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    2026 · ISSUE 02BENGALURU, IN · 12.97°N 77.59°E

    Founding Engineer · LLM Orchestration · Regulated Fintech

    Dhruv Puri

    Founding engineer at GoReach Finance, where I built the AI and data backbone of a SEBI-regulated mutual fund advisory platform from zero: LLM orchestration, backend, mobile, and infrastructure. Before this I was the founding AI/ML engineer at JuiceLabs, where I built an end-to-end video generation pipeline — idea in, finished cinematic ad out — shipping at millions of impressions a month for enterprise clients. Earlier, researchers used software I built to 3D-print tissue for organ regeneration studies. Based in Bengaluru, India.

    NOW · GOREACH FINANCE · SEBI-REGULATED ADVISORY
    SYS / DHRUVPURI.CLOUD — v2.0REGISTER / 15 PROJECTS · 5 ROLES

    Millions of impressions a month from pipeline-generated ad creative. 0.02 mm positional precision. 10M+ transactions validated. 15 projects shipped.

    01About / Operator file

    Operator file

    REF A-01 · Updated 2026
    A-01 / SummaryActive

    Founding engineer at GoReach Finance, where I built the AI and data backbone of a SEBI-regulated mutual fund advisory platform from zero: LLM orchestration, backend, mobile, and infrastructure. Before this I was the founding AI/ML engineer at JuiceLabs, where I built an end-to-end video generation pipeline — idea in, finished cinematic ad out — shipping at millions of impressions a month for enterprise clients. Earlier, researchers used software I built to 3D-print tissue for organ regeneration studies. Based in Bengaluru, India.

    Bengaluru, IN · 12.97°N 77.59°EFounding Engineer
    S-01 / OutputMillionsImpressions / month from pipeline-generated ad creative
    S-02 / Precision0.02MMPositional precision · solo-built bioprinter auto-calibration
    S-03 / Scale10M+Transactions validated across real-time data pipelines
    S-04 / Index15Projects shipped · site project index
    Q-01 / Signal
    Exceptional problem-solver, serving skills with remarkable innovation. Never misses an opportunity.
    Saksham Kakkar · SWE, Amazon Canada
    02Experience / 2021 — Present

    Service record

    5 roles · 3 cities · Chronological desc
    E-01Current
    GoReach Finance

    Founding Engineer

    JUL 2026 – PRESENTBengaluru
    • Built the AI and data backbone of a SEBI-regulated mutual fund advisory platform from zero: the AI service, the backend, the customer mobile app, and the infrastructure under them.
    • Multi-provider LLM orchestration across Claude, Gemini, and OpenAI, with prompt caching, cost metering, and evals that gate output for regulatory compliance.
    • Java 25 / Spring Boot 4 backend on PostgreSQL: fund search and portfolio analytics, daily market-data ingestion from a vendor feed, exchange integration for mutual fund order placement, Aadhaar-based KYC through a regulated identity provider, realtime WebSocket integration, push and SMS notifications.
    • React Native customer app end to end; Hinglish speech-to-text with LLM summarisation; AWS ECS and EKS, Helm, CloudFormation, CodePipeline.
    Java / Spring BootFastAPIClaude · Gemini · OpenAIReact NativeAWS
    SEBI
    Regulated advisory platform
    3
    LLM providers, one router
    0→1
    AI + data backbone
    E-02Shipped
    JuiceLabs AI

    Founding AI/ML Engineer

    OCT 2025 – JUL 2026Bengaluru
    • Built the end-to-end video generation pipeline: idea → script → storyboard → finished cinematic video, length-agnostic.
    • Multi-phase agentic architecture: granular per-atom user review, parallel multi-model orchestration, cross-family LLM-as-judge evaluation.
    • Shipped 15-second ad creative for enterprise clients at millions of impressions a month.
    • Ran weekly Claude Code enablement sessions for a 20-person team; advised enterprise clients on AI adoption.
    PythonFastAPIMulti-model orchestrationLLM-as-judge
    Millions
    Impressions / month
    20
    Engineers enabled weekly
    E-03
    Sytolab / Kreator3D

    Founding Software Engineer

    JAN 2024 – OCT 2025Bengaluru
    • Built the human-machine interface for biomedical 3D printers; researchers used it to print tissue constructs for organ regeneration studies.
    • Real-time computer-vision print QC (OpenCV); solo-designed auto-calibration achieving 0.02 mm positional precision.
    • Cut user setup time 30%; improved print accuracy 50%.
    0.02mm
    Positional precision
    +50%
    Print accuracy
    −30%
    User setup time
    E-04
    Paytm

    SDET

    JAN 2023 – JAN 2024Delhi
    • Automated device testing in Python, halving test cycles; validated Kafka pipelines and REST APIs across 10M+ transactions.
    • Surfaced 50+ critical bugs pre-release, cutting post-release issues 20%.
    10M+
    Transactions validated
    50+
    Critical bugs pre-release
    E-05
    Terribly Tiny Tales

    Product Analyst

    OCT 2021 – JAN 2023Mumbai
    • Revamped the React frontend: +20% traffic, −40% production bugs; Cypress automation lifted coverage 35%.
    +20%
    Traffic
    −40%
    Production bugs
    03Projects / Index 15

    Project register

    P-001 — P-015 · Selected 7 + shelf

    P-001SHIPPED
    IDEASCRIPTSTORYBOARDMODEL A · B · CPARALLEL GEN ×NLLM-AS-JUDGECROSS-FAMILY EVALVIDEO OUTCINEMATIC · 15sREVISEFIG. P-001 — AGENTIC PIPELINE

    Video Generation Pipeline

    Idea in, finished cinematic video out. Multi-phase agentic pipeline with per-atom review gates and cross-family LLM-as-judge. Millions of impressions a month.

    PythonFastAPIMulti-model orchestration
    P-002SHIPPED
    0.02 MM
    Auto-calibration · positional precision

    Syto Studio

    Human-machine interface for biomedical 3D printers, used in organ-regeneration research. Computer-vision QC, 0.02 mm auto-calibration.

    ReactFlaskOpenCV
    P-003OPEN SOURCE
    NL QUERYAGENTMEMORY · RECOVERYSAFE SQLINJECTION-GUARDED

    Agentic RAG for Natural-Language SQL

    Conversational agent turning natural language into safe SQL: memory, error recovery, injection protection.

    PythonLangGraphSQLite
    P-004SHIPPED
    Policy Compare screenshot

    Policy Compare

    AI-powered policy comparison that helps regular people understand 50-page loan documents. Built after watching my parents lose hours to bank PDFs.

    ReactTypeScriptStreamlit
    P-005SHIPPED
    AgentVC screenshot

    AgentVC

    AI-powered pitch practice platform where founders rehearse against a simulated investor. Live demo shipped, insights from 50+ real investor conversations baked into the feedback logic.

    Next.jsTypeScriptOpenAI API
    P-006RESEARCH
    16MB
    10MIN
    Model budget · scored in bits-per-byte

    Parameter Golf Autoresearch

    OpenAI Model Craft Challenge: built an autonomous research agent that runs hyperparameter sweeps, scores candidates against the frontier, and decides what to test next. RTX 4060 for iteration, 8xH100 via RunPod for finals.

    PythonPyTorchCUDA
    P-007OPEN SOURCE
    PREDICTEDACTUALPOSNEGPOSNEGTPFPFNTN81% ACC · HELD-OUT TEST

    Yelp AI Review Classifier

    Fine-tuned DistilBERT plus local Qwen3-8B for zero-cost sentiment classification. 81% accuracy with a domain-shift analysis that mattered more than the headline number.

    PythonDistilBERTQwen3-8B
    04TOOLBOX / 5 DOMAINS

    Toolbox

    Grouped by domain · Depth inferred from the work

    T-0106

    Agentic Systems

    The core practice: orchestrating models that plan, act, and get judged.

    LLM orchestrationModel routingPrompt cachingEval harnessLLM-as-judgeMCP
    T-0206

    Regulated Systems

    Regulated money. Every write leaves a trail.

    Java / Spring BootFastAPIPostgreSQL · pgvectorKafka / RedpandaWebSocketsTransactional outbox
    T-0305

    Multimodal & Speech

    Pixels, frames, and voice as one pipeline.

    Video generationImage modelsSpeech-to-textLLM summarisationHuman-in-the-loop review
    T-0407

    Infra

    The substrate everything above runs on.

    AWS (ECS · EKS · Bedrock)HelmCloudFormationCodePipelineKrakenDOpenTelemetryDocker
    T-0505

    Consumer Apps

    Where the work meets a user.

    React NativeReactTypeScriptNext.jsZustand
    05CONTACT / OPEN CHANNEL
    C-01 / Channel openReply < 1 day

    Say hello

    Interested in new opportunities, short scope advisory, or a genuine conversation about AI engineering. Send a short note with what you’re working on, and I’ll reply within a day.