Things Gunners and I have built.

AAG and ASG operate in a fast-changing advisory landscape where advisors must manage client relationships, continuous learning, and a broad partner ecosystem with consistency and care. The brief asks for a solution that goes beyond one-off productivity tools and instead creates an organisation-wide capability that supports advisors securely, at scale, and over time.

• LangGraph multi-agent morning briefing, streamed token-by-token over SSE
• CPD Compliance Engine with embedding-based learning recommendations
• Partner matching triggered by live-conversation embedding similarity
• Telegram bot mirroring the web app — briefings, nudges, approvals

Malaysia's rare earth ambition depends on hydrometallurgical decisions the country doesn't have enough engineers to make at scale. Zync puts GLM-5.1 sovereign AI reasoning at the three critical decision points — yield diagnosis, lixiviant selection, and zone prioritisation — through a 6-agent streaming pipeline over Malaysian REE literature.

• Streaming SciGLM reasoning trace token-by-token
• GraphRAG over Malaysian REE case history (Neo4j)
• Hybrid vector search via fastembed + Qdrant
• Bilingual output — English + Bahasa Malaysia

Semiconductor companies face mounting export-control pressure, supply volatility, and fragmented compliance workflows. Vesper unifies classification, risk monitoring, and supply-chain decisions into one platform — with RAG-grounded ECCN logic, explainable confidence scoring, and a local-first deployment posture that keeps sensitive data off the cloud.

• RAG-grounded ECCN classification with conformal confidence intervals
• Uncertainty routing — low-confidence outcomes escalate to human review
• 2D/3D supply-chain relationship visualisation
• Local LLM inference via Ollama — no cloud exposure required

A multimodal QA navigator that uses Claude Vision instead of hardcoded selectors. Specter watches a flow the way a human tester would — and when it breaks, the Healer drafts the GitHub PR.

• Mathematical F-score friction metric for UX
• AI uncertainty heatmaps + ghost replay GIFs
• P0–P3 severity routing for bug triage
• Auto-PR healer via NVIDIA NIM

An equity-research desk that ingests SEC 10-K/10-Q filings, stages a Bull vs Bear debate to surface a balanced thesis, then broadcasts a daily TTS briefing with PDF report.

• Bull-vs-Bear engine on Claude Sonnet
• Daily TTS broadcast via ElevenLabs
• Live market data via TradingView
• Filings auto-extracted with Apify

A real-time security dashboard for campus teams, paired with a student-facing Flutter app. AI face verification gates walking-partnership requests before a match goes through.

• WebSocket-based real-time incident feed
• TensorFlow.js / face-api.js verification
• Flutter companion app for students
• AI-Powered Real-Time Backend