We help engineering teams design, build, and optimize software with deep expertise in Rust, GPU computing, database internals, and distributed systems.
Engineering depth. Practical outcomes.
A closer look at the systems we build and the decisions behind them.
A GPU-native DataFrame engine.
Columnar execution and runtime-compiled GPU kernels for analytics and machine-learning workloads. A project at the intersection of compute, data layout, and systems engineering.
A GPU-native execution model
When latency, compute cost, or system complexity becomes the constraint.
Build efficient services and components with careful attention to concurrency, resource use, and maintainability.
Understand where acceleration will help, then improve the compute and memory paths that determine real workload performance.
Investigate and improve the storage, indexing, and execution paths your application depends on.
Build systems with explicit behavior under load, failure, and recovery.
Find the right starting point, from an initial assessment to sustained engineering work.
Get clarity on a bottleneck, architectural risk, or technical direction. We agree on scope and evidence of success around your workload or subsystem.
What you take awayAn agreed baseline, findings, prioritized recommendations, and a proposed implementation scope.
Discuss an assessmentBring a defined component, migration, optimization, or subsystem. We work toward clear, agreed acceptance criteria.
What you take awayWorking implementation, validation, documentation, and a clear handover.
Discuss a projectAdd specialist engineering depth to your team over a sustained period, working directly within your existing workflow.
What you take awayDirect contribution, clear ownership, visible milestones, and knowledge transfer.
Discuss working togetherExperience across applied mathematics, GPU systems, analytics, and business strategy.
CTO & Co-founder
Two decades in applied mathematics, GPU computing, optimization, and high-performance engineering. B.Tech in Computer Science and Engineering, IIT Bombay.
CEO & Co-founder
15+ years in analytics, strategy, and data science. B.Tech, IIT Delhi, and MBA, IIM Calcutta. Brings technical work into focus around business needs and practical outcomes.
Explore your system, constraints, and desired outcome.
Agree on scope and the evidence of success.
Work through visible milestones and review decisions together.
Deliver code, documentation, and a clear handover.
“At Townlinc LLC, we needed someone we could truly rely on for both technical direction and hands-on execution — and Manish delivered on both fronts every single time.”
Founder, Townlinc LLC
Working with Manish on projects for my company, Townlinc LLC, has been an outstanding experience from start to finish. His expertise in AWS architecture and development is evident in every solution he delivers — thoughtful, scalable, and built with cost-efficiency in mind.
What truly sets Manish apart, though, is his character. He is remarkably dependable — when he commits to something, it gets done, and done right. You never have to chase him down or wonder about the status of your work. He's self-motivated, proactive, and brings genuine ownership to everything he touches.
His honesty is also something I came to deeply appreciate. He gives you straight answers, flags potential issues early, and always has your best interests in mind rather than just telling you what you want to hear.
At Townlinc LLC, we needed someone we could truly rely on for both technical direction and hands-on execution — and Manish delivered on both fronts every single time.
If you're looking for someone who combines strong technical skills with the kind of work ethic and integrity that's hard to find, Manish is that person. I'd work with him again without hesitation.
Tell us what you are building, what is getting in the way, and what a successful outcome would look like.
Email us to start a conversation.
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