Live evidence feed
T1-T12 real prompt trainingGUI acceptance tests and failure screenshotsStructured logs and one-click diagnosticsConfirmation-first organization suggestionsThe desktop can gradually clear without losing access.Demo file retrieval becomes one sentence instead of manual browsing.Failure samples feed a review loop for continuous training.T1-T12 real prompt trainingGUI acceptance tests and failure screenshotsStructured logs and one-click diagnosticsConfirmation-first organization suggestionsThe desktop can gradually clear without losing access.Demo file retrieval becomes one sentence instead of manual browsing.Failure samples feed a review loop for continuous training.

01 / Case File

Perri Spot

From desktop clutter to one-sentence work retrieval

A useful AI entrance should not force a person to remember paths, filenames, or which window was just open.

Live proofTrained through T1-T12 real prompts, with confirmation flows, recent work memory, and diagnostic logs.

Problem

Desktop items, Downloads, project folders, and collaboration tools keep growing. Manual file hunting interrupts demos, reporting, and coding flow.

Perri's approach

Start with CLI, then connect the desktop window. Train intent recognition, candidate ranking, confirmed opening, organization suggestions, and failure review with real prompts.

Value

Keep Perri’s desktop clean without losing speed during demos, reporting, or multi-project switching.

01 Speak naturally
02 Rank candidates
03 Wait for confirmation
Guardrails No deleting, moving, or overwriting project files by default.
01 Spot Local work entrance 02 TITI Evidence and coordination 03 Growth Lab Growth and operations 04 Radio Music memory layer
Problem

Desktop items, Downloads, project folders, and collaboration tools keep growing. Manual file hunting interrupts demos, reporting, and coding flow.

Perri's approach

Start with CLI, then connect the desktop window. Train intent recognition, candidate ranking, confirmed opening, organization suggestions, and failure review with real prompts.

Value

Keep Perri’s desktop clean without losing speed during demos, reporting, or multi-project switching.

01 / Evidence checklist

Evidence checklist

01

T1-T12 real prompt training

02

GUI acceptance tests and failure screenshots

03

Structured logs and one-click diagnostics

04

Confirmation-first organization suggestions

Workflow

Workflow

01

Speak naturally

“Find the file I showed my boss” or “open today’s budget spreadsheet.”

02

Rank candidates

Use time, path, file type, semantics, and recent work memory.

03

Wait for confirmation

Risky actions produce reviewable plans before anything moves.

Guardrails

Guardrails

  • No deleting, moving, or overwriting project files by default.
  • Downloads, Documents, and Desktop can be indexed while dependencies and build outputs are excluded.
  • Failures become training samples instead of confident wrong answers.

What it proves

What it proves

  • The desktop can gradually clear without losing access.
  • Demo file retrieval becomes one sentence instead of manual browsing.
  • Failure samples feed a review loop for continuous training.

Next motion

Explore the file entrance