jay.
ENGINEER BY TRADE. CURIOUS BY DEFAULT.

Hi, I’m Jay.
I build things
I wish existed.

AI systems, thoughtful software, and ideas that won’t leave me alone. I’m Jaya Sai Srikar — co-founder at Quoril and an engineer who likes turning “what if” into something you can use.

Come see what I’m making ↓
a peek inside my head ↓what if we built it?Psst. Give the little guy a poke.
Co-founder at Quoril · Engineer at BlocksbridgePart engineer, part “wait, what if…”SCROLL TO WANDER ↓
THINGS I’VE PUT INTO THE WORLD

A few ideas
that became real.

taking the scenic route

Independent projects, stubborn questions,
and plenty of figuring it out along the way.
Selected work, in no particular orbit.

Take a look
01 / AI THAT KNOWS ITS BOUNDARIES

Giving agents a little accountability.

What happens between “the AI suggested it” and “the system did it”? FORK makes that gap explicit. Simulate the options, review the consequences, approve one plan. Then execute.

A little under the hood +

Signed intent plans, policy-checked MCP calls, single-use capabilities, and an append-only ledger. Tested with 154 unit/integration tests, 14 Playwright tests, and 5 live ArmorIQ tests. Sandbox treasury, not real payments.

TypeScript / Next.js / Hono / MCP
Visit FORKTry the mini demoSource code
Take a look
02 / FOLLOW THE EVIDENCE

Less market noise. More honest research.

I wanted research I could replay, question, and trust. Crosswake brings live market data, backtesting, and paper signals together, with a record of how each conclusion was reached.

A little under the hood +

Durable journals, typed Parquet datasets, freshness checks, walk-forward validation, realistic cost models, and a hash-chained signal log. A Mastra research harness coordinates specialist agents. No live-money trading.

TypeScript / Mastra / Parquet / Linux
Visit CrosswakeSource code
Take a look
03 / QUORIL · CO-FOUNDER

Making room for a little more focus.

Some projects start with a big technical question. This one starts with an ordinary day. I co-founded Quoril to bring tasks, focus sessions, and workspaces into one offline-first desktop app.

A little under the hood +

Built for macOS and Windows with React, Electron, and SQLite. Local persistence keeps the core experience available offline, with synchronization across workspaces.

React / Electron / SQLite
Visit Quoril

More rabbit holes.

Because one project is never enough.
On-Chain Analysis AgentADK-TS 2025 · TRACK WINNER+

An IQAI ADK sequential pipeline with shared session state for structured handoffs between token detection, real-time market data, web research, and synthesis. Integrates CoinGecko and Tavily tools. Winner of Best Collaboration / MCP Track at ADK-TS Hackathon 2025.

Explore on GitHub
Statistical ArbitrageQUANT RESEARCH+

A crypto pairs research engine using cointegration/ADF testing, multiple-testing control, Kalman-filter hedge ratios, and rolling z-scores. Walk-forward validation evaluates out-of-sample behavior. Includes scheduled asset screening, pair invalidation, paper-trading ledgers, protected REST/WebSocket endpoints, and asynchronous workers.

Explore on GitHub
AI Code Architecture AgentDEVELOPER TOOLS+

A repository analysis tool with multi-model reasoning, architecture diagrams, and feature-placement guidance, built with FastAPI, React, and Mem0.

Explore on GitHub
GridFlexENERGY SYSTEMS+

An energy verification platform using versioned evidence, append-only provenance, canonical hashing, and auditable proof chains.

Explore on GitHub
A NOTE ABOUT THE PERSON
a little dark-side energy.
There’s a person
behind the commits.

I like the messy bit
between idea and reality.

The part where you have to ask better questions, change your mind, and make something actually work. That’s where I feel most at home.

I’m based in Vizag, on India’s east coast. My work lives somewhere between AI, product engineering, and infrastructure. Away from the screen, I’m usually thinking about films, finding a new place to wander, or going down another rabbit hole.

A little more about me
FORK / A TINY HANDS-ON EXAMPLE

What would you
let an agent do?

Try the idea behind FORK: a proposal is a starting point. Simulate it, check the rules, and let a person make the call.

You’re the human in the loop.

Illustrative browser-only demo. Fictional credits, fixed sample plans. No AI calls, signed intents, or real payments.

Explore the full FORK project
SAMPLE LEDGER1,000 credits
1. Pick an agent’s proposed plan
THE WORKBENCH / PUBLIC EXPERIMENTS

Still making.
Still figuring it out.

A peek at what’s moving.

A few selected public projects.

01

FORK

Governed agent execution: simulate competing decisions, approve one plan, and execute with a verifiable audit trail.

02

Crosswake

Live crypto market research, durable data infrastructure, causal backtests, and auditable paper signals.

03

On Chain Analysis Agent

Multi-agent crypto research combining token detection, market data, web research, and structured synthesis.

04

Statistical Arbitrage

Market-neutral pairs research with rigorous out-of-sample validation and paper-trading ledgers.

Wander through my GitHub
EXPERIENCE / THE WORK BEHIND THE WORK

A few chapters
in the making.

Co-founding Quoril, building engineering copilots, and shipping publishing pipelines and event platforms. Here’s where I’ve been putting the pieces together.

a reliable little copilot.
Build it. Learn from it.
Make it better.
NOV 2025 — PRESENTCURRENT CHAPTER

Blocksbridge Consulting

AI Full-Stack Engineer

Remote · New York, USA

I build the systems around the story — how energy news becomes researched content, and how an industry event becomes a connected platform.

From breaking news to publication

Built AI research and publishing harnesses for The Energy Mag, connecting source discovery, feeds, agent-driven research, article generation, and automated publication.

Under 20 seconds from breaking news to a researched, structured article.

An event platform, end to end

Own the full-stack architecture for Energy Investors Forum 2027: accounts, ticketing, networking, attendee and company directories, meetings, messaging, and admin workflows.

Designed authentication, email verification, entitlements, sessions, versioned APIs, and background jobs. Connected Pretix through authenticated webhooks, idempotent sync, reconciliation, and admin recovery paths.

Keeping production honest

Operate Next.js frontends, WordPress, APIs, and Linux/Docker services. Debug feed regressions, data-freshness issues, and stale caches, with integration and lifecycle tests supporting the platform.

Next.jsTypeScriptPostgreSQLRedis / BullMQDocker / AWSPretix
The Energy Mag
BUILDING A PRODUCT OF OUR OWNCO-FOUNDER

Quoril

Co-founder

Offline-first productivity · macOS & Windows

Co-founding Quoril means taking the product from an idea to something people can use: a quieter place for tasks, focus sessions, activity analysis, and workspaces.

Building the product, not just a feature

Co-founded and built a cross-platform desktop app that brings everyday productivity into one workspace, with local persistence and synchronization.

Local first, by design

Built with React, Electron, and SQLite so the core experience works offline, with synchronization connecting the wider experience.

ReactElectronSQLiteSynchronization
Meet Quoril
JAN — OCT 2025THE PREVIOUS CHAPTER

Drishya AI Labs

Junior Software Engineer

Vizianagaram, India

Worked where industrial engineering meets AI — connecting documents, data, and cloud services so the right information could find its way to the right workflow.

A copilot for engineering knowledge

Contributed to Junior, Drishya’s agentic engineering copilot, with knowledge-graph-backed workflows that surface relationships across industrial documents and engineering data.

Connecting the platform

Developed TypeScript and Python cloud-adapter libraries, plus Django backend services integrating data sources, APIs, and platform services for AI and industrial analytics.

Making deployment repeatable

Built infrastructure with Terraform and contributed to the Azure/Kubernetes migration, authoring manifests and containerizing services. Automated builds and deployments with GitHub Actions, Docker, and Azure AKS.

90% less deployment time compared with the previous manual process.

TypeScript / PythonDjangoKnowledge graphsTerraformAzure AKSGitHub Actions
WHERE IT STARTED

B.Tech, Information Technology

JNTU-GV · 2021–2025 · CGPA 8.24

Secretary, ACM Student Chapter · Team Lead, SIH 2023 Grand Finalist

a small side project…
CLOSE THE LAPTOP FOR A SECOND

There’s more
to the plot.

Films with a little world-building. Places with a different pace. A good story, in almost any form.

Open my personal notebook
JAY’S WATCHLISTADMIT ONE
If you’re picking a film tonight…

The Grand Budapest Hotel

NO SPOILERS. JUST GOOD STORIES.