Operationally-defined evaluation of uncertainty-guided adaptive behavior in LLMs
Modern LLMs exhibit poor calibration between confidence and accuracy (Guo et al., 2017). CAD-B tests whether models generate internal uncertainty signals that: (1) prospectively predict errors, and (2) modulate decision-making adaptively. Adapts paradigms from comparative cognition (Smith et al., 2003; Hampton, 2001; Kornell et al., 2007).
Full Stack Developer | React & React Native | Python | AI & Automation
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| { | |
| "recommendations": [ | |
| "ms-python.python", | |
| "charliermarsh.ruff", | |
| "github.vscode-github-actions", | |
| "eamodio.gitlens", | |
| "anysphere.cursorpyright" | |
| ] | |
| } |
| 0c0f8d66cd47e0cbd6e7e4c5793c8008 |
| Hello from Node.js via TOR! |
| PS C:\TICK\XZ> python main.py | |
| 2025-10-06 20:32:38,018 - digit_analyzer - INFO - DigitAnalyzer inicializado: min_ticks=5 | |
| 2025-10-06 20:32:38,019 - rules_engine - INFO - RulesEngine XZ inicializado | |
| 2025-10-06 20:32:38,019 - trade_executor - INFO - TradeExecutor inicializado: Stake=0.35, Martingale=2x2.0, StopLoss=10.0 | |
| 2025-10-06 20:32:38,019 - __main__ - INFO - XZ Bot inicializado | |
| 2025-10-06 20:32:38,019 - __main__ - INFO - Modo: DRY RUN (Simulação) | |
| 2025-10-06 20:32:38,020 - __main__ - INFO - ============================================================ | |
| 2025-10-06 20:32:38,020 - __main__ - INFO - INICIANDO BOT XZ | |
| 2025-10-06 20:32:38,020 - __main__ - INFO - ============================================================ | |
| 2025-10-06 20:32:38,020 - __main__ - INFO - Símbolo: R_100 |
| { | |
| "name": "Shopify Order Simulation", | |
| "nodes": [ | |
| { | |
| "parameters": { | |
| "httpMethod": "POST", | |
| "path": "shopify-order-sim", | |
| "options": { "responseData": "Order received successfully" } | |
| }, | |
| "id": "Webhook_1", |
| cc |
| Log uploaded on Tuesday, October 7, 2025, 8:33:33 AM | |
| Loaded mods: | |
| Harmony(brrainz.harmony)[mv:2.4.2.0]: 0Harmony(2.4.1), HarmonyMod(2.4.2) | |
| Core(Ludeon.RimWorld): (no assemblies) | |
| Biotech(Ludeon.RimWorld.Biotech): (no assemblies) | |
| EdB Prepare Carefully(EdB.PrepareCarefully)[mv:1.6.2]: EdBPrepareCarefully(av:1.1.1,fv:1.6.2) | |
| EdB Prepare Carefully 日本語翻訳追加(Proxyer.JPT.PrepareCarefullyJP): (no assemblies) | |
| Map Preview(m00nl1ght.MapPreview): LunarLoader(1.1.16), LunarFramework(1.1.16), HugsLogPublisher(2.1.8), MapPreview(1.12.22), MapPreviewMod(1.12.22) | |
| HugsLib(UnlimitedHugs.HugsLib)[ov:12.0.1]: 0Harmony(av:2.4.1,fv:1.2.0.1), HugsLib(av:1.0.0,fv:11.0.5) | |
| Map Preview 日本語翻訳追加(proxyer.JPT.MapPreview): (no assemblies) |
| synth = Synth('saw') | |
| filter = Filter({ type:'lowpass', cutoff:0.2, resonance:8 }) | |
| // filter | |
| synth.fx.add(filter) | |
| filter.cutoff.fade(0, 1, 6) // start, end, duration | |
| // notes | |
| synth.note.seq( [0,2,4,7], 1/2 ) |