Machine Learning Engineer · Product Builder

Designing purposeful AI systems that balance velocity, resilience, and trust.

I help teams ship ML-powered platforms and realtime infrastructure—from greenfield strategy to production launch—while keeping a relentless focus on measurable outcomes, craft, and system health.

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Production ML systems deployed: 12+
p99 latency achieved for realtime APIs: 45ms
Daily requests orchestrated: 100K+

LLM Delivery
Production AI pipelines with guardrails
Architecting retrieval-augmented workflows with evaluation playbooks, human feedback loops, and observability baked in.
RAGLangSmithPromptOps
Realtime Platforms
Resilient communication fabrics
Designing streaming and messaging infrastructure that stays deterministic even under global scale and network partitions.
gRPCWebRTCKafka
Product Strategy
Outcome-driven experimentation
Aligning research, design, and engineering to ship measurable value—from prototypes to revenue-ready systems.
RoadmappingExperiment DesignMetrics

Featured Work

Systems that make complex decisions feel effortless.

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Launched

Realtime Communication Fabric

Rust-based messaging mesh with adaptive QoS, multi-region replication, and self-healing node orchestration.

RustgRPCRedis Streams

In Progress

LLM-powered Contact Intelligence

Semantic enrichment platform blending vector search, graph features, and agentic workflows to surface revenue signals.

PythonLangChainWeaviate

Technical Capabilities

Full-stack leadership across data, systems, and product.

Let's collaborate

Ready to build the next product milestone or platform evolution?

Whether you're validating a new AI initiative or scaling an established platform, I partner with teams to ship measurable outcomes—fast, safely, and with craft.

Start the conversation contact@bikashjaiswal.com