Sahara Operations Telemetry
Good morning, Admin Lead.
Real-time quality metrics, contributor verifications, and batch review pipelines.
Operational Review & Escalation Queue
Live submissions requiring auditor sign-off
Specialist calibration across Nigerian accented audio, cultural NLP, and STEM proof tracks is exceeding baseline.
Operational Actions
Project Batches
Configure active task pipelines, assign compensation rates, and monitor completion velocities.
African Accented Speech & Voice Agent QA
Transcribe, verify speaker diarization, and evaluate synthetic voice prosody across West African & Nigerian accented English dialogues.
African Dialects & Cultural Context
Evaluate model responses for naturalness, nuance, and cultural accuracy across West African languages and honorifics.
Python Reasoning & Code Quality
Compare two model solutions and identify the response that best solves the technical problem with optimal space/time complexity.
STEM Proofs & Mathematical Logic
Review mathematical reasoning step-by-step and flag unsupported assumptions, circular reasoning, or arithmetic errors.
Auditor QA Workbench
Inspect contributor submissions, verify linguistic justifications, and release escrowed settlements.
African Accented Speech & Voice Agent QA
₦35,000Contributor: Dr. Emeka Obi (Tier 2 Specialist) · Submitted 12 min ago
"Model A captured the Nigerian Pidgin vernacular accurately ('I dey try track') and placed millisecond-accurate timestamps between the customer and dispatcher. Model B completely hallucinated the geolocation 'Onne Port' as 'only port'."
African Dialects & Cultural Context
₦22,500Contributor: Amina Yusuf (Tier 2 Specialist) · Submitted 28 min ago
"Model A included the critical honorific plural 'ẹ' and 'yín' appropriate when addressing an elder or formal contact, whereas Model B gave a naive translation lacking cultural politeness."
Python Reasoning & Code Quality
₦18,000Contributor: Tunde Balogun (Tier 3 Senior Specialist) · Submitted 1 hr ago
"Model A leverages the BST property for an iterative O(H) search requiring O(1) auxiliary space. Model B unnecessarily traverses both paths with O(N) memory overhead."
STEM Proofs & Mathematical Logic
Flagged (Word Count)Contributor: Kelechi Amadi (Tier 1 Specialist) · Submitted 2 hrs ago
"Model A was right because Euclid proved that either P is prime or divisible by an unlisted prime factor. Euclid does not claim P itself is prime."
Contributor Directory
Manage verified talent, audit NIN credentials, and track lifetime compensation tiers.
| Contributor | Tier & Verification | Domain Skills | Completed Tasks | Quality Score | Lifetime Earned | Actions |
|---|---|---|---|---|---|---|
|
EO
Dr. Emeka Obi
emeka.obi@unilag.edu.ng
|
Tier 2 Specialist
✓ NIN Verified
|
Voice AI
Nigerian English
Igbo
|
142 | 98.4% | ₦3.42m | |
|
AY
Amina Yusuf
amina.yusuf@gmail.com
|
Tier 2 Specialist
✓ NIN Verified
|
Hausa
Yoruba
Cultural Context
|
96 | 96.2% | ₦2.18m | |
|
TB
Tunde Balogun
tunde.balogun@techops.ng
|
Tier 3 Senior Specialist
✓ NIN Verified
|
Python
Algorithms
SWE-Bench
|
218 | 99.1% | ₦4.85m | Lead Auditor |
|
II
Ibinabo Imabibo
ibinabo@nouvelletechnology.com
|
Tier 2 Specialist
✓ NIN Verified
|
Mathematics
Yoruba
Proofs
|
84 | 96.8% | ₦1.24m |
Disbursements & Treasury
Automated Paystack disbursement batching, scheduled weekly settlements, and tax reporting.
Disbursement Batches & Audit Trail
Platform Operations Settings
Configure quality guardrails, API integrations, and escrow policies.
Quality & Evaluation Policies
Submissions under this word threshold are flagged for manual auditor inspection.