53:55 -05:00
SQLite format 3@ <00>
<00>.<2E><> <0F> <0B><0E><0F> <0C> <0C> ! <0B><00>9<01>Sindexidx_messages_timestampmessagesCREATE INDEX idx_messages_timestamp
ON messages(session_id, timestamp)
5<01>9indexidx_messages_sessionmessagesCREATE INDEX idx_messages_session
ON messages(session_id)
P++Ytablesqlite_sequencesqlite_sequenceCREATE TABLE sqlite_sequence(name,seq)<29> <01>tablemessagesmessagesCREATE TABLE messages (
id INTEGER PRIMARY KEY AUTOINCREMENT,
session_id TEXT NOT NULL,
role TEXT NOT NULL,
content TEXT NOT NULL,
tool_calls TEXT,
timestamp TEXT NOT NULL,
FOREIGN KEY (session_id) REFERENCES sessions(session_id)
)<29>-<01>-tablesessionssessionsCREATE TABLE sessions (
session_id TEXT PRIMARY KEY,
mode TEXT NOT NULL DEFAULT 'user',
study_id TEXT,
created_at TEXT NOT NULL,
last_active TEXT NOT NULL
)/Cindexsqlite_autoindex_sessions_1sessions
 A <09> A A A A A A A A A A A A A A A A                    <02><02><01><01>d<00>_,?AA73820d12userm1_mirror_flat_back_final2026-01-08T14:44:43.4904342026-01-08T14:45:18.365543_+?AA7bfd712auserm1_mirror_flat_back_final2026-01-08T14:42:55.7465402026-01-08T14:43:17.759445F*AAd547dd31user2026-01-08T14:42:55.7115812026-01-08T14:42:55.711581F)AAc4d34092user2026-01-08T14:42:53.6877772026-01-08T14:42:53.687777_(?AA952be0ffuserm1_mirror_flat_back_final2026-01-08T14:14:18.3325322026-01-08T14:14:18.332532F'AA1bb2808cuser2026-01-08T14:14:17.2611822026-01-08T14:14:17.261182F&AA3fd296d1user2026-01-08T14:14:16.4110912026-01-08T14:14:16.411091_bDEAA1f3dc188userm1_mirror_cost_reduction_V132026-01-09T10:51:53.3332352026-01-09T10:51:53.333235 <0B>AAab1a573buser2026-01-09T10:51:52.0976842026-01-09T10:51:52.097684 zAA585d2333user2026-01-09T10:51:51.1338152026-01-09T10:51:51.133815 2EAA0bdda7aauserm1_mirror_cost_reduction_V132026-01-09T10:40:36.0474162026-01-09T10:40:36.047416
<EFBFBD>EAA1cd969acuserm1_mirror_cost_reduction_V132026-01-09T10:40:35.6574802026-01-09T10:40:35.657480
jEAAc344f034userm1_mirror_cost_reduction_V132026-01-09T10:40:24.8858942026-01-09T10:40:24.885894
AAe76e6ba6user2026-01-09T10:40:23.8019872026-01-09T10:40:23.801987 <09>AAd754dd2cuser2026-01-09T10:40:22.8629042026-01-09T10:40:22.862904 vEAAca5a3c72userm1_mirror_cost_reduction_V132026-01-09T10:09:41.7190582026-01-09T10:09:41.719058 EAA169a6b3euserm1_mirror_cost_reduction_V132026-01-09T10:09:41.5041272026-01-09T10:09:41.504127<08>EAAd6f4326duserm1_mirror_cost_reduction_V132026-01-09T10:05:16.9288842026-01-09T10:05:16.928884JAA290dad3cuser2026-01-09T10:05:15.6899632026-01-09T10:05:15.689963AA28603f37user2026-01-09T10:05:14.7274222026-01-09T10:05:14.727422<07>EAA7b03c854userm1_mirror_cost_reduction_V132026-01-09T10:05:11.1062692026-01-09T10:05:11.106269VAAcdc48646user2026-01-09T10:05:10.5396092026-01-09T10:05:10.539609AA7d2b0a6cuser2026-01-09T10:05:10.5201392026-01-09T10:05:10.520139<06>?AA6cfebb70userm1_mirror_flat_back_final2026-01-09T08:35:44.4170312026-01-09T08:35:44.417031eAA2313befauser2026-01-09T08:35:44.0997252026-01-09T08:35:44.099725AA211042f2user2026-01-09T08:35:41.9004382026-01-09T08:35:41.900438<05>EAA65`AAA3e104790userm1_mirror_flatback_lateral2026-01-13T11:10:38.1622212026-01-13T11:10:38.162221`AAA06fea803userm1_mirror_flatback_lateral2026-01-13T11:10:36.2934652026-01-13T11:10:36.293465<05>?AA38db4d0duserm1_mirror_flat_back_final2026-01-12T08:40:31.0686062026-01-12T08:40:31.068606<05>?AA6eee730fuserm1_mirror_flat_back_final2026-01-12T08:40:30.9982552026-01-12T08:40:30.9982559YAA81c5d306userm1_mirror_cost_reduction_flat_back_V102026-01-12T08:39:57.7749632026-01-12T08:39:57.774963<04>YAAc672a9a1userm1_mirror_cost_reduction_flat_back_V102026-01-12T08:39:57.3648992026-01-12T08:39:57.364899]YAAca9d090cpowerm1_mirror_cost_reduction_flat_back_V102026-01-12T08:38:48.6432122026-01-12T08:38:48.643212<03>YAA2247cfb2userm1_mirror_cost_reduction_flat_back_V102026-01-12T08:38:12.5385612026-01-12T08:38:12.538561<03>YAAb7fdd62duserm1_mirror_cost_reduction_flat_back_V102026-01-12T08:38:12.3476622026-01-12T08:38:12.347662EAA8f50ebfbuserm1_mirror_cost_reduction_V132026-01-12T08:37:37.7040582026-01-12T08:37:37.704058<02>EAAc22b1fa7userm1_mirror_cost_reduction_V132026-01-12T08:37:37.2678392026-01-12T08:37:37.267839JEAA02799f5cuserm1_mirror_cost_reduction_V132026-01-12T08:20:13.4568322026-01-12T08:20:13.456832<01>EAAd8bf21a7userm1_mirror_cost_reduction_V132026-01-12T08:20:12.8837112026-01-12T08:20:12.883711<01>9AAe2ad7229userm1_mirror_adaptive_V132026-01-12T08:20:00.3971632026-01-12T08:20:00.397163$9AA5f055a5fuserm1_mirror_adaptive_V132026-01-12T08:19:59.9430102026-01-12T08:19:59.943010<00>CAA668b819buserm1_mirror_cost_reduction_V92026-01-12T08:19:33.3638792026-01-12T08:19:33.363879cCAAb3ee4d21userm1_mirror_cost_reduction_V92026-01-12T08:19:31.9975342026-01-12T08:19:31.997534
>$1$$KXerrrrrr<0F><0F><0F><0F><0F> <0C> <0C> <0C> <0C> <0C> <0C> <0C> <0C> <0C> <0C> <0C> <0C> <0C> <0C> <0C> <0C> <0C> <0C> <0C>:::::::::::::::::::::::::::<0F><0F><0F><0F><0F> 1f3dc188D?ab1a573bC2585d2333B%0bdda7aaA1cd969ac@ c344f034?<02>e76e6ba6><02>d754dd2c=<02>ca5a3c72<<02>169a6b3e;<02>d6f4326d:<02>290dad3c9<02>28603f378<02>7b03c8547<02>cdc486466<02>7d2b0a6c5|6cfebb704o2313befa3b211042f22U651f7a2b1H555575080;3ad1a987/.84562cb2.!bd67ea19-73820d12,7bfd712a+<01>d547dd31*<01>c4d34092)<01>952be0ff(-1bb2808c'- 3fd296d1& db2dbe10%<01>b303075f$<01>fd6681a6#<01>9da5b4dd"n d6138f4a! 3d5dc285 <01>85b14767<01>44cc477bx42940f22kcbeca39f^5b66e612Q6da6c967D54e01ac97709bfb7b*925b2828cce1eab3ab29bfb29c2b6889<00>ebd48a6d<00>ed9ce002 3e104790 06fea803<00>38db4d0d<00>6eee730f<00>81c5d306 <00>c672a9a1 <00>ca9d090c <00>2247cfb2
tb7fdd62d g8f50ebfbZc22b1fa7M02799f5c@d8bf21a73e2ad7229&5f055a5f668b819b b3ee4d21 <04><04><04><04><04><04><04><04><04><04><04>/<01>D<00>0Adb2dbe10useryes2026-01-08T14:14:38.784223<EFBFBD><1F>GAdb2dbe10assistantWould you like to approve the write permission so I can save the report to `STUDY_REPORT.md`?2026-01-08T14:14:05.478949PSAdb2dbe10usercan you generate the result report?2026-01-08T14:08:34.807634<EFBFBD> <1F>SA3d5dc285assistant## Current Best Objective
**Best Trial: #8** (out of 19 total)
| Objective | Value |
|-----------|-------|
| **WFE 40-20** | 9.73 nm RMS |
| **WFE 60-20** | 22.43 nm RMS |
| **MFG 90** | 46.65 |
| **Mass** | 103.2 kg |
**Weighted Sum**: 310.47
### Design Parameters
- `whiffle_min`: 61.32
- `whiffle_triangle_closeness`: 66.27
### Note
The improvement shows **-59.7%** versus baseline, which actually means the weighted sum *increased* (got worse) compared to the baseline study's best of 194.46. This suggests the new flat-back design space is more challenging than the original curved-back configuration.2026-01-08T13:01:33.367527U ]A3d5dc285userWhat's the current best objective value?2026-01-08T13:00:28.779259<EFBFBD> <08>f<1F>sA651f7a2bassistantI found the `m1_mirror_cost_reduction_V13` study. Which study would you like me to generate a report for?
**Recent M1 Mirror studies:**
- `m1_mirror_cost_reduction_V13` (current context)
- `m1_mirror_flat_back_final`
- `m1_mirror_cost_reduction_flat_back_V10`
- `m1_mirror_cost_reduction_flat_back_V9`
- `m1_mirror_turbo_V2`
- `m1_mirror_adaptive_V15`
**Other projects:**
- `drone_gimbal_arm_optimization`
- `uav_arm_optimization_V2`
- `bracket_pareto_3obj`
Which study should I generate the report for? Or should I proceed with `m1_mirror_cost_reduction_V13`?2026-01-08T16:41:23.101643 MA651f7a2busercan you make the result report?%2026-01-08T16:41:01.840118<08><1F>yA73820d12assistantThis study is a **final refinement optimization for an M1 telescope mirror** with a flat back design, focusing on tuning just 2 whiffle tree support parameters (`whiffle_min` and `whiffle_triangle_closeness`) using CMA-ES starting from a previously optimized design. The goal is to minimize wavefront error (WFE) at multiple elevation angles while keeping mass under 120 kg.2026-01-08T14:45:18.365543mA73820d12userWhat is this study about? Answer in 2 sentences.2026-01-08T14:44:43.537495<06>aA7bfd712ausercan you update and save the result report?2026-01-08T14:43:17.748986Z<1F>GAdb2dbe10assistantI need write permission to save the report. The report is ready - it contains:
- **Executive Summary** with key findings
- **Study Configuration** (objectives, design variables, fixed parameters)
- **Results Summary** with the best design (Trial #8, WS=310.47)
- **All 17 trials ranked** by weighted sum
- **Convergence analysis** showing improvement progression
- **Failed trials analysis** (2 geometry failures)
- **Conclusions and recommendations**
Would you like to grant write permission so I can save the report to `STUDY_REPORT.md`?2026-01-08T14:17:22.684316Adb2dbe10useryes2026-01-08T14:14:38.784223<03><1F>GAdb2dbe10assistantWould you like to approve the write permission so I can save the report to `STUDY_REPORT.md`?2026-01-08T14:14:05.478949BSAdb2dbe10usercan you generate the result report?2026-01-08T14:08:34.807634<02><1F>SA3d5dc285assistant## Current Best Objective
**Best Trial: #8** (out of 19 total)
| Objective | Value |
|-----------|-------|
| **WFE 40-20** | 9.73 nm RMS |
| **WFE 60-20** | 22.43 nm RMS |
| **MFG 90** | 46.65 |
| **Mass** | 103.2 kg |
**Weighted Sum**: 310.47
### Design Parameters
- `whiffle_min`: 61.32
- `whiffle_triangle_closeness`: 66.27
### Note
The improvement shows **-59.7%** versus baseline, which actually means the weighted sum *increased* (got worse) compared to the baseline study's best of 194.46. This suggests the new flat-back design space is more challenging than the original curved-back configuration.2026-01-08T13:01:33.367527W]A3d5dc285userWhat's the current best objective value?2026-01-08T13:00:28.779259 <0F><0F>
<0E><0E><0E><0E>$$$$$$$$$$$$$<0F><0F><0F><0F> 651f7a2b651f7a2b73820d12<00>73820d12<00>7bfd712a<00>db2dbe10<00>db2dbe10<00>db2dbe10<00>db2dbe10<00>3d5dc285 <00>3d5dc285 <00>9da5b4dd <0F> 9da5b4dd
3d5dc285 g3d5dc285Z54e01ac9M925b2828@925b28283ebd48a6d&9d4d1ac32c953ce9 ffbf306c
 <0C> <0C> <0C> <0C> 1 Y Y Y Y Y Y Y Y Y Y Y Y Yaaa<0F>'A651f7a2b2026-01-08T16:41:23.101643G651f7a2b2026-01-08T16:41:01.84011873820d122026-01-08T14:45:18.365543<02>73820d122026-01-08T14:44:43.537495<02>7bfd712a2026-01-08T14:43:17.748986<02>db2dbe102026-01-08T14:17:22.684316db2dbe102026-01-08T14:14:38.784223Wdb2dbe102026-01-08T14:14:05.478949/db2dbe102026-01-08T14:08:34.8076343d5dc2852026-01-08T13:01:33.367527 <01>3d5dc2852026-01-08T13:00:28.779259 <01>9da5b4dd2026-01-08T12:14:26.593243 <0E>(9da5b4dd2026-01-08T12:13:41.812526
'A3d5dc2852026-01-08T12:13:26.194678 ?3d5dc2852026-01-08T12:10:07.23749854e01ac92026-01-08T12:07:40.446625<00>925b28282026-01-08T11:50:55.363209<00>925b28282026-01-08T11:50:33.804218<00>ebd48a6d2026-01-08T11:48:31.750684w9d4d1ac32026-01-08T11:48:08.040179O2c953ce92026-01-08T11:45:15.863760' ffbf306c2026-01-08T11:41:05.465733 <04> o<07>/<01>D<00>0Adb2dbe10useryes2026-01-08T14:14:38.784223<EFBFBD><1F>GAdb2dbe10assistantWould you like to approve the write permission so I can save the report to `STUDY_REPORT.md`?2026-01-08T14:14:05.478949PSAdb2dbe10usercan you generate the result report?2026-01-08T14:08:34.807634<EFBFBD> <1F>SA3d5dc285assistant## Current Best Objective
**Best Trial: #8** (out of 19 total)
| Objective | Value |
|-----------|-------|
| **WFE 40-20** | 9.73 nm RMS |
| **WFE 60-20** | 22.43 nm RMS |
| **MFG 90** | 46.65 |
| **Mass** | 103.2 kg |
**Weighted Sum**: 310.47
### Design Parameters
- `whiffle_min`: 61.32
- `whiffle_triangle_closeness`: 66.27
### Note
The improvement shows **-59.7%** versus baseline, which actually means the weighted sum *increased* (got worse) compared to the baseline study's best of 194.46. This suggests the new flat-back design space is more challenging than the original curved-back configuration.2026-01-08T13:01:33.367527U ]A3d5dc285userWhat's the current best objective value?2026-01-08T13:00:28.779259 <0C>o<1F>_A9da5b4ddassistantYou're working with **m1_mirror_flat_back_final** - a CMA-ES whiffle refinement study for the M1 mirror.
**Study Summary:**
| Property | Value |
|----------|-------|
| Algorithm | CMA-ES |
| Trials planned | 60 |
| Design variables | 2 (whiffle_min, whiffle_triangle_closeness) |
| Starting point | V10 iter123 (WS=194.46, mass=102.38kg) |
**Objectives:**
- `wfe_40_20` - WFE at 40° relative to 20° (weight: 6)
- `wfe_60_20` - WFE at 60° relative to 20° (weight: 5)
- `mfg_90` - Manufacturing deformation at 90° (weight: 3)
**Current Progress:** 19 iterations completed (iter1-iter19 folders exist), plus 5 best design archives.
Want me to check the database for trial results, show the best design found so far, or analyze convergence?2026-01-08T12:14:26.593243 <0C>POA9da5b4dduserHi, what study am I working with?2026-01-08T12:13:41.812526<EFBFBD>w <1F>A3d5dc285assistantNow I have the complete picture:
## Summary: Failed Trial Analysis
**Trial #18** is the only failed trial out of 19 total.
### What happened:
1. **Solver ran successfully** - The Nastran solve completed without errors (OP2 file generated, analysis summary shows completion)
2. **Result extraction failed** - The `results/` folder is empty, meaning the Zernike/WFE extraction from the OP2 file failed
3. **No objectives recorded** - The `trial_values` table is empty for this trial, confirming no results were extracted
### Root cause:
The **result extraction step failed** after the FEA solve. This typically happens when:
- The OP2 file parsing failed (corrupt or unexpected format)
- The Zernike extraction couldn't find the expected nodes/data
- An exception occurred during post-processing that wasn't caught
### Recommendation:
To diagnose the exact extraction failure, I can:
1. Re-run the extraction manually on iter18's OP2 file
2. Check the run_optimization.py logs for the specific exception
Would you like me to investigate further or attempt to recover this trial's results?2026-01-08T12:13:26.194678NOA3d5dc285userAre there any failed trials? Why?2026-01-08T12:10:07.237498AgA54e01ac9userSummarize the m1_mirror_flat_back_final study2026-01-08T12:07:40.446625<02><1F>sA925b2828assistant**m1_mirror_flat_back_final** exists at:
```
studies/M1_Mirror/m1_mirror_flat_back_final/
```
This is an M1 mirror optimization study (likely minimizing wavefront error and/or mass with a flat-back design). Want me to show its current status?2026-01-08T11:50:55.363209<01>gA925b2828userWhat study am I working with? Answer briefly.2026-01-08T11:50:33.804218`Aebd48a6duserSummarize the m1_mirror_cost_reduction_flat_back_V9 study2026-01-08T11:48:31.750684<00>GA9d4d1ac3userWhat study am I working with?2026-01-08T11:48:08.040179<00>gA2c953ce9userSummarize the m1_mirror_flat_back_final study2026-01-08T11:45:15.863760POAffbf306cuserAre there any failed trials? Why?2026-01-08T11:41:05.465733 <08> <0A> T <0C> I
<EFBFBD><08><00>f<1F>sA651f7a2bassistantI found the `m1_mirror_cost_reduction_V13` study. Which study would you like me to generate a report for?
**Recent M1 Mirror studies:**
- `m1_mirror_cost_reduction_V13` (current context)
- `m1_mirror_flat_back_final`
- `m1_mirror_cost_reduction_flat_back_V10`
- `m1_mirror_cost_reduction_flat_back_V9`
- `m1_mirror_turbo_V2`
- `m1_mirror_adaptive_V15`
**Other projects:**
- `drone_gimbal_arm_optimization`
- `uav_arm_optimization_V2`
- `bracket_pareto_3obj`
Which study should I generate the report for? Or should I proceed with `m1_mirror_cost_reduction_V13`?2026-01-08T16:41:23.101643MMA651f7a2busercan you make the result report?%2026-01-08T16:41:01.840118<EFBFBD>)<1F>yA73820d12assistantThis study is a **final refinement optimization for an M1 telescope mirror** with a flat back design, focusing on tuning just 2 whiffle tree support parameters (`whiffle_min` and `whiffle_triangle_closeness`) using CMA-ES starting from a previously optimized design. The goal is to minimize wavefront error (WFE) at multiple elevation angles while keeping mass under 120 kg.2026-01-08T14:45:18.365543]mA73820d12userWhat is this study about? Answer in 2 sentences.2026-01-08T14:44:43.537495WaA7bfd712ausercan you update and save the result report?2026-01-08T14:43:17.748986<EFBFBD>P<1F>GAdb2dbe10assistantI need write permission to save the report. The report is ready - it contains:
- **Executive Summary** with key findings
- **Study Configuration** (objectives, design variables, fixed parameters)
- **Results Summary** with the best design (Trial #8, WS=310.47)
- **All 17 trials ranked** by weighted sum
- **Convergence analysis** showing improvement progression
- **Failed trials analysis** (2 geometry failures)
- **Conclusions and recommendations**
Would you like to grant write permission so I can save the report to `STUDY_REPORT.md`?2026-01-08T14:17:22.684316  <0A> 3 <0C> <0C> B <0B> <0B> Q
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