Many examples of all of this are live on the main site .. apps, code, posts. Most are open source. Browse /browse-apps, /analysis, /guides.
Analytics and machine learning models
Large part of what I do .. analysis, dashboards, ad-hoc reports, machine learning models. Data science and decision sciences. As standalone offline projects or as full-stack interactive tools connected to live systems.
Live examples
TREMOR (multi-source macro signals across 8 categories), MFPRO (mutual fund analytics with composition drift), IMDB Dashboard (12M+ titles, 230M-row backend), VIGIL (Indian markets + corporate signals across 7 NSE tables). All listed at /browse-apps.
AI tools and agentic apps
A specialty. Helping figure out where AI fits and in what form .. sometimes a single AI app is enough, sometimes API chaining, sometimes a full agentic setup. Then everything that sits on top of the build .. orchestration, observability, validation, hallucination controls, and the cost-management layer (per-user budgets, model routing) that matters as much as the work itself .. smart models are excellent but expensive. Live AI apps in use by medium-sized teams, mostly for operations.
See it run
The Database AI suite at /database-landing .. multi-step reasoning agents that connect to multi-GB databases, write SQL, run analysis, generate PDF reports. MCP server directory at /mcp-landing is callable from any AI client (Claude, Cursor, custom).
Full-stack apps
Mostly React + Vite frontends, FastAPI backends, Postgres or DuckDB. Platform-agnostic though .. PHP / Apache / MySQL and other stacks too. Pick up whatever the team already runs on.
Live examples
TREMOR, MFPRO, IMDB Dashboard and VIGIL are full-stack apps shipped without login on purpose .. they're free public tools, no friction. DuckIt is the auth example .. guest sessions get 2-day file storage, logged-in users 7 days, owner level keeps files permanently. All on /browse-apps.
Self-hosted infrastructure
Hetzner and OCI VPS, Coolify for deploys, Docker, multi-tenant Neon Postgres.
What's running on it
Every app on /browse-apps and every API on /apis runs on this infra. tremor.tigzig.com, vigil.tigzig.com, mfpro.tigzig.com, briq.tigzig.com .. each its own subdomain, container and deploy.
Production security
Hardening applied across the whole stack .. cloud, frontend, backend, plus continuous monitoring of every request. A 99-item baseline checklist is published at /security as a useful starting point .. it's a sample of what I actually run.
The evidence
All my data APIs run open, no auth, public internet (see /apis) .. they take real-world attack traffic, and the hardening at /security is what came out of that. My ops command center sits in the open too .. logs.tigzig.com, multi-layer defenses. The app itself has delete access to ~200 GB of data and admin to 40+ apps and services. Six months without incident.
Cloudflare edge
Cloudflare Workers in production. Honeypot routes catch scanners; offenders go into a jail and get blocked at the Cloudflare WAF. Plus rate limits, agent-traffic logging, markdown content negotiation and subdomain SEO.
Where you see it
Every page on tigzig.com is fronted by these Workers .. every frontend and backend. The agent-traffic logger feeds an ops dashboard.
AI-agent discoverability (AEO)
tigzig.com is built agent-first. RFC 9727 catalog at /apis, /llms.txt with an intent map, MCP server directory at /mcp-landing, markdown twins of every page. Point an AI agent at the site and it maps the whole platform in one fetch.
The check
Ask any AI agent .. ChatGPT, Claude, Perplexity .. "what is tigzig.com". It will map the site from /llms.txt within seconds .. apps, APIs, MCP servers, recent posts. Including content published this week.
Basic SEO
Basic mechanics to keep pages findable .. sitemap structure, JSON-LD breadcrumbs, structured data, Bing Webmaster + GSC + IndexNow integrations. The plumbing underneath the AEO work above .. not deep SEO consulting.
The check
Tigzig pages show up in Google, Bing and ChatGPT's live web search. Nothing fancy, just the basics keeping pages findable.
Open-source analytical tools
Free tools I've built and shared. TREMOR for global macro signals, VIGIL for Indian markets and company-level info, MFPRO for mutual fund analytics, plus a set of portfolio and technical analysis tools, database converters and text-to-SQL apps. The data behind them is on /apis as zero-auth APIs and MCP servers.