
The problem ADHD executive dysfunction rarely shows up as "not knowing what to do." It shows up as an inability to organize racing, unstructured thoughts fast enough to act on them. Someone can know they need to email their boss, pay rent, and stop worrying about a project — all in the same breath — but converting that into a clean, prioritized action plan is exactly the step that stalls. The solution Loop removes that step. Open the app, tap the mic, and talk freely — no structure required. Loop listens, transcribes live, and organizes the mess into a clear, triaged list: Tasks, Reminders, and Open Loops. It distinguishes real actionable items from vague recurring worries, so nothing gets force-fit or lost. How it works Tap to record — talk freely, with a live transcript streaming on screen as proof it's listening Tap to stop — a brief "sorting…" moment while AssemblyAI's LeMUR structures the ramble See a triaged list: Tasks / Reminders / Open Loops Act immediately, or hand the decision to Guide Me mode Guide Me — the core differentiator Most task apps stop at "here's your organized list" and leave the deciding to you — which is exactly the step that stalls an ADHD brain. Guide Me asks two quick-tap questions (how much time, how much energy you have right now), then picks one task, explains briefly why it fits, and gives a concrete first physical step to start it. It solves task-paralysis, not just organization. Built on AssemblyAI Real-time streaming transcription captures speech live, showing captions as the user talks — this is what makes capture feel immediate and trustworthy rather than a black box. LeMUR handles every structuring step: turning a raw ramble into categorized items, detecting when a new thought duplicates an existing task, and deciding when a follow-up ramble should update an existing task rather than create a new one.
30 Sep 2026
.png&w=828&q=75)
Hedgify is an autonomous, multi-agent portfolio insurance system built for the Alpaca AI Trading Agents Hackathon (lablab.ai). It solves a problem every equity investor knows intimately: the panic-sell. When markets crash, retail investors liquidate their holdings to stop the bleeding — crystallizing losses, triggering tax events, and inevitably missing the rebound. Hedgify replaces that reflex with insurance: instead of selling your stocks when danger approaches, the system automatically buys protective put options — capping your downside while you keep every single share and ride the recovery. The system is architected as a Supervisor–Worker multi-agent pipeline. The Monitor Agent polls live portfolio data from Alpaca's paper trading API, tracks the all-time peak value, and computes real-time drawdown the moment any poll lands. When the drawdown crosses its threshold, the Monitor persists a snapshot, fires a structured alert into the database, broadcasts it over WebSocket to any connected dashboards, and hands off to the Hedge Executor Agent. The Executor then runs its gauntlet: an idempotency guard first checks whether the symbol already carries active protection (sixteen duplicate alerts become exactly zero duplicate orders); the live kill-switch is consulted, letting an operator disable autonomous trading mid-crisis without restarting anything; then the agent queries Alpaca's live options chain over its dedicated data API, matches the target strike (5% out-of-the-money by default) to the closest actually listed contract, validates expiry against the settings table, checks the premium against the configured budget, and places a real order through Alpaca's trading API — then polls asynchronously for the actual fill price, recording genuine market premiums rather than estimates.
4 Sep 2026