Tool callingDUM-E
A small, nimble delegate for real work.
small robots,big potential.
Indian-built intelligence for work that matters.
Models
- Tool calling
SummarizationE.D.I.T.H.
Context compaction and summarization.
seeunderstandrememberwhat matters.
OrchestrationJ.A.R.V.I.S.
Delegation, orchestration and output verification.
coordinateexecuteverify
DefenseA.I.D.A.
Small, capable uncensored defense model.
small,capable,uncensored.
ReasoningVISION
A reasoning model targeting 7B parameters for deeper thinking.
analyzereasonplansolve
DefenseULTRON
Uncensored local defense model.
localprivateuncensoredyours
Intelligence,
built for the work.
FOSR Tech is an independent engineering lab exploring useful AI, open-source software, and security research.
Research areas
AI & Models
Small, capable models for real-world tasks, optimized for local and edge devices.
Security Research
iOS and platform security research, reverse engineering, and technical write-ups.
Open Source
Developer tools, libraries, and experimental projects for the community.
Model catalog
DUM-E
ModelBetaThe smallest model in the lineup: a fast, lightweight delegate for basic tool calling and task execution.
- Agents
- Tool use
- Automation
E.D.I.T.H.
ModelBetaA summarization model focused on scope management and context compaction without losing emphasis.
- Summarization
- RAG
- Context
J.A.R.V.I.S.
ModelBetaAn orchestration model for delegation, coordinating work, and checking outputs for correctness more often.
- Orchestration
- Planning
- Tools
A.I.D.A.
ModelPlannedSmall, capable uncensored defense model (~7B parameters) designed to work with REA and browser-search tools.
- Defense
- Tool use
- Browser search
VISION
ModelBetaA general-purpose smart reasoning model, targeting a comfortable 7B parameters.
- Reasoning
- Planning
- Multimodal
ULTRON
ModelPlannedA planned uncensored defense model, estimated at around 24B parameters, with Q2, Q3, and Q4 quantized variants intended to fit 16GB MacBooks.
- Safety
- Local
- Defense
More to come
RoadmapAdditional models and tools in development.
- Multimodal
- Speech
- Robotics
Built in the open.
Technical notes, experiments, and research write-ups. From AI models to iOS security research, everything we build is public.