Portfolio
Work That Delivers
AI solutions that produce measurable business outcomes — not just technology demos.
Investment Analysis Engine
Institutional-grade equity research requires synthesizing quantitative fundamentals, qualitative intelligence, and macro context — a process that takes analyst teams days per ticker.
- ✓Deterministic committee scoring (70% weight) ensures reproducible quantitative verdicts
- ✓LLM synthesis (30% weight) adds qualitative research from earnings calls, analyst reports, and competitive dynamics
- ✓Monte Carlo simulation with macro regime classification for probability-weighted returns
- ✓Evidence validation with SHA256 hashes and SEC XBRL cross-checks
Solution
A multi-agent system on Microsoft Agent Framework that generates institutional-grade investment reports combining DCF valuation, scenario modeling, options analysis, and AI-powered qualitative research
Olympus Stack
AI-powered development workflows are fragmented across disconnected tools, and connecting many MCP servers creates unsustainable token overhead — 100+ tools consume ~17K tokens before any work begins.
- ✓Gateway pattern routes to 13 MCPs on-demand, cutting token overhead from 17K to 2K
- ✓Real infrastructure testing (Colosseum) with Docker-based services — no mocks
- ✓Multi-model consensus (Delphi) reduces hallucination through cross-model validation
- ✓Integrated security scanning, code generation, knowledge graphs, and observability
Solution
A modular framework of 13 specialized MCP servers orchestrated through a token-efficient gateway — combining security scanning, multi-model consensus, real integration testing, and AI-powered code generation into one ecosystem
Iceland Economic Signals
Iceland’s macroeconomic data is scattered across 235+ Statistics Iceland datasets with no real-time signal layer. Analysts, traders, and policymakers lacked computed indicators tuned to small open economy dynamics.
- ✓19 professionally-calculated indicators across inflation, labor, trade, housing, and policy
- ✓87.5% validated accuracy on Central Bank rate decision predictions (Oct 2024–Oct 2025)
- ✓MCP integration gives Claude direct access to real-time Iceland economic conditions
- ✓REST API, Streamlit dashboard, and CSV/PDF export for institutional delivery
Solution
A signal-based macroeconomic intelligence platform built on FastAPI + FastMCP, transforming raw Statistics Iceland data into actionable indicators with ML-assisted policy probability scoring
AI Without the Hype
AI coverage is dominated by sensationalism and engagement-driven narratives. Builders and business leaders needed a calm, credible source — one that could operate autonomously at daily publishing cadence.
- ✓Multi-agent editorial board debates coverage and evolves editorial policy
- ✓Daily briefings produced end-to-end without manual intervention
- ✓Hype scoring system (0–10) grades every claim across five dimensions
- ✓Transparent attribution: Produced, Orchestrated, or Written
Solution
A self-governing AI newsroom with autonomous editorial evolution, RSS monitoring, multi-persona essays, and radical transparency about what’s automated
ESG Compliance Automation
Real estate investment firm facing mandatory CRREM/SECR reporting couldn’t consolidate energy data from 200+ properties. Manual reporting took 6 weeks quarterly and still had errors.
- ✓Quarterly reports now take days instead of weeks
- ✓Zero manual data entry errors
- ✓Investor-ready ESG documentation on demand
- ✓Regulatory compliance becomes competitive advantage
Solution
Automated data pipeline with multi-source reconciliation and regulatory output formatting
Research Intelligence
Advisory firm spending 15+ hours per client on market research and competitive analysis, limiting capacity to 3 engagements per month.
- ✓Research that took 15 hours now completes in 60 seconds
- ✓Cross-source validation eliminates analyst bias
- ✓Consistent quality regardless of researcher experience
- ✓Freed senior consultants for high-value client work
Solution
AI-powered research automation with multi-source synthesis and fact verification
Survey Platform
Needed a full-stack survey platform to demonstrate end-to-end product development — from database design and real-time analytics to conditional logic engines and multi-channel distribution.
- ✓Conditional logic engine with skip rules, branching, answer piping, and carry-forward
- ✓Real-time response streaming via Server-Sent Events with live dashboard updates
- ✓AI survey generation from text prompts via OpenRouter integration
- ✓Multi-channel distribution: email invitations, embeddable widgets, public links, QR codes
Solution
Full-stack Next.js 16 SaaS application with Prisma, PostgreSQL, Clerk auth, and integrations across Resend, Slack, and webhooks — 49K LOC across 96 files
Ranking Risk Monitor
E-commerce site lost 40% of traffic overnight due to undetected technical SEO issue. Marketing team had no early warning system and discovered problem only after revenue dropped.
- ✓Proactive alerts before revenue impact
- ✓AI interprets anomalies in business terms
- ✓Marketing team can act without technical support
- ✓Weekly exec summaries automate reporting
Solution
AI-powered anomaly detection with automated business impact assessment
Revenue Intelligence
Hotel group making pricing decisions based on gut feel and lagging indicators. Revenue management was reactive instead of predictive.
- ✓Booking pace analysis predicts demand shifts
- ✓Revenue managers act before problems materialize
- ✓YoY comparisons at multiple timeframes
- ✓Executive dashboards update in real-time
Solution
Predictive analytics platform with momentum scoring and forward booking trends
Carbon Strategy Simulator
Sustainability consultancy needed a way to generate inbound leads and shorten a 6+ month sales cycle. CFOs wouldn’t take a call until they could see the business case for themselves.
- ✓Prospects model their own carbon reduction scenarios before any sales contact
- ✓CFOs see financial ROI in their specific context — no pitch deck required
- ✓Lead qualification happens automatically based on engagement depth
- ✓High-intent prospects arrive pre-sold on the business case
Solution
An interactive lead-generation tool disguised as an ROI simulator — prospects sell themselves on the business case, then book the call
Content Scale Engine
Tourism company producing 4 blog posts/month couldn’t compete with larger competitors dominating search results. Content team was bottleneck to growth.
- ✓Content production no longer blocks marketing goals
- ✓Real-time trending topic integration keeps content relevant
- ✓Non-technical staff can operate independently
- ✓Quality controls prevent off-brand content
Solution
AI content generation with brand voice training and editorial workflow integration
Secure AI Deployment
Professional services firm wanted AI productivity gains but couldn’t use cloud AI due to client confidentiality requirements and regulatory constraints.
- ✓AI benefits without compliance risk
- ✓Sensitive documents never leave premises
- ✓Role-based access controls audit trail
- ✓Client confidentiality fully preserved
Solution
On-premises AI deployment with enterprise security controls and document analysis capabilities
Daolight
Design and ship an iOS app demonstrating habit-loop psychology and daily engagement mechanics — concepts applied to enterprise AI adoption strategies.
- ✓Push notification timing optimized for engagement
- ✓Personalization through preference learning
- ✓Habit loop design (cue → routine → reward)
- ✓Minimalist UX reduces cognitive load
Solution
These engagement principles apply directly to enterprise AI tool adoption — the same psychology drives user adoption of internal AI systems
Strategy + delivery.
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