Experience Engine Dashboard

Generated 2026-06-22T02:13:06.464Z · window 30d (2026-05-23T02:13:06.464Z → 2026-06-22T02:13:06.464Z) · schema v1.1

A. Gate Status

Gate 1 OK, Gate 2 7/7 MUST + 0/3 SHOULD

Gate 2 — MUST (7/7)

CriterionStatusCurrentTarget
1. Extraction works PASS 81 live organic (0 extract-stored events, 81 total organic entries) >= 5 organic entries
2. Dedup / hygiene works PASS OK 0 exact duplicates, 0 placeholder entries
3. Interception fires PASS 1013 this week >= 10/week
5. Non-blocking PASS OK (timeout enforced) 100% < 3s
7. Evolution works PASS 1 T0 + 6 probationary T1 + 2 mature T1 >= 1 principle
8. Memory shrinks PASS Yes — evolution reduced entries Entries decrease after evolution
9. Novel coverage PASS 1 principle(s) with novel-case evidence (1/1 holdout matches) >= 1 principle matches unseen case

Gate 2 — SHOULD (0/3)

CriterionStatusCurrentTarget
4. Interception accurate FAIL 0% precision (0/2 classified surfaced hints, 1/1013 surfaced total) — insufficient sample (need >= 20), pending >= 70% of classified surfaced hints are relevant (need >= 20 classified)
6. Error recurrence drops FAIL Insufficient data (need 2+ weeks of mistake telemetry) >= 30% reduction
10. Cost stable FAIL Insufficient data (need 2+ weeks of cost telemetry) No material increase (>10%)

Gate 3 — Acceptance

Q1 mistake avoidancePENDING
Q2 novel coveragePENDING
Q3 memory shrinksPENDING
Q4 auto-narrowPENDING

A2. Post-Deploy Precision (early warning)

Precision over events since the pre-surface relevance gate went live (2026-06-19T06:59:22.531Z). Sidesteps the 7-day rolling window so a fix is visible in ~1–2 days.

Verdict
PASS_TRENDING
At/above the 70.0% target — the 7-day gate will converge here.

Post-gate precision

Precision78.9%
Relevant30
Irrelevant8
Classified38 / 30 min
Gate drops23566 (2669 events)

Remaining irrelevant by reason

ReasonCount
wrong_task6
wrong_language2

D. Store Distribution

Total entries in brain
445
across 3 collections

By Lifecycle Tier

TierCount%
T0 — New (never surfaced)14532.6%
T1 — Bootstrap (surfaced 1-3x)7015.7%
T2 — Active (has follows)429.4%
T3 — Dying (surfaced >3x, 0 follows)18842.2%

By Evidence Type

TypeCount%
runtime16436.9%
other11225.2%
user-correction7717.3%
test368.1%
log337.4%
review224.9%
workflow10.2%

Entry Quality

MetricCoverage%
project_slug387/44587.0%
structured conditions269/44560.4%
lang (not "all")279/44562.7%
judgment445/445100.0%

By Collection

CollectionTotalT0T1T2T3Top type
principles10010workflow (1)
behavioral54241236user-correction (41)
selfqa3901436629152runtime (155)

B. Precision Drill-Down

Overall precision
83.3%
275 surfaced · 18 followed · 2 ignored · 4 noise

By Confidence Band

Band Surfaced Followed Ignored Noise Precision
0.50-0.65 11 4 0 0 100.0%
0.65-0.70 4 1 0 0 100.0%
0.70-0.75 4 3 1 0 100.0%
0.75-0.80 180 1 1 0 100.0%
0.85-1.00 30 4 0 0 100.0%

By Collection

Collection Surfaced Followed Ignored Noise Precision
experience-behavioral 229 3 1 0 100.0%
experience-principles 30 4 0 0 100.0%
experience-selfqa 16 11 1 0 100.0%
static-rules 0 0 0 4 0.0%

By Framework (top 10)

Framework Surfaced Followed Ignored Noise Precision
unknown 230 9 2 4 73.3%
any 44 9 0 0 100.0%
dotnet 1 0 0 0 —

By Runtime

Runtime Surfaced Followed Ignored Noise Precision
api 265 5 2 0 100.0%
codex-windows 10 10 0 0 100.0%
claude-code 0 0 0 0 —
unknown 0 3 0 4 42.9%

Noise Reasons

ReasonCount
wrong_task3
wrong_language1

C. Hit Funnel

Window Surfaced Followed Ignored Noise No response
7d 275 18 2 4 251
30d 275 18 2 4 251

F. Top Noise Offenders (top 12)

ID Coll Tier Conf Surf Ignore% Framework Last noise reasons Principle
688832b7 selfqa T2 50.0% 15 100.0% dotnet — Attempting to load and inspect types from a .NET assembly wi…
44cda635 selfqa T2 50.0% 12 100.0% any — Using Windows-specific shell commands in a Unix-like shell e…
abf24d06 selfqa T2 50.0% 8 100.0% react — When modifying keyboard event handling in a React TypeScript…
cd156f32 selfqa T2 50.0% 8 100.0% any — Running a command-line tool (hyperfine) via Bash in a mixed …
8fb23450 selfqa T2 65.0% 6 100.0% react — When modifying process exit handling in a TypeScript CLI app…
764ed106 selfqa T2 54.0% 14 92.9% any — Attempting to run a TypeScript type check using a direct com…
a841d268 selfqa T2 54.0% 11 90.9% any — Attempting to execute PowerShell commands in a Bash shell en…
5195f824 selfqa T2 65.0% 5 80.0% any — When running a remote grep via SSH to check if a patch has b…
ccc17478 behavioral T1 60.0% 5 20.0% any — When reviewing gap analysis for a Next.js frontend project w…
6bb6f392 behavioral T1 68.0% 8 0.0% any — Running git commands via Bash on a Windows filesystem mounte…
de45ba11 behavioral T1 68.0% 7 0.0% any — Running a Python script that imports a missing module
a1acbfed selfqa T2 68.0% 5 0.0% any — Copying and executing a Python script in a Docker container …

S. Session Drill-Down (9 sessions)

Per-session hint trace. Click a session row to expand its hints, click a hint to see the tool action(s) that triggered it.

9addd25b codex-windows src 2026-06-20T12:36 · 37h37m 44 surf · 5✓ · 1⊘ · 0✗
12eceab7 behavioral 78.0% 5× IGNORED user values natural human-reading agent output over token-optimized structured o…
00:19:18 UserPrompt deploy
05:30:59 UserPrompt ee_write native tool import-memory recall
05:34:20 UserPrompt ping
11:19:58 UserPrompt experience-engine /api/search hybrid sparse BM25 fusion RRF deploy gotchas
12:03:11 UserPrompt bash tool git commit interception safety guard gitSafetyKey pre-execution hoo…
7154631f behavioral 78.0% 5× no-feedback For bulk seeding/migrating to vector stores or persistent DBs, user prefers Cola…
00:19:18 UserPrompt deploy
05:30:59 UserPrompt ee_write native tool import-memory recall
05:34:20 UserPrompt ping
11:19:58 UserPrompt experience-engine /api/search hybrid sparse BM25 fusion RRF deploy gotchas
12:03:11 UserPrompt bash tool git commit interception safety guard gitSafetyKey pre-execution hoo…
e7ceaca9 behavioral 78.0% 5× FOLLOWED For bulk seeding/migrating to vector stores or persistent DBs, user prefers Cola…
00:19:18 UserPrompt deploy
05:30:59 UserPrompt ee_write native tool import-memory recall
05:34:20 UserPrompt ping
11:19:58 UserPrompt experience-engine /api/search hybrid sparse BM25 fusion RRF deploy gotchas
12:03:11 UserPrompt bash tool git commit interception safety guard gitSafetyKey pre-execution hoo…
6db6facd behavioral — 5× no-feedback
00:19:18 UserPrompt deploy
05:30:59 UserPrompt ee_write native tool import-memory recall
05:34:20 UserPrompt ping
11:19:58 UserPrompt experience-engine /api/search hybrid sparse BM25 fusion RRF deploy gotchas
12:03:11 UserPrompt bash tool git commit interception safety guard gitSafetyKey pre-execution hoo…
07925c74 behavioral 78.0% 4× no-feedback User wants incremental fixes not full pipeline reruns, and interaction bridge mu…
00:19:18 UserPrompt deploy
05:34:20 UserPrompt ping
11:19:58 UserPrompt experience-engine /api/search hybrid sparse BM25 fusion RRF deploy gotchas
12:03:11 UserPrompt bash tool git commit interception safety guard gitSafetyKey pre-execution hoo…
beb2ad31 principles any 90.0% 4× FOLLOWED When [a PreToolUse hint (⚠️ [Experience] or 💡 [Suggestion]) shaped your tool ca…
05:30:59 UserPrompt ee_write native tool import-memory recall
05:34:20 UserPrompt ping
11:19:58 UserPrompt experience-engine /api/search hybrid sparse BM25 fusion RRF deploy gotchas
12:03:11 UserPrompt bash tool git commit interception safety guard gitSafetyKey pre-execution hoo…
d1dc7782 behavioral 78.0% 3× no-feedback Always run bulk-extract and enrichMeta locally on Windows, never from VPS — VPS …
00:19:18 UserPrompt deploy
05:30:59 UserPrompt ee_write native tool import-memory recall
11:19:58 UserPrompt experience-engine /api/search hybrid sparse BM25 fusion RRF deploy gotchas
f8740fb5 selfqa — 2× FOLLOWED (language_match)
02:14:47 Edit [tool:Edit] modifying code TypeScript auto-commit.ts in muonroi-cli orchestra…
02:41:34 Edit [tool:Edit] modifying code TypeScript file.ts in muonroi-cli tools file.ts pr…
78716e72 selfqa 70.0% 1× no-feedback /opt/muonroi/update.sh must run as phila in a LOGIN shell — NOT `sudo update.sh`…
00:19:18 UserPrompt deploy
ed7dad4a selfqa 70.0% 1× no-feedback control-plane Host auto-applies EF migrations on startup (uncaught MigrateAsync)…
00:19:18 UserPrompt deploy
4b0d4e03 behavioral 78.0% 1× no-feedback Always run exp-recall before any action beyond pure verification
05:30:59 UserPrompt ee_write native tool import-memory recall
6e0565fc behavioral any 62.0% 1× no-feedback When [building Wayland-compatible CLI tools for screenshot/clipboard operations]…
05:30:59 UserPrompt ee_write native tool import-memory recall
31c6827f behavioral — 1× no-feedback
05:34:20 UserPrompt ping
e3f41bf7 behavioral 78.0% 1× no-feedback Determines when to modify library vs consumer code — library for common/generic,…
05:34:20 UserPrompt ping
534f6a01 selfqa any 54.0% 1× FOLLOWED (language_match) Attempting to stage multiple files with git add in a single command
10:06:01 Edit [tool:Edit] modifying code TypeScript auto-commit.ts in muonroi-cli orchestra…
6816cf26 selfqa any 65.0% 1× FOLLOWED (language_match) User asks to check database files but provides a path with a missing space or se…
10:30:26 Edit [tool:Edit] modifying code TypeScript client.ts in muonroi-cli lsp client.ts …
3589e10d behavioral 78.0% 1× no-feedback /ideal vendor rule — empty folder ⇒ scaffold into Muonroi ecosystem; existing fo…
11:19:58 UserPrompt experience-engine /api/search hybrid sparse BM25 fusion RRF deploy gotchas
6bb6f392 behavioral any 68.0% 1× no-feedback Running git commands via Bash on a Windows filesystem mounted under /mnt/
12:03:11 UserPrompt bash tool git commit interception safety guard gitSafetyKey pre-execution hoo…
36c2515e behavioral 78.0% 1× no-feedback How the user wants Claude to develop muonroi-cli — use the live TUI harness for …
12:03:11 UserPrompt bash tool git commit interception safety guard gitSafetyKey pre-execution hoo…
b179e582 codex-windows golden 2026-06-19T06:58 · 67h 24 surf · 2✓ · 2⊘ · 0✗
f7c60f3e behavioral 78.0% 2× no-feedback AI commonly misses tenant boundary and auth guard — verify all 3 before every en…
01:09:35 UserPrompt ASP.NET convention-based middleware constructor injecting scoped service thro…
01:53:08 UserPrompt muonroi-control-plane Host.Tests WebApplicationFactory InMemory quota singlet…
6db6facd behavioral — 2× no-feedback
01:09:35 UserPrompt ASP.NET convention-based middleware constructor injecting scoped service thro…
01:53:08 UserPrompt muonroi-control-plane Host.Tests WebApplicationFactory InMemory quota singlet…
e3f41bf7 behavioral 78.0% 2× no-feedback Determines when to modify library vs consumer code — library for common/generic,…
01:09:35 UserPrompt ASP.NET convention-based middleware constructor injecting scoped service thro…
01:30:04 UserPrompt muonroi-docs editing build ingest gotchas
3589e10d behavioral 78.0% 2× no-feedback /ideal vendor rule — empty folder ⇒ scaffold into Muonroi ecosystem; existing fo…
01:09:35 UserPrompt ASP.NET convention-based middleware constructor injecting scoped service thro…
01:30:04 UserPrompt muonroi-docs editing build ingest gotchas
d1dc7782 behavioral 78.0% 2× no-feedback Always run bulk-extract and enrichMeta locally on Windows, never from VPS — VPS …
01:09:35 UserPrompt ASP.NET convention-based middleware constructor injecting scoped service thro…
01:30:04 UserPrompt muonroi-docs editing build ingest gotchas
12eceab7 behavioral 78.0% 2× IGNORED user values natural human-reading agent output over token-optimized structured o…
01:53:08 UserPrompt muonroi-control-plane Host.Tests WebApplicationFactory InMemory quota singlet…
01:30:04 UserPrompt muonroi-docs editing build ingest gotchas
07925c74 behavioral 78.0% 2× no-feedback User wants incremental fixes not full pipeline reruns, and interaction bridge mu…
01:53:08 UserPrompt muonroi-control-plane Host.Tests WebApplicationFactory InMemory quota singlet…
01:30:04 UserPrompt muonroi-docs editing build ingest gotchas
e7ceaca9 behavioral 78.0% 2× FOLLOWED For bulk seeding/migrating to vector stores or persistent DBs, user prefers Cola…
01:53:08 UserPrompt muonroi-control-plane Host.Tests WebApplicationFactory InMemory quota singlet…
01:30:04 UserPrompt muonroi-docs editing build ingest gotchas
f5c62a74 behavioral 78.0% 1× no-feedback All throws in muonroi ecosystem must route through ecosystem Guard, never raw th…
01:09:35 UserPrompt ASP.NET convention-based middleware constructor injecting scoped service thro…
b9177d34 behavioral any 56.0% 1× no-feedback When [debugging canvas interaction or layout issues in Angular], do [capture bef…
01:09:35 UserPrompt ASP.NET convention-based middleware constructor injecting scoped service thro…
59e3a586 selfqa dotnet 50.0% 1× no-feedback When analyzing and cleaning up dual service registrations (Scoped vs. KeyedScope…
01:09:35 UserPrompt ASP.NET convention-based middleware constructor injecting scoped service thro…
36c2515e behavioral 78.0% 1× no-feedback How the user wants Claude to develop muonroi-cli — use the live TUI harness for …
01:53:08 UserPrompt muonroi-control-plane Host.Tests WebApplicationFactory InMemory quota singlet…
f76015e7 selfqa 70.0% 1× IGNORED muonroi-building-block full dotnet test suite hangs/stalls due to leftover .NET …
01:53:08 UserPrompt muonroi-control-plane Host.Tests WebApplicationFactory InMemory quota singlet…
9c778e71 selfqa 70.0% 1× no-feedback muonroi-cli harness E2E flake root causes under load (fileParallelism:false env …
01:53:08 UserPrompt muonroi-control-plane Host.Tests WebApplicationFactory InMemory quota singlet…
beb2ad31 principles any 90.0% 1× FOLLOWED When [a PreToolUse hint (⚠️ [Experience] or 💡 [Suggestion]) shaped your tool ca…
01:30:04 UserPrompt muonroi-docs editing build ingest gotchas
7154631f behavioral 78.0% 1× no-feedback For bulk seeding/migrating to vector stores or persistent DBs, user prefers Cola…
01:30:04 UserPrompt muonroi-docs editing build ingest gotchas
3b795458 api ? 2026-06-20T13:27 · 0s 8 surf · 0✓ · 0⊘ · 0✗
beb2ad31 principles any 90.0% 1× no-feedback When [a PreToolUse hint (⚠️ [Experience] or 💡 [Suggestion]) shaped your tool ca…
13:27:51 UserPrompt gsd state advance plan state update
6db6facd behavioral — 1× no-feedback
13:27:51 UserPrompt gsd state advance plan state update
12eceab7 behavioral 78.0% 1× no-feedback user values natural human-reading agent output over token-optimized structured o…
13:27:51 UserPrompt gsd state advance plan state update
7154631f behavioral 78.0% 1× no-feedback For bulk seeding/migrating to vector stores or persistent DBs, user prefers Cola…
13:27:51 UserPrompt gsd state advance plan state update
e7ceaca9 behavioral 78.0% 1× no-feedback For bulk seeding/migrating to vector stores or persistent DBs, user prefers Cola…
13:27:51 UserPrompt gsd state advance plan state update
07925c74 behavioral 78.0% 1× no-feedback User wants incremental fixes not full pipeline reruns, and interaction bridge mu…
13:27:51 UserPrompt gsd state advance plan state update
9fb246b0 behavioral 78.0% 1× no-feedback When debugging FCD multi-session issues, use /gsd:resume-work to continue — NOT …
13:27:51 UserPrompt gsd state advance plan state update
d1dc7782 behavioral 78.0% 1× no-feedback Always run bulk-extract and enrichMeta locally on Windows, never from VPS — VPS …
13:27:51 UserPrompt gsd state advance plan state update
0de2a310 codex-windows memory 2026-06-20T01:31 · 10h50m 9 surf · 1✓ · 0⊘ · 0✗
beb2ad31 principles any 90.0% 1× no-feedback When [a PreToolUse hint (⚠️ [Experience] or 💡 [Suggestion]) shaped your tool ca…
01:31:59 UserPrompt council subsystem architecture review known issues debate phases
12eceab7 behavioral 78.0% 1× no-feedback user values natural human-reading agent output over token-optimized structured o…
01:31:59 UserPrompt council subsystem architecture review known issues debate phases
30fe5186 behavioral 78.0% 1× no-feedback User rule — in muonroi-cli chat CLI, never decide via regex; every classificatio…
01:31:59 UserPrompt council subsystem architecture review known issues debate phases
6db6facd behavioral — 1× no-feedback
01:31:59 UserPrompt council subsystem architecture review known issues debate phases
3589e10d behavioral 78.0% 1× no-feedback /ideal vendor rule — empty folder ⇒ scaffold into Muonroi ecosystem; existing fo…
01:31:59 UserPrompt council subsystem architecture review known issues debate phases
9b7dd889 behavioral 78.0% 1× no-feedback Every ecosystem package must work standalone AND expose integration points for r…
01:31:59 UserPrompt council subsystem architecture review known issues debate phases
07925c74 behavioral 78.0% 1× no-feedback User wants incremental fixes not full pipeline reruns, and interaction bridge mu…
01:31:59 UserPrompt council subsystem architecture review known issues debate phases
7154631f behavioral 78.0% 1× no-feedback For bulk seeding/migrating to vector stores or persistent DBs, user prefers Cola…
01:31:59 UserPrompt council subsystem architecture review known issues debate phases
6c3c9474 selfqa — 1× FOLLOWED (language_match)
03:53:27 Write [tool:Write] creating file TypeScript post-debate-recommendation.test.ts in c…
8c83f282 api ? 2026-06-20T11:47 · 0s 8 surf · 0✓ · 0⊘ · 0✗
beb2ad31 principles any 90.0% 1× no-feedback When [a PreToolUse hint (⚠️ [Experience] or 💡 [Suggestion]) shaped your tool ca…
11:47:21 UserPrompt re-ingest bb-docs into MCP vector store on VPS command
e7ceaca9 behavioral 78.0% 1× no-feedback For bulk seeding/migrating to vector stores or persistent DBs, user prefers Cola…
11:47:21 UserPrompt re-ingest bb-docs into MCP vector store on VPS command
7154631f behavioral 78.0% 1× no-feedback For bulk seeding/migrating to vector stores or persistent DBs, user prefers Cola…
11:47:21 UserPrompt re-ingest bb-docs into MCP vector store on VPS command
12eceab7 behavioral 78.0% 1× no-feedback user values natural human-reading agent output over token-optimized structured o…
11:47:21 UserPrompt re-ingest bb-docs into MCP vector store on VPS command
d1dc7782 behavioral 78.0% 1× no-feedback Always run bulk-extract and enrichMeta locally on Windows, never from VPS — VPS …
11:47:21 UserPrompt re-ingest bb-docs into MCP vector store on VPS command
07925c74 behavioral 78.0% 1× no-feedback User wants incremental fixes not full pipeline reruns, and interaction bridge mu…
11:47:21 UserPrompt re-ingest bb-docs into MCP vector store on VPS command
6db6facd behavioral — 1× no-feedback
11:47:21 UserPrompt re-ingest bb-docs into MCP vector store on VPS command
4b0d4e03 behavioral 78.0% 1× no-feedback Always run exp-recall before any action beyond pure verification
11:47:21 UserPrompt re-ingest bb-docs into MCP vector store on VPS command
ee3ba6c3 codex-windows muonroi.ruleengine.sourcegenerators.csproj 2026-06-19T08:39 · 23h31m 9 surf · 1✓ · 0⊘ · 0✗
a0bccd23 behavioral any 62.0% 1× FOLLOWED (path_match) When needing to disable an autostart service for a Flatpak application
05:25:47 Bash [tool:Bash] running command file system operations, force flag handling missi…
beb2ad31 principles any 90.0% 1× no-feedback When [a PreToolUse hint (⚠️ [Experience] or 💡 [Suggestion]) shaped your tool ca…
06:34:32 UserPrompt Muonroi.BaseTemplate build template wiring code standards
12eceab7 behavioral 78.0% 1× no-feedback user values natural human-reading agent output over token-optimized structured o…
06:34:32 UserPrompt Muonroi.BaseTemplate build template wiring code standards
e3f41bf7 behavioral 78.0% 1× no-feedback Determines when to modify library vs consumer code — library for common/generic,…
06:34:32 UserPrompt Muonroi.BaseTemplate build template wiring code standards
6db6facd behavioral — 1× no-feedback
06:34:32 UserPrompt Muonroi.BaseTemplate build template wiring code standards
3589e10d behavioral 78.0% 1× no-feedback /ideal vendor rule — empty folder ⇒ scaffold into Muonroi ecosystem; existing fo…
06:34:32 UserPrompt Muonroi.BaseTemplate build template wiring code standards
f5c62a74 behavioral 78.0% 1× no-feedback All throws in muonroi ecosystem must route through ecosystem Guard, never raw th…
06:34:32 UserPrompt Muonroi.BaseTemplate build template wiring code standards
31fa3f50 behavioral 78.0% 1× no-feedback Never use hardcoded px widths for table columns or panel heights — use flex/grid…
06:34:32 UserPrompt Muonroi.BaseTemplate build template wiring code standards
f7c60f3e behavioral 78.0% 1× no-feedback AI commonly misses tenant boundary and auth guard — verify all 3 before every en…
06:34:32 UserPrompt Muonroi.BaseTemplate build template wiring code standards
f15a6949 codex-windows src 2026-06-19T07:33 · 17h55m 3 surf · 3✓ · 0⊘ · 0✗
f47747cb behavioral — 1× FOLLOWED (language_match)
08:00:29 Bash [tool:Bash] running command inline script execution
aa2f3e0c behavioral any 60.0% 1× FOLLOWED (language_match) When encountering an invalid hook event name error in a CLI tool configuration
08:21:53 Edit [tool:Edit] modifying code Shell setup-thin-client.sh in experience-engine .e…
85d54cc0 behavioral any 60.0% 1× FOLLOWED (language_match) When fixing false failure reports in a health check script that runs in a Window…
08:32:24 Edit [tool:Edit] modifying code JavaScript test-setup.js in experience-engine .exp…
6ee928ac codex-windows workflows 2026-06-19T07:40 · 3h28m ⚠ silent: 533 intercepts · 0 surfaced
Brain saw 533 tool calls in this session but never surfaced a hint. Possible causes: confidence below threshold, scope filters excluded all candidates, or no relevant principle exists for this project/language combination yet.
2bb0748d claude-code orchestrator 2026-06-19T07:03 · 30m 1 surf · 1✓ · 0⊘ · 0✗
ade441b3 selfqa — 1× FOLLOWED (language_match)
07:13:24 Bash [tool:Bash] running command cd ~/.muonroi-cli &&, onStepFinish, response\.mes…
Sources: activity.jsonl.1, activity.jsonl · lines scanned: 42219 · qdrant points: 445 · build time: 4432ms