Description review

Robot Whisperer — Skills & Data

micro1 · United States · back to the listing

HR standards

65/100

needs work

Title ↔ description

50/100

needs work

Reads as

Unclear

no confident match

What the listing never says

  • No location or timezone policy stated, so a candidate cannot tell where they may work from. Scope clarity

The listing, marked up

Nothing in the wording of this listing tripped a check. The scores above still judge how complete and coherent it is.

Role Title: Robot Whisperer — Skills & Data

Role Type: Contractor

Location: San Francisco, Cali

micro1 is engaging Robot Whisperers — Skills & Data to contribute to a customer's project focused on teaching the next generation of robots real-world dexterity. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters.

Scope of Work

• Execute precise, repetitive manipulation tasks (e.g., picking up objects, opening containers, performing simple household actions) using handheld devices, following detailed protocols.

• Follow step-by-step task instructions exactly, ensuring full consistency and accuracy with each repetition.

• Reset and prepare the testing environment between task attempts to maintain data integrity across sessions.

• Review and confirm each data recording for completeness and clarity before proceeding.

• Identify and promptly flag hardware issues, recording anomalies, or unclear instructions to the project lead for resolution.

• Maintain meticulous attention to detail throughout each project phase, ensuring high-quality data collection under repetitive conditions.

• Communicate findings and updates clearly in both written and verbal form as required for project documentation and troubleshooting.

Preferred Qualifications

• Exceptional fine motor skills and manual dexterity in hands-on settings.

• Demonstrated ability to follow complex, detailed instructions with high reliability and consistency.

• Strong attention to detail, especially when performing repetitive assignments.

• Clear and professional written and verbal communication skills.

• Experience with technical, gig, warehouse/operations, gaming, or other hands-on backgrounds—recent graduates are encouraged to express interest.

• Proven dependability and resilience in high-repetition, task-focused environments.

• Curiosity about robotics, AI, or human-technology interaction (no formal background required).

Originally posted on Himalayas

How this was produced

Highlights are found by rule, not by a model: each one is a phrase matched at a known position, and every note is a template we wrote. The two scores come from a typed-decision model (Jev) that reads the listing against the official role definition and real listings for the same role, and returns probabilities rather than prose — it never writes any of the words on this page, and never chooses what to highlight.

Deterministic penalty applied to the HR score: 4 points (from 69 before penalties). Reviewed 24 Sep 2026.