AI-Generated Question Papers &
Containerized Coding Sandboxes.
Automatically generate non-leaked, JD-grounded assessment papers with adaptive MCQs and real-world debugging challenges evaluated live in isolated Monaco micro-VMs.
# Auto-Graded Container Execution: Concurrency Benchmark
def process_event_stream(events: list[dict], batch_size: int = 500) -> dict:
aggregated = defaultdict(int)
for event in events:
aggregated[event['tenant_id']] += event['amount_cents']
return dict(aggregated)
# Runtime: 84ms • Memory: 14.2MB • Isolated Subprocess: PASSAdaptive, non-leaked question papers grounded in your Job Description.
Standard question banks get leaked to Discord and ChatGPT within 48 hours. TalVivo dynamically generates unique question papers for every requisition using deterministic prompt templates and role calibration.
JD & Tech Stack Grounding
Paste any job description. The AI extracts required frameworks, concurrency thresholds, and API designs to craft directly relevant challenges.
Adaptive Seniority Scaling
Calibrates difficulty between Junior, Mid, Senior, and Staff engineering tiers — testing basic data structures up to distributed Raft consensus.
Hidden Edge Case Suites
Generates public sample test cases for candidate reassurance alongside hidden boundary, memory spike, and race condition test suites.
Anti-Cheat Leak Deterrence
Parameterized variations ensure no two candidates receive identical variable names or logic paths, eliminating answer sharing.
Design Assessment Strategy with 4 flexible creation methods.
Build custom question sets, code challenges, or reuse standard verified templates. Tailor question counts, difficulty levels, and topics before inviting candidates.
Assessment Sections & Generation Architecture
AI Generate
Provide topic suggestions, difficulty, and stack constraints to dynamically generate fresh questions.
Upload PDF
Upload your existing internal technical exam papers. The parser extracts questions, code snippets, and options.
Link Webpage
Paste any URL (blog post, documentation, or problem description) to instantly convert the content into an assessment.
Saved Assessments
Reuse benchmarked papers across hiring seasons and campus placement drives with standardized difficulty scoring.
Assessments tailored to modern developer workflows.
Practical Debugging Sandboxes
Candidates fix broken microservices, diagnose memory leaks, and refactor legacy codebases in authentic container environments.
System Design & MCQ Sets
Test architecture fundamentals, concurrency trade-offs, state management, and situational engineering judgment.
Multimodal Anti-Cheating
Integrated browser tab monitoring, clipboard tracking, and lightweight presence verification ensure total score integrity.
Where this fits in the candidate journey
Deterministic candidate scoring with zero keyword bias.
Containerized debugging challenges and situational tests.
Sub-500ms conversational spoken technical screens.
Multimodal cheating deterrence & focus tracking.
Unified scorecards, transcripts & verified candidate dossiers.
Frequently Asked Questions
Evaluate engineering talent on real code execution.
Build coding sandboxes and MCQ skill assessments in under 2 minutes.