Research Focus
Standard language models are trained on the broad internet, resulting in a sterile, neutralized output. Our research diverges by targeting a specific, highly technical demographic: the builders, hackers, and architects.
By extracting and refining the raw discourse of specific developer communities, we map their collective epistemic character. We fine-tune base substrates to not only write code, but to solve problems with the distinct logic, grit, and intuition of the engineers who trained it.
| Data Source | Anonymized Discord engineering discourse |
| Pipeline | DiscordChatExporter → Automated heuristic filtering |
| Base Substrate | artifish/llama3.2-uncensored |
Projects
Deployments of our synthesized developer intelligence and related assets.