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AGENT INFRA Relationship infrastructure for AI agents: agent identity, intent graphs and connector patterns, so agents remember who they work with and why. BUILT — Production prototypes plus reusable connector patterns. |
AUTONOMOUS GTM Paste a URL and agents run the full GTM workflow: ICP, landing pages, cold email, prospect lists. A 5-email sequence in 13.8 seconds. Founder approves, system executes. RESULT — Built in 21 days. 97.8% agent run success. Patched its own production bug and shipped the fix, unattended. |
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🏆 HACKATHON WINNER Rapid revenue prototype built under event constraints at the SF Hermes Hackathon, Jul 2026. RESULT — Winner: most revenue generated in cohort. |
AGENT FACTORY Agentic software factory: fixed-scope 21-day sprints from defined problem to live production system. Proof case: Blackline, a government accountability engine that logged 274,659 signals and mapped $164.6B in dollar exposure in its first two weeks. BUILT — The system that builds the systems. |
ENGINEERING |
Computer Science degree. 20+ years across Python, JavaScript, C#, SQL, REST and FastAPI, ETL and BI. Personally shipped and managed 200+ production systems: multi-tier, cloud-native, event-driven, API-first. |
AI SYSTEMS |
Hands-on daily with Cursor, Hermes, Amazon Bedrock and open-source models. Built copilots, multi-agent orchestration, evaluation systems and tool-calling stacks. Research focus: intent graphs, verification architectures, context compression. |
CLOUD & VC |
Former Venture Capital Manager at AWS. Worked with hundreds of startups, VC firms and CTOs from Seed through IPO on architecture, migration, security and scaling. |
ENTERPRISE |
Direct work with Australia's largest organisations: board and C-suite stakeholder management, procurement, security review, solution architecture and AI strategy. |
PRODUCT & GTM |
Founder-led sales, enterprise negotiation and value engineering. Operated as CEO, CPO and founder: translates deep tech into commercial outcomes, not features. |
frontend Next.js · React · TypeScript · Tailwind
backend Node.js · Python · Postgres · MongoDB · ClickHouse · Temporal
ai Cursor · Hermes · Bedrock · open-source LLMs · vector DBs
agents multi-agent orchestration · tool-calling · eval harnesses
infra AWS · Vercel · Cloudflare · GitHub Actions
workflow atomic commits · focused PRs · verification-first CI
Data first, opinion second. I build the dataset, then write what it says.
GITHUB SCANNER |
The Loudest People in Australian AI Aren't Building Anything Built a pipeline to scan GitHub for Australians actually shipping AI code, then compared it against who talks about AI. The overlap is small. |
20 YEARS OF M&A |
ANZ Startup Acquisitions: Who Buys, and What They Pay Twenty years of Australian and New Zealand tech M&A, analysed for Post Exit Founders AU: acquirer patterns, price bands and what actually gets bought. |
600M ATO ROWS |
I Spent Six Months Modelling Leaving Australia. The Math Was Brutal. Six months of modelling on 600 million ATO data points, productised as ExitProof.com.au. First 100 respondents: average $4.8M better off over 10 years offshore. Discussion on LinkedIn. |
1,691 COMPANIES |
The Venture Efficiency Report 2025 Screened every US venture-backed company that raised $20M+ in 2025 for revenue per dollar raised. Median efficiency: $0.11 per $1. The distribution is uglier than anyone admits. |
28 OUTLIERS |
The 28 Quiet Winners The follow-up screen: above $0.50 revenue per $1 raised, $10M+ revenue, under 150 people. 39% are consumer brands, not SaaS. Grüns: 8.57× efficiency. The LinkedIn post drew 793 reactions and 984 comments. |
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01 Agents earn autonomy through test harnesses, eval loops and human review on risky changes. Speed without auditability is chaos. |
02 Model what humans mean, not just what they type. Intent graphs turn ambiguity into executable, reviewable work. |
03 Every system ships against a commercial outcome. Built to be sold, adopted and renewed, not just demoed. |
BUILD WITH ME → LinkedIn · Substack ·
📍 Sydney / San Francisco
Build cross-platform desktop apps with JavaScript, HTML, and CSS