GEMS can specialize before frontier-scale pretraining
Historical record: Phase 158 Generation 0 research into starting GEMS from open foundations. This strategy has since been superseded — see the editorial note below.
Read noteFDS // Engineering Journal
Notes
Public field notes on product releases, engineering decisions, model research, findings, and meaningful changes across FDS.
Recent notes
CodeForge v0.2.0: free-first engineering is public
CodeForge now has a verified Windows release and a clearer public identity as an autonomous software-engineering product.
CodeForgeCodeForgeReleaseForgeZero
Introducing FDS Notes
A place for build logs, research notes, and thinking-out-loud from the FDS workshop.
MetaFDS
On GEMS: training and evaluation as connected work
Why the GEMS research direction treats a training run and the evidence it produces as one piece of work, not two.
GEMS / Training GroundsGEMSResearchEvaluation
Evidence over assumptions
Why FDS treats 'it ran' and 'it worked' as two very different claims.
PrinciplesEngineering
ForgerEMS has grown into a technician workbench
The public preview now spans diagnostics, USB intelligence, drive validation, driver guidance, and local-first assistance.
ForgerEMSWindowsDiagnostics