Open to remote senior roles · 2026 Jabalpur, IN · remote-only UTC+5:30 5+ yrs shipping

Full-stack developer and infrastructure engineer. I build the platforms between the product and the kernel — Knative bots, RAG pipelines, distributed log collectors and the Kubernetes glue that keeps them alive at three nines. Currently turning Camunda microbots into Knative functions at Infosys.

// currently converting microbots
5+
Years shipping
99.9%
Prod uptime
10k/s
Events through JetStream
7
Languages wired into Knative

Between the product and the kernel.

At Infosys iCETS I'm rewriting the plumbing: Camunda microbots in seven languages, ported to Knative functions with MCP servers and Google ADK agents coordinating them. On weekends, small tools — a browser-based SSH client, a Kubernetes secret inspector — because the cli isn't always the right surface.

SIGNAL // LIVE●●●
roleAssociate Consultant
orgInfosys · iCETS
focusknative · mcp · genai
locationPune, MH
availabilityopen · collab
at@knative:~$
2020202120222023202420252026 · now
Roles
TeleperformanceCustomer Care Exec2020
MagnumSys Administrator'21—'22
RectitudeSenior Software Developer'22—'25
InfosysAssociate Consultant · iCETS'25—now
Education
MCRPV BhopalBCAgrad '21
Shipped projects
▸ scroll to sweep through the years · hover or click anything 2020 — 2026

Pick a role or project above

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    GeraltAI

    P01 · RAG

    A retrieval-augmented generation platform that turns arbitrary document drops into searchable, chat-ready knowledge bases. 100k+ docs, 200+ users, sub-second retrieval.

    PythonMilvusMistralCohereReactMinIO
    Case study

    Logs Collector

    P02 · Go

    Distributed logging & NetFlow pipeline. Go agent, NATS JetStream, ClickHouse sink. 10k events/s.

    GoJetStreamClickHouse
    Architecture

    NexusVault

    P03 · SSH

    In-browser SSH client with WebSocket streaming and iTerm.js. Node/Express + React/Vite/Tailwind.

    ReactViteWebSocketsDocker
    $ ssh node-01auth: ok◂ tunnel open~ /var/logs/
    Repo

    Infra & Service Mgmt

    P04 · K8s

    Production Kubernetes + Proxmox estate. Harbor, NGINX Proxy Manager, Sophos. 50+ workloads at three nines, deploy risk −35%.

    KubernetesProxmoxHarborNGINXSophos
    Ops notes

    Ticket Manager

    P05 · Enterprise

    Jobs / quotes / sales orders wrapped around SAP. Oracle SQL + .NET Core + Angular. 95% issue-resolution on escalations.

    Angular.NET CoreOracle SQLSAP
    Details

    k8s Secret Inspector

    P06 · Tool

    Spring Boot service + browser UI to query Kubernetes secrets safely. Dual-auth, RBAC manifests, Swagger.

    Spring BootK8s RBACSwagger
    Repo

    LangGraph Agents

    P07 · Graph

    Stateful, multi-actor agent graphs in LangGraph — branching tool-use, conditional edges, human-in-the-loop checkpoints. Used as the orchestration layer above MCP and ADK tools.

    LangGraphLangChainPythonState machines
    Architecture

    Adaptive RAG

    P08 · Retrieval

    Self-routing RAG: query classifier picks between vector search, web search, or direct LLM. Re-ranks with relevance grading and falls back through hallucination + answer-grading loops before responding.

    LangGraphRAGRe-rankingSelf-RAG
    Pipeline

    RAG with Memory

    P09 · ADK

    Long-running conversational RAG built on Google ADK — short-term scratchpads, long-term episodic memory, and per-user state slots persisted across sessions. Recall feeds the retriever before every turn.

    Google ADKPythonVector storeSessions
    user.intentrecall(t-3)retriever.k=8
    Memory model

    Browser Automation

    P10 · Playwright MCP

    Playwright MCP server exposed as a tool to a Google ADK agent — it plans flows in natural language and the MCP layer drives real Chromium sessions: forms, scraping, multi-tab orchestration.

    PlaywrightMCPGoogle ADKAgentic
    page.goto(...)click("#submit")expect(toast)→ extract()
    Demo

    Windows UI Automation

    P11 · MCP

    Native Windows desktop automation as MCP tools, callable from a Google ADK agent. Window discovery, element targeting, keystroke + click sequences for legacy enterprise apps with no API.

    WindowsUI AutomationMCPADK
    How it works

    Face Verification

    P12 · Vision

    1:1 identity verification using face embeddings + semantic similarity. Pluggable backbones, cosine threshold tuning, anti-duplicate enrolment. Built for KYC-style flows.

    EmbeddingsCosine simOpenCVPython
    cos = 0.91
    Pipeline

    Tools I live in.

    Frontend
    AngularReactViteTailwindHTML5CSS3ES6+
    Backend
    PythonFlask.NET CoreGoNode/ExpressSpring BootREST
    Data
    MongoDBOracle SQLPostgreSQLMySQLClickHouseRedisMilvus
    Cloud & infra
    KubernetesKnativeDockerProxmoxRancherHarborNGINX Proxy Manager
    Automation
    CamundaMCP ServersGoogle ADKFastMCPLangGraphPlaywright MCPWindows UI AutomationCI/CDIaCAnsible
    AI & streaming
    RAGAdaptive RAGMemory / sessionsMistralCohereEmbeddings & cosine simMinIONATSJetStreamNLP
    Editors & co-pilots
    Claude CodeGemini CLICursorVS CodeAndroid Studio
    Security & ops
    SophosSecurity auditsCentralized loggingComplianceObservability

    Let's build something that stays up.

    Phone+91 87704 75721
    BaseJabalpur, MP
    TimezoneIST · UTC+5:30
    StatusOpen to remote senior roles only
    Reply< 24h