The Standard Reliability Audit
The Vibe Audit
Analysis of AI-generated code stability and silent regression risks in your core agent loops.
Model Drift Analysis
Stress-testing prompts and agent state transitions against latest model updates and LLM volatility.
Durable Execution
Roadmapping the transition from flaky background jobs to deterministic, observable workflows.
Built for Determinism
Whether you're running on Cron or scaling with Temporal, your infrastructure shouldn't be a black box. We help you build "Future-Proof" systems where every state transition is observable, verifiable, and permanent.
RELIABILITY_MANIFESTO / EXECUTION_LOG
> [INIT] Mapping state machines...
> [WARN] Non-deterministic transition detected in 'payment_retry_logic'
> [INFO] Implementing Replay Assurance Layer...
> [DONE] System state verified. Determinism: 100%
> [WARN] Non-deterministic transition detected in 'payment_retry_logic'
> [INFO] Implementing Replay Assurance Layer...
> [DONE] System state verified. Determinism: 100%
Transparent Sprints
The Reliability Sprint
$7,500/audit
- • Full State-Machine Mapping
- • AI Model Drift Stress-Test
- • Deterministic Roadmap
- • 48-Hour Technical Briefing
Precision-Led Consulting
Defkt is led by Igor, an infrastructure specialist focused on the intersection of agentic workflows and industrial-grade reliability. We help high-growth teams move fast without the fragility of "vibe coding".
[IGOR_SYSTEM_ARCHITECT]