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What if a new AI architecture could train on a laptop with just 4GB of RAM and an old Intel i5 - no GPU, no cloud?
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What if a new AI architecture could train on a laptop with just 4GB of RAM and an old Intel i5 - no GPU, no cloud?

We tested exactly that at Trijna Labs.

We've published a short video showing part of the training process. If you're interested, watch the video and check the YouTube comment link for the unedited raw training footage.

We're looking for honest technical feedback, criticism, and questions from people working on AI systems, model architectures, training infrastructure, or efficient inference.

We're also open to collaborating with researchers, engineers, builders, and anyone interested in helping push the project forward.

youtu.be
u/Different-Turnip3864 — 7 days ago
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We benchmarked our proprietary AI topologies against frontier models on LiveBench, GSM8K, and HumanEval. Results are public. Looking for feedback.

Hey everyone,

We're Trijna Labs — an AI research lab out of India building novel neural architectures from scratch (not fine-tunes, not wrappers)

We just published our baseline benchmark results comparing our proprietary topologies (ARS and OSM) against state-of-the-art closed-weight models on three standard evaluations:

• LiveBench — un-gameable, dynamic general reasoning (prevents memorization)

• GSM8K — multi-step mathematical reasoning (5-shot exact match, greedy decoding)

• HumanEval — code generation (0-shot pass@1)

Key details:

— All evaluations run using EleutherAI's lm_eval harness (v0.4.12)

— Greedy decoding, no sampling tricks

— ARS topology set a new high-water mark on LiveBench

— OSM topology achieved matrix stabilization

We're not claiming we beat GPT-5 or anything sensational. We're showing transparent, reproducible results from architectures we built ground-up. The raw evaluation logs are on our site.

Full results and methodology: https://trijnalabs.tech/news

Would love to hear what you all think. If you're a developer and this kind of work interests you, feel free to DM us — we're always open to collaborators.

More on what we're building: https://trijnalabs.tech

u/Different-Turnip3864 — 14 days ago