sf-labs.co

safety factor labs

sf-labs holdings corp. is a holding company.

operating companies

trustdog.co surveillance and intelligence graph-based reporting of people, images, groups, or phrases based on agentic web-scraping, twitter (x), tiktok, instagram & other social media platforms.
ai social media infrastructure
botornot.bot an aggregator of ai detection services that provides robust, multi-source results. the project was initially capital-intensive, relying on multiple third-party apis. using smart tooling, we created a system that replicates the process without having to fine tune anything or rely on expensive detection apis, cutting our operating costs to near-zero. this demonstrates our core philosophy: solve problems with pragmatic engineering, not by burning capital.
ai education

research & development

finetoo.co automated database creation and operational tooling for engineering firms. the ai industry has a financial incentive to push costly fine-tuning as the solution to all problems. we believe this is often incorrect, a belief supported by rich sutton's essay, "the bitter lesson." generalist models with sufficient scale and compute consistently outperform specialized, data-limited approaches. finetoo will provide engineering firms with a full-scope operational solution, including cad file integration, for a flat fee of $30 a month. project repository.
ai engineering infrastructure
4sb.io a platform for creating simple, mobile-first e-commerce sites. latency is high and desktop computer access is low in many developing countries. 4sb (for small business) allows anyone to create a lightweight, functional online shop (myshop.4sb.io) for free, entirely through a simple chat interface on their mobile device. it is built for poor connections.
ai solana developing nations infrastructure
davinshak tractors a repairable, made-in-canada tractor built around the cummins qsb33 engine. manufacturing is automated via retrofitted bridgeport milling machines in a sea can in an undisclosed location in ontario.
engineering infrastructure
qnav exploring nitrogen-vacancy diamonds for offline gps technology.
engineering
name pending a portable device for the programmers of tomorrow.
education
f2chat.com an end-to-end encrypted no metadata tracking chat app that uses fully homomorphic encryption along with a text-only no-likes and no-followers (no metadata, anti-dopamine) social network.
infrastructure social media
oemg.net an automated sales engineer for oem parts.
infrastructure

consulting

we do consulting projects, reach out to sj@sf-labs.co for info

about

sf-labs holdings corp. is a registered Canadian Incorporation. Shakil Jiwa is the sole director. General Partners include Henry Liang (technology), Dev Sharma (development), and Jeonghyeok (Johnny) Lee (business)

sj@sf-labs.co

open source notes/projects: github.com/bon-cdp

research: google scholar