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 the future of development isn't on mn macs, but android phones. latency is high and desktop computer access is low in many developing countries. 4sb (for small business) allows anyone to spin up a mobile-friendly gcloud cli optionally-persistant instance for free. Giving people the power to do whatever they please from wherever they please.
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 corporation. 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