Staff Software Engineer · Real-time AI · Distributed Systems
I build real-time LLM/voice inference platforms, backend systems, fraud/risk engines, edge-IoT products, and infrastructure that survives scale, latency, and failure.
01
Same production event. Same traffic. Same pressure. Two engineering outcomes.
PRODUCTION EVENT DETECTED
Without strong engineering
p95 latency
queue depth
failed requests
incident cost
visibility
The system does not fail all at once. It loses visibility first. Then control. Then trust.
With Amneek's engineering
p95 latency
queue depth
failed requests
incident cost
visibility
recovery
Good architecture does not make production quiet. It makes production understandable, recoverable, and boring.
02
A career across inference, fraud, encrypted computation, telemetry, and production infrastructure.
03
Built where latency, scale, correctness, and ownership mattered.
Operating as Staff Software Engineer, owning end-to-end technical delivery for a real-time healthcare voice-AI platform — from low-latency conversations and infra to reliability, releases, compliance readiness, and production delivery.
Built and led systems for fraud, identity, risk, and AI decisioning infrastructure used in regulated financial environments. Worked on real-time decision engines, multi-signal investigation, and data-intelligence layers.
Contributed to OpenFHE by optimizing Hybrid KeySwitch with parameter caching, eliminating repeated ILDCRTParams reconstruction in a latency-sensitive cryptographic hot path.
Founded MechQuick to move fleets from reactive breakdowns to predictive, data-driven management using connected-vehicle hardware, telemetry, diagnostics, and GenAI-assisted intelligence.
Built observability foundations from scratch — metrics, dashboards, centralized logging, log rotation, and escalation policies — so systems became traceable before they became incidents.
04
The work goes below the surface: latency, queues, key switching, auth, observability, and failure domains.
Latency
Architecture trace
05
Pype AI
Owning engineering execution and end-to-end technical delivery for Pype's real-time healthcare voice-AI platform. Hands-on across architecture, scalability, releases, infrastructure, reliability, and compliance readiness.
Duality Technologies / OpenFHE
Contributor to OpenFHE, working on encrypted computation performance. Optimized Hybrid KeySwitch by introducing parameter caching in a latency-sensitive path.
MechQuick
Founded MechQuick to move fleets from reactive breakdowns to predictive, data-driven management. Owned product, technology, GTM, pilots, hardware direction, and platform architecture.
Data Sutram
Built and led backend systems across fraud, identity, real-time decisioning, data intelligence, authentication, observability, and regulated financial infrastructure.
Learning While Travelling
Built web platforms and led network/server hardening with RBAC, firewall configuration, bastion setup, OWASP-aligned mitigations, penetration testing, and backups.
International Organisation of Software Developers
Taught 2500+ students across C++, OOP, DSA, and Cyber Security while organizing hackathons and technical events.
06
01 · blueprint → live traffic
Diagrams are useful. Traffic tells the truth.
02 · waveform compression
p95 and p99 are not backend metrics. They are user trust metrics.
03 · dark box → transparent
If the system cannot explain itself, the engineer becomes the bottleneck.
04 · model path + fallback routes
Models, prompts, tools, fallbacks, evals, and monitoring are all production surfaces.
05 · encrypted perimeter
RBAC, audit trails, secrets, credential rotation, and compliance cannot be pasted later.
06 · tangled graph → clean line
Complexity is acceptable only when it buys clarity, resilience, or speed.
07
08
0 → 10M+
requests/day
700×
scale-up
1B+
entity signals
sub-200ms
p95 decision systems
$1M+
revenue-powered systems
2500+
students taught
CEH + LPT
security certifications
OpenFHE
contributor
Founder
MechQuick
Patent
secure vehicle diagnostics gateway
The strongest systems are usually noticed only when they do not fail.
09
Open to Staff, Founding, Senior, backend infrastructure, applied AI, and production engineering conversations across India, US, UK, and Europe.