Independent AI R&D from Malaysia.
JustMyth is an early-stage research and engineering effort building efficient, auditable AI systems from first principles.
Capability is not enough.
Architecture has to hold.
We are interested in systems that remain understandable under pressure: bounded compute, explicit evidence, reproducible experiments and failure modes that can be located instead of hand-waved away.
- 01
- Evidence over demos
- 02
- Simplicity before complexity
- 03
- Mechanism-level evaluation
Building intelligence
beyond brute-force scaling.
JustMyth develops efficient, auditable reasoning systems designed from first principles, with a focus on sparse computation, structured memory, local-first inference and rigorous evaluation.
Use frontier models as instruments, not authority.
Frontier AI systems including Claude support architecture review, implementation, adversarial testing, scientific auditing and structured experimentation. Claims still have to survive evidence, reproducibility and independent evaluation.
Research prototype → validated system.
We are currently developing and evaluating experimental architectures, infrastructure and evaluation systems. We do not publish fabricated traction, benchmarks or deployment claims; public claims should follow reproducible evidence.