PHANTOM: I Built a Benchmark Where an RL Attacker Gaslights an LLM Defender
Most cybersecurity benchmarks test what an agent knows. PHANTOM tests whether it can still think when a co-evolving adversary is lying to it in real time.
ACCESS_FILE>Most cybersecurity benchmarks test what an agent knows. PHANTOM tests whether it can still think when a co-evolving adversary is lying to it in real time.
ACCESS_FILE>A Raspberry Pi camera with a hardware-derived ed25519 identity, on-chain signature verification on Solana, and Filecoin storage. Deepfakes die at capture time.
ACCESS_FILE>GPT generates left to right. My model starts from a fully masked sequence and denoises it into a story — trained from scratch on TinyStories on an M4 Pro.
ACCESS_FILE>Account, catalog, and order services speaking binary gRPC internally, aggregated behind a single GraphQL endpoint — with PostgreSQL and Elasticsearch each doing what they are actually good at.
ACCESS_FILE>A microservice platform that reads your GitHub, LeetCode, and LinkedIn to figure out where you actually stand — then builds your roadmap and puts you in front of a live AI interviewer.
ACCESS_FILE>Vision, audio, and context fused into one emotional state estimate — running on a Raspberry Pi, with memory that persists between visits.
ACCESS_FILE>One assistant with scoped access to my calendar, code, browser, terminals, and notes — plus a memory layer that answers "what was that bug from Tuesday".
ACCESS_FILE>Before most people my age had run anything, I took over a hotel's operations and grew revenue 73% in a quarter. The lessons transferred to software almost 1:1.
ACCESS_FILE>Hackathons, brand wars, pitch decks — every competition I've entered, I've won. Not because I'm the best coder in the room. Because most teams lose the same way.
ACCESS_FILE>Peer-to-peer video dies at 4 participants. The fix is a selective forwarding unit — rooms, producers, consumers, and real-time media routing.
ACCESS_FILE>How I built a self-healing, triple-verified financial system for Tixin.in — an event-ticketing platform.
ACCESS_FILE>How I hosted a production-grade stack on two Raspberry Pi 5s with k3s — ~1000 concurrent connections and 16k req/sec during load testing.
ACCESS_FILE>Designing a high-throughput event pipeline using Kafka + CQRS to process 1.8M records in under 10 minutes.
ACCESS_FILE>Built a local auto-scaling load balancer that spins instances, health-checks, and routes traffic based on load — shipped in ~4 hours.
ACCESS_FILE>A full-stack decentralized betting dApp on Solana. Smart contract in Rust + Anchor, frontend in Next.js.
ACCESS_FILE>Built MyMQ: a Redis-inspired message queue in TypeScript, and a Redis-compatible key-value store in Go to learn systems programming and concurrency.
ACCESS_FILE>A production-ready, event-driven banking platform with Kafka, Saga pattern, RBAC, and 95%+ test coverage.
ACCESS_FILE>Notes & best practices for combining monorepo tooling like Turborepo with microservices — faster builds, shared packages, and scoped commands.
ACCESS_FILE>A 4-hour build: a tiny React-like library with hooks, VDOM, and a custom renderer — for learning how frameworks actually work.
ACCESS_FILE>AI-backed learning platform with emotion-aware feedback, flashcards, community features, and RAG-backed assistants.
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