SAM42 / Technical Consultancy / Bengaluru

We build systems that work at the edges

Fractional CTO and technical advisory for founders who need depth, not dashboards.

[01] Tick to order latency

0.00µs

Production HFT platform, 100 trader desk

[02] Packets per second / core

Kernel bypass networking, zero packet loss

[03] Years of production systems

0yrs

Across finance, AI, distributed infra

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/ 01 / Capabilities

What SAM42 does

Four domains, with depth in each. Engagements are scoped against real production outcomes.

01 / LLM and Agentic Systems

Hybrid RAG, agent pipelines, and production AI for regulated environments.

Vector search combined with knowledge graphs, agentic monitoring across long-running events, and natural language interfaces over financial data.

90 → 96%

Retrieval accuracy on banking RAG, repeat usage 30 to 51%

02 / HFT and Low Latency Infrastructure

Microsecond trading systems, kernel bypass networking, and exchange connectivity.

Ultra low latency platforms with NSE black-box certification, user-space networking, and infrastructure that goes beyond vendor stacks.

2 µs

Tick to order latency on 100 trader HFT desk

03 / Distributed and Serverless Infrastructure

High throughput payment rails, multi-region platforms, and serverless stacks at scale.

Production systems on Cloudflare Workers, AWS multi-region, and UPI rails, designed for high availability without server fleets.

1,500 / min

UPI transactions, payment success 94 to 96%

04 / Computer Vision and AI

Custom trained vision models, generative networks, and on-device inference.

StyleGAN based personalization, browser-native attention detection, and end-to-end ML lifecycle from data collection to deployment.

+67% CTR

Ad campaign uplift, 1.2 to 2.0 percent

/ 02 / Selected engagements

Production work, last five years

Commit log of the five most relevant engagements. Dates, scope, outcomes. Pulled from the record.

commit a7c4f12

2025 → present

LLM Systems and Agentic Pipelines Consultant

SAM42.com / Bengaluru

Hybrid RAG and agentic risk monitoring for banking and proprietary trading clients, with production grade natural language interfaces over financial account data.

90 → 96%retrieval accuracy

30 → 51%repeat usage

commit b1e092a

2025 → present

Fractional CTO

Nextgen Techno Ventures / Bengaluru

Technology strategy and engineering delivery across enterprise engagements, including a payment orchestration platform on UPI rails and a Cloudflare based serverless stack.

1,500 / minUPI transactions

94 → 96%payment success rate

commit 9d44e0c

2022 → 2025

Founder and CTO

SelfAware Machines / Bengaluru

Proprietary HFT platform with kernel bypass networking, NSE black-box certified deployment, and statistical arbitrage strategies running on a 100 trader desk.

2 µstick to order latency

6 → 24%stat arb fill rates

200k ppsper core, zero loss

commit 4f2a8b7

2020 → 2022

Co-Founder and CTO

webrtc.ai / Bengaluru

Six region AWS video conferencing platform for a cross-border edtech, with browser-native AI inference for student attention detection and on-device processing for privacy.

99.9%SLA across voice, whiteboard

40participants per session

commit 21cd6f3

2017 → 2020

Co-Founder and CTO

Tangent.ai / San Francisco

Real time image personalization platform built on custom trained StyleGAN architectures, delivered end-to-end from data and training to production deployment.

+67% CTR1.2 to 2.0 percent

Alchemist XXaccelerator, seed raised

/ 03 / Technical depth

The stack, exactly

No logo soup. The actual languages, frameworks, and primitives behind the work above.

[01]AI and ML

PyTorch TensorFlow XGBoost StyleGAN LangChain LangGraph OpenAI Agents SDK DSPy Neural net training pipelines Multi-GPU single-node MLOps

[02]Systems and Infrastructure

C C++ Java Python JavaScript TypeScript SQL Kubernetes PostgreSQL MongoDB Linux shell Distributed systems Microservices

[03]Real time and Financial

WebRTC AWS multi-region UPI payment rails Financial market connectivity Low-latency networking Kernel bypass User-space networking Real-time systems Serverless architecture On-premise deployment

/ 04 / Founder

Madhur Goel

Founder and CTO with 17 years building production systems across quantitative finance, computer vision, distributed infrastructure, and real-time platforms.

Deep expertise in training neural networks, low-latency systems, and production AI across regulated and high-availability environments. Track record of leading engineering delivery, building teams, and driving cross-functional execution across product, compliance, and business stakeholders.

Dual degree, B.Tech and M.Tech, IIT Delhi, 2008. Research at UCLA in 2006. Alchemist Accelerator Cohort XX in 2019. Operating from Bengaluru, India.

Operating since2008

Years in production17

EducationIIT Delhi, 2008

ResearchUCLA, 2006

AcceleratorAlchemist XX, 2019

DomainsFinance / AI / Distributed

LocationBengaluru, India

StatusAccepting engagements