
We are building TableMe, a restaurant reservation engine for the Dark Factory hackathon (tablekeeper track). It takes an exclusive lock on each table slot so that when many diners request the same slot at once, exactly one booking wins and the rest are rejected immediately. Bookings are settled against a diner wallet with hashed receipts, and a small team of agents coordinates the flow in a Band room. We test it with simulated diners and wallets. We need a backend engineer who is comfortable with concurrency and databases, a front-end developer to polish the booking interface and staff view, and someone to handle testing, the demo video and the documentation.
6 Oct 2026

Most voice bots sound robotic, interrupt at the wrong moment and can't judge a candidate beyond keywords. HelloHire is built to run first-round interviews properly. Listens in real time. Candidate speech streams at 16 kHz into AssemblyAI Universal-3 Pro over WebSocket. Takes turns like a human. A calibrated 518 ms conversational gap avoids both cutting the candidate off and awkward silence. Scores as it goes. An 8-dimension cognitive engine rates Thinking, Focus, Recall, Creative, Imagination, Analytical, Verbal and Emotional Regulation. Item Response Theory adapts question difficulty to each candidate. Speaks with intent. A biophysical voice renderer shifts pitch, subglottal pressure and open quotient across 6 states, from calm reassurance to confident authority. Stays fast. A 64-byte shared memory vector keeps the agent's state in sync, with 83–250 ms ingestion latency. Use cases: enterprise recruitment and STAR behavioral screening, executive assessment, and adaptive spoken-language testing. Built with: AssemblyAI Universal-3 Pro Streaming STT, Python, C++20, Rust, CUDA.
30 Sep 2026

💡 What Is This Application? The OptionAlpha Agent is an autonomous, AI-powered algorithmic trading application that trades US stock options and cryptocurrencies completely on its own through your Alpaca brokerage account—with no human intervention required. 🔑 What It Does in Simple Terms Scans the Market 24/7: Continuously tracks top liquid US assets (SPY, QQQ, AAPL, MSFT, NVDA, AMD, AMZN) and cryptos (BTC/USD, ETH/USD). Generates Cash Income from Options: The Options Wheel: Sells cash-secured puts and covered calls to collect steady weekly option premium (theta decay). Iron Condors: Collects volatility premiums when market swings settle down. Crypto Spot: Automatically buys and accumulates crypto during oversold dips. Manages Risk Automatically: Automatically takes profit at 50% of maximum gain. Enforces a strict 2% daily loss circuit breaker to protect your capital. Caps every position so no single stock risks more than 5% of your portfolio. Provides a Live Web Command Center: View your live portfolio value, daily P&L, and open trades. Browse a complete history of closed trades and download CSV logs. Watch the AI make trading decisions in real time. 🏆 In Short: It is your personal, autonomous quantitative hedge fund in software form—designed to grow a $100,000 portfolio safely by harvesting options premium, managing downside risk, and displaying everything transparently on an interactive live dashboard.
4 Sep 2026

The Problem While modern CPUs, GPUs, and DPUs offer massive compute power, the software-hardware bridge is inefficient. During peak loads, software runtimes often misinterpret natural latency as dropped requests. This triggers redundant execution commands, creating a destructive loop: instruction cache flooding, severe thermal spikes, and excessive power draw that throttle system performance. The Solution NeuroSys is an open-source AI orchestrator acting as a cognitive middle-layer between software APIs and hardware SDKs. Modeled after the human nervous system, it functions as an intelligent load-balancer to eliminate software redundancy loops. Operating safely within authorized manufacturer APIs (like AMD ROCm and native OS telemetry), it optimizes hardware to sustain 100% of its designed potential without triggering thermal throttling. Architectural Features Central System (Brain): Dynamically analyzes workloads and maps live hardware topology. It strictly routes parallel mathematical tasks to the GPU while reserving sequential logic for the CPU. Peripheral System (Sensory/Motor): Acts as an intelligent pacing engine. Instead of letting software flood the hardware, it intercepts, batches, and feeds instructions at the exact rate the hardware can efficiently process. Autonomic System (Power/Thermal): Monitors background OS telemetry (temperatures, power limits). Upon detecting thermal spikes, it instantly signals the Central System to reroute non-critical tasks or adjust batching rates to maintain absolute stability. Target Audience Designed for high-performance computing (HPC) engineers, enterprise cloud administrators, and AI developers, NeuroSys maximizes AMD hardware utilization, eradicates thermal bottlenecks, and drives massive energy efficiency for intensive workloads.
13 Jul 2026