1. AI Doesn't Just Answer — It Thinks First. You Can Watch.
When you ask a frontier model (such as Gemini 3.6, Claude, or DeepSeek R1) to "Build a dashboard", it does not output final code instantly. Internally, it performs structured steps:
Determines if user wants interactive code vs text explanation.
Decides stack (React, Tailwind, Recharts, localStorage).
Evaluates pinned files and active memory parameters.
Identifies potential null pointers and missing dependencies.
Wraps output in live interactive preview containers.
2. Two Different Traces — Don't Confuse Them
The native chain-of-thought emitted directly by reasoning models. Displays as a collapsible block titled Model Thinking Trace directly above the assistant answer.
The multi-specialist collaboration log (Orchestrator → Lead Dev → Auditor → Checker → Finalizer). Viewable in the slide-out Thinking Trace Drawer or the inline Detailed Thinking Process box.
3. How to Open & Inspect Traces
- During Generation: Expand the streaming header pill (e.g., "Accelerated Logic is typing...") to watch internal reasoning steps stream in real time.
- After Generation: Click Detailed Thinking Process above any assistant message. Toggle between Execution Steps (agent status list) and Internal Scratchpad (raw prompt context).
- Thinking Trace Drawer: Click the brain-circuit icon in the top header to launch a full slide-out panel that displays historic logs across all conversation turns.
4. What Good vs Bad Reasoning Looks Like
Intent: Build Pomodoro app (React + Tailwind + localStorage).
Plan: Use useEffect for 1s interval cleanup; store sessions in localStorage; handle null safety on mount.
Check: Pinned lucide-react icons present; wrapping output in canvas preview.
Intent: Explain the Pomodoro technique in markdown.
Plan: Output 5 paragraphs explaining timer benefits.
-> Action: Stop generation immediately and re-prompt to enforce code generation.
5. How to Use Traces to Fix Prompts — Practical Workflows
Open trace and search for your missing feature term (e.g., "CSV export"). If absent, move the requirement into a prominent bullet list at the top of your prompt.
Open Thinking Trace Drawer → locate Auditor step. If Auditor flagged a null pointer but Finalizer omitted the fix, strengthen the Finalizer system prompt to enforce Auditor feedback compliance.
Inspect the Internal Scratchpad for your pinned package.json. If missing, specify the library explicitly in your prompt text to trigger relevant snippet extraction.
6. Scratchpad vs Execution Steps — Key Differences
Execution Steps: High-level log sequence showing agent transitions, fallback status, tool invocations, and duration telemetry.
Internal Scratchpad: The exact context payload fed into the model (combining system instructions, folder memory, pinned file snippets, and prior agent drafts). Use browser search (Ctrl+F) inside scratchpad to verify rule injections.
7. Copying Traces & Privacy Hardening
Traces reside in local IndexedDB storage. When exporting conversations or performing backups, Accelerated Logic AI automatically sanitizes internal reasoning logs and base64 binaries to safeguard session privacy.
8. Pro Tips for Trace Inspection
Monitor live execution steps. Click Stop early if the Orchestrator plan deviates from your intended direction.
Copy clear phrasing from successful reasoning traces directly into your Folder Memory settings.