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Sample workspace · anonymized data
This route is read-only and does not require Gmail access. It shows how Other Candidate turns sanitized recruiting mail into application state, reminders, review items, resume context, and traceable model-backed decisions.
Applications
3
all source-backed
Needs action
1
assessment due
In review
1
blocked safely
Trace cards
4
thread + artifact evidence
Sample inbox
Northstar Labs · Software Engineer Intern
Recruiter asked for Tuesday or Thursday availability and confirmed the role title.
deterministic filter -> model extraction -> review evidence accepts update
Atlas Robotics · Backend Engineer
Assessment invite includes a Friday deadline and a one-hour completion window.
deterministic filter -> model extraction -> deadline reminder created
Unknown Company · Product Engineering role
Sender mentions next steps but does not clearly identify the company or exact role.
deterministic filter -> model extraction -> review gate blocks mutation
Multimodal evidence demo
Anonymized interview screenshot
Calendar invite screenshot from recruiter
Tied application
Northstar Labs · Software Engineer Intern
Extracted fact
Technical interview: Tuesday, May 12 at 10:30 AM PT.
Confidence
0.86
Source evidence
Tech Screen · Tue May 12 · 10:30 AM PT · 45 min · video link hidden
Review behavior
Accepted as schedule evidence; route to manual review if the date/time or company cannot be read.
Model path
Current judge path: gemma4:31b via Ollama Cloud
Review gate
Why blocked
Company evidence is weak and role could attach to the wrong application.
Human action
Confirm company, role, and whether a reminder should be created.
After save
Correction would update the pipeline and leave a durable review trace.
Resume context
Model trace
Sample data is anonymized, but the displayed runtime contract mirrors the deployed environment: deterministic checks first, a model layer where semantics matter, and review when the result should not write automatically.
Provider
Ollama
Model
Current judge path: gemma4:31b via Ollama Cloud
Purpose
workflow_extraction / review_evidence / resume_evaluation
Fallback
deterministic parse or manual review
Northstar Labs
Interview availability for next week
Model path
Current judge path: gemma4:31b via Ollama Cloud
Evidence source
Gmail thread: interview availability, recruiter reply
Review-gate outcome
Trusted interview update; application stage can advance.
Fallback behavior
deterministic parse preserves the schedule clue if the model layer is unavailable
Atlas Robotics
Online assessment due Friday
Model path
Current judge path: gemma4:31b via Ollama Cloud
Evidence source
Gmail thread: assessment invite with explicit due date
Review-gate outcome
Trusted deadline; reminder creation is allowed.
Fallback behavior
deterministic parse keeps the Friday deadline as the safe fallback
Unknown Company
Next steps for your application
Model path
Current judge path: gemma4:31b via Ollama Cloud
Evidence source
Gmail thread: weak sender identity and ambiguous next steps
Review-gate outcome
Blocked; no application mutation until a human confirms it.
Fallback behavior
manual review because deterministic parse cannot safely match the application