Qais Amro@qaisamro

SIPA OS — Dark Factory is an autonomous multi-agent software engineering system designed to architect, implement, and rigorously verify production-grade microservices without human intervention during development. For the WeAreDevelopers x BAND Dark Factory Hackathon, our team (Aelin AquaSoul) deployed this factory against the Pocketful track to build a secure, high-concurrency financial wallet and payment processing service. Multi-Agent Architecture: The factory operates via three specialized, non-overlapping seats governed by strict system mandates: sipa-os-core (Planner/Architect): Analyzes project specifications, breaks down requirements into sequential work items with explicit done criteria, and coordinates task distribution. sipa-os-dark-v4 (Builder/Implementer): Implements code using the exact mandated tech stack and executes baseline checks. sipa-os-v3 (Verifier/Reviewer): Independently runs container builds and executes rigorous security and invariant attack suites without trusting builder claims. Technical & Security Highlights: Thread-Safe In-Memory Storage: Custom state management backed entirely by Python dictionaries guarded by threading.Lock(). Strict Balance Invariants (I1 & I2): Enforces money conservation (sum of balances always equals the seeded total) and prohibits negative balances/overdrafts, returning a 422 error on violations. Cryptographic Security: Secure password hashing using pre-hashed SHA-256 wrapped into salted bcrypt digests to prevent silent 72-byte truncation vulnerabilities. Idempotency & Validation: User-scoped idempotency keys across all mutating financial endpoints and strict regex-based handle derivation (^[a-z0-9_]{1,20}$). Dockerized Containerization: Fully containerized with dynamic $PORT support and verified using automated pre-flight testing harnesses.

Clinical Copilot is a real-time, multi-agent AI system designed to solve one of healthcare's most pressing problems: diagnostic errors and documentation burden. The system ingests a raw doctor–patient conversation and, within seconds, runs a 5-stage intelligent pipeline: entity extraction, clinical reasoning, safety validation, documentation generation, and confidence calibration. Unlike generic chatbots, Clinical Copilot operates as a specialized medical reasoning engine. Each stage is handled by a dedicated AI agent with a specific clinical role: - The Extraction Agent identifies symptoms, vitals, medications, and patient history from the conversation. - The Reasoning Agent generates a ranked differential diagnosis list and flags emergency red flags. - The Safety Agent performs drug interaction checks, hallucination detection, and generates automated clinical warnings. - The Output Agent produces professional SOAP notes and ICD-10 diagnostic codes with clinical reasoning. - The Validator calibrates a confidence score based on available evidence quality. All outputs are formatted as FHIR R4-compatible JSON, making the system directly integrable with hospital EHR platforms like Epic or Cerner. The frontend is a hospital-grade React dashboard that showcases the live agent pipeline, structured clinical cards (Diagnosis, SOAP, Safety, ICD-10, FHIR), and a real-time confidence meter. Clinical Copilot targets two core healthcare problems: reducing diagnostic errors and accelerating documentation. Physicians spend up to 50% of their time on paperwork. This system cuts that to seconds while adding a safety validation layer that reduces missed diagnoses. The system is designed as a step toward autonomous, explainable, and safe AI assistance embedded directly inside real healthcare workflows.

🌎 Online Hackathon | 💻 Online Build: Sept 26 - Oct 5, 2026 A virtual, global hackathon. Build from anywhere in the world. Dark Factory is the official hackathon of WeAreDevelopers World Congress North America, presented by BAND, but you don't need to be in San Jose to take part. For one week, you build a software factory in BAND Desktop: a band of coding agents that plans work, implements it and checks its own results. 🎟️ Bonus for sign-ups: you are eligible for a free ticket to WeAreDevelopers World Congress North America in San Jose (Sep 23–25). If you do go, stop by the BAND booth: a surprise is waiting for you.

💻 Online Hackathon | ⏳ Build: 48 hours | 📅 September 25–27, 2026 The official IBM Bob 2.0 hackathon. Build what's next in AI-assisted development, alongside the developers and experts shaping it. ⭐ Get help from experts throughout the event 🤝 Join a team or build solo 💰 Prize pool: $12,000 🧑🏻‍💻 Register before the Kick-Off Stream to start building with Bob

Grab your ideas, spin up compute, and start building what’s next! Start with $100 in AMD Developer Cloud credits and begin building right away. Get access to hands-on tutorials, workshops, and curated learning resources to help you build faster and go further. To unlock credits and join the hackathon, sign up for the AMD AI Developer Program. 🤝 Go solo or team up — ship something real. 💰 $21,500+ total prize pool & 1 × AMD Radeon™ AI PRO R9700 GPU up for grabs. 📍 On-site Venue (May 9-10): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📍On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Developers, builders, and innovators - bring your boldest ideas and let’s turn them into real AI systems on AMD.