Aditya Kumar Singh

StratLab: a multi-agent strategy research room for TradingView

Flip the Switch Hackathon/Nov 2026

Most retail traders test a TradingView strategy once, see a good equity curve, and trust it. The curve is often overfit, and nobody tells them. StratLab is a Switch room where agents help you build, backtest, optimize and stress-test a strategy before you risk money. The room treats a strategy as a spec with a hash, runs it on in-sample and out-of-sample data, and scores it against 6 pass/fail gates: minimum trade count out-of-sample profit factor walk-forward efficiency IS/OOS consistency parameter stability Monte Carlo drawdown Strategies that fail are parked with the reason shown, and passing ones can be exported as Pine Script. Example: S-030, a Donchian dip buyer on XAUUSD 1D (2020–2025), shows out-of-sample +59.5%, profit factor 10.60 and an 86.7% win rate over 15 trades. After the parameter sweep it passes 4 of 6 gates and is parked as the strongest lead. It misses the in-sample trade count and the IS/OOS ratio. S-012 passes only 2 of 6 and is rejected. It’s for retail and independent traders, and for Pine Script developers who want evidence instead of a nice-looking backtest. The repo has 64 passing tests, tagged v1.0.1.

Decision Archaeologist

Graph Hacks/Oct 2026

Every engineering team loses the "why" behind their architecture. While git blame only shows WHAT lines changed and WHEN, the critical architectural rationale—the trade-offs debated, alternative designs rejected, and past mistakes reversed—remains buried across thousands of closed GitHub issues, PR threads, and people's heads. Traditional vector RAG fails here because architectural context is inherently relational and evolutionary. Decision Archaeologist turns scattered repository history into an actionable FalkorDB decision graph. Built for software engineers, tech leads, and autonomous coding agents, it allows anyone to: 1. Ask multi-hop questions ("Why was Python 3.6 dropped, who decided it, and what did it supersede?") with every claim verified against exact source quotes. 2. Time-travel through decisions using an interactive Time Machine slider to see what was active on any historical date. 3. Run PR Guard before merging to prevent breaking regressions by automatically detecting conflicts against past decisions and alerting the original decision-makers. 4. Pinpoint fragile code with a Knowledge-Risk Map that evaluates maintainer centrality and exponential expertise decay.

Kabadi Connect

Environmental Hacks/Oct 2026

https://builder.aws.com/content/3KXv4pAh8CRKb6IDYuG9ISjFUHl/building-kabadiconnect-ai-powered-scrap-collection-on-amazon-bedrock-and-aws-serverless

Omnivision·@aditya1304,@sharad_ps

CareSync

First Commit/Sep 2026

https://builder.aws.com/content/3JaBn7HspF2Lvu2wGqwfVS0juJF/building-caresync-an-autonomous-eldercare-medication-safety-platform-with-aws-cedar-and-serverless-architecture

Omnivision·@sharad_ps,@aditya1304