Mission Status
Shipped the full OSS reliability stack — seven repos, every CI green. Anvil v0.1.0 on npm with SLSA build provenance; Tripwire ships an OpenAI-compatible guard proxy; Goldset's eval Action posts a delta-vs-base PR comment and blocks merges on regression.
- ›anvil v0.1.0 — webhook→BullMQ pipeline on npm with SLSA provenance; examples/stripe + examples/github
- ›tripwire — OpenAI-compatible sidecar proxy that aborts mid-stream on a rule trip
- ›goldset — real LLM-judge eval Action + delta-vs-base PR-comment bot
- ›quickdraw v1.0.2 — streaming benchmark CLI (TTFT, p50/p95/p99, cost)
- ›codecraft — Vite + editable Monaco + interactive terminal in the browser tab
- ›stackup — kind GitOps lab with a real Prometheus success-rate canary
- ›a unifying trust-policy SDK that wires Anchor (refuse) + Tripwire (abort) + Goldset (eval-gate) into one declarative policy
- ›a cited benchmark of agent-reliability failure modes
- ›backend / AI-infra roles at Mumbai or Bangalore startups
- ›YC seed founding-engineer roles
- ›contract work on RAG, streaming LLM, queue/webhook reliability
Mumbai, India · Open to Bangalore / Remote
System Architectures
Homesty.ai
Live commission-driven AI real-estate advisor.
Production AI advisor on Next.js 16 + pgvector + GPT-4o + Claude. Solo-built. Refusal-first retrieval and mid-stream guardrails were extracted from this work into Anchor and Tripwire — same engine, both public.
Anchor
Provenance-first RAG that refuses to hallucinate.
Cosine-floor retrieval returns chunks when similarity is high, refuses when it isn't. Postgres + pgvector + Next.js. Live playground available.
⚡ p50 2.6 ms retrieval @ 100k vectors · HNSW
Codecraft AI
In-browser AI IDE. WebContainer-backed live coding playground.
Boots a real Vite + React dev server in the browser tab via WebContainers. Editable Monaco is wired to the WebContainer filesystem with debounced writes and sub-2s hot-reload; an xterm terminal runs real shell commands; an IndexedDB snapshot cache drops repeat-visit boot under 20s. COOP/COEP cross-origin isolation is what makes SharedArrayBuffer and the in-tab runtime work.
⚡ cold boot ~51 s · warm <20 s (IndexedDB cache)
Tripwire
Mid-stream LLM safety. Catch the lie before the user finishes reading it.
Pattern engine watches LLM streams token-by-token, aborts on rule trip. Sub-millisecond decision latency. Ships an OpenAI-compatible sidecar proxy (POST /v1/chat/completions) that streams responses through the guard and aborts mid-stream on a trip.
⚡ ~4.7 µs per chunk · zero happy-path buffering
Goldset
Golden datasets + LLM-as-judge + structural assertions, as a GitHub Action.
Three eval runners (golden dataset, LLM-as-judge with a pluggable OpenAI/Anthropic provider, structural assertions), packaged as a GitHub Action that runs on every PR, posts a delta-vs-base comment, and blocks the merge on regression.
⚡ 1k structural eval cases in ~3 ms
Stackup
Production Kubernetes locally in 10 minutes. ArgoCD + Argo Rollouts + Grafana.
make up bootstraps a kind cluster with ArgoCD, Argo Rollouts, and Grafana/Prometheus. For learning real k8s without a cloud bill.
⚡ canary CI-verified · 25→100% · real ≥0.95 Prometheus gate
Anvil
Idempotent webhook → BullMQ pipeline. HMAC-SHA256, backoff, dead-letter replay.
Verify (constant-time HMAC) → dedupe → enqueue → retry [1s, 5s, 30s, 5m] → dead-letter → replay. pnpm workspace; 5 design contracts proven by tests in CI. v0.0.1.
⚡ 10.5k req/s ingress · 3.3 µs constant-time HMAC
Technical Arsenal
Shipped to npm
@ykstormsorg/anvil
webhook → BullMQ pipeline · SLSA provenance
@ykstormsorg/tripwire
mid-stream guardrail + OpenAI-compatible proxy
@ykstormsorg/goldset
eval-runner Action + PR-comment bot
@ykstormsorg/quickdraw
LLM streaming benchmark CLI · SLSA provenance
four packages live on npm · two with SLSA build provenance · every repo green in CI