Backprop Finance retweeted
Every company shipping AI agents asks one question: how can I stop my agent from going rogue?
To answer it, HaloGuard Output Guard now sets a new state of the art (SOTA):
83.63 average F1, ahead of the previous best at 82.5. All measured on public benchmarks.
And we did it with a 0.8B model, a quarter of the size of the previous best. Small enough to run efficiently. Cheap enough to make checking every response practical.
This was the focus of Phase 3 on Trishool:
• 7,500+ jailbreaks submitted
• 125+ unique miners
• 15 weeks of challenges
It comes at the right time. We’re taking our product to enterprises now, and this makes our security stack stronger.
We’ll share the models on Hugging Face, the arXiv paper and a full explainer soon. There’s much more to come, and we’re looking forward to an exciting week ahead.
SOTA AI security, on Bittensor. Ψ
Step 4: make your first trade. Start small. Your first trade is for learning how it works.
→ backprop.finance/start?utm_s…
How the market works: every trade in RedTeam's token moves money toward or away from that work.
Backprop shows you who's doing the moving.
See who's buying, who's selling and who holds SN61 → backprop.finance/terminal?bu…
Where it went:
In: SN39 +2.2k τ · SN51 @lium_io +1.9k τ · SN120 @affine_io +1.3k τ
Out: SN4 −2.4k τ · SN61 −632 τ · SN9 −630 τ
#smartTAO rotated out of SN85 and into SN53 @engyai.
Biggest single trade: 5DJ…1G bought 1.4k τ of SN51.
See the market. Not the network. → backprop.finance/screener?ut…









