Hussnain Dawood@HussnainDawood

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.

ShiftScope is an autonomous dependency intelligence agent that tells you exactly what a package update means for your code — not just that it happened. While tools like Dependabot and Renovate detect version bumps and open PRs, ShiftScope goes further: it scrapes the full human-written context around every release — changelogs, GitHub issues, security blogs, Reddit threads, StackOverflow workarounds — then runs a 5-step AI analysis chain to produce a ranked, code-specific impact brief with line-by-line fix suggestions. It also monitors the pre-CVE window: the 7–14 day gap between public security disclosure and official CVE assignment, during which every standard scanner reports zero vulnerabilities. How it works: A 15-minute cron cycle detects version changes across all major ecosystems (npm, PyPI, Cargo, Go, RubyGems, Maven). For each change, it scrapes 6 source types via Bright Data, stores raw intelligence in Supabase, runs it through Gemini 1.5 Pro, and delivers a severity-ranked brief to Slack, email, webhook, or dashboard — with before/after code diffs and an estimated fix time.

Six Matches. One leaderboard. Build on AMD, earn points and compete for prizes.

🌎 Hybrid Hackathon | 💻 Online Build: October 16–19, 2026 | 📍 On-site: October 19–20, 2026 The official hackathon of AI & Big Data Expo Europe, organized by TechEx Events and lablab.ai. Build AI applications and agents across AI, cybersecurity, cloud, IoT, automation, edge computing, digital transformation, and data infrastructure, then showcase your project live at one of Europe's largest enterprise technology events. 📍 On-site Venue (October 19–20): RAI Amsterdam Europaplein 24, 1078 GZ Amsterdam, Netherlands 📍 If approved for the on-site experience, you'll also have the opportunity to showcase your project live. Travel and accommodation will not be covered.

🌎 Hybrid Hackathon | 💻 Online Build: 12-17 October 2026 | On-site phase: 17-18 October 2026 To participate in the hackathon, simply click Sign up with AMD. If you are not already a member of the AMD AI Developer Program (ADP), you will need to create an account. The AMD Developer Hackathon: ACT III is a hands-on event for developers, founders, engineers and builders who want to push what’s possible with AI on real infrastructure. 📍 If approved for the on-site experience, you'll also have the opportunity to showcase your project live. Travel and accommodation will not be covered.

🌎 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.