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Aug 16, 2026
Spatial Memory Agent: frozen weights, no tools, and it still beats fine-tuning
Third paper in three days concluding the same thing from a different angle: capability lives at the system layer now, not in the weights. Spatial Memory Agent takes a frozen vision…
Aug 16, 2026
PlayWorld makes an agent play the world model, because fixed action scripts can't compare models
There's a measurement bug at the center of world model evaluation and PlayWorld is the first benchmark to take it seriously. If you evaluate a world model by feeding it a fixed act…
Aug 16, 2026
Alaya-EVOKE takes the memory out of the model, and the cost curve goes flat
Interactive world models have a boring, fatal problem: the longer you interact, the more history there is, and if that history lives in the model's working memory then cost grows q…
Aug 16, 2026
A 232x kernel from 1,500 submissions: what loop engineering actually looks like
Sankalp Shubham entered GPU Mode's qr_v2 problem — batched square compact-Householder QR factorization, FP32 CUDA on B200 — and came out with a 232x speedup over baseline. Geomean …
Aug 15, 2026
Google open-sourced HEIR, a compiler for running AI on data it never sees
Google shipped HEIR on August 14, an open-source compiler that turns ordinary programs into ones that run on encrypted data. Homomorphic encryption has been the cryptography world'…
Aug 15, 2026
Intern-S2-Preview: 397B for science, and a 4B memory bolt-on that gains 3.4 points
Shanghai AI Lab put out Intern-S2-Preview, a scientific agentic foundation model with 149 authors on the paper. The backbone is 397 billion parameters with dedicated time-series mo…
Aug 15, 2026
AutoDesign: a meta-optimizer rewrites the agent's harness, 40 minutes and under $3
Meituan's AutoDesign is the second harness-evolution paper in as many days, and it takes a different route to the same conclusion. A meta-harness optimizer steers a code agent to r…
Aug 15, 2026
DarwinX evolves the harness instead of the model, and WebArena goes 43.5 to 93
Salesforce AI Research just published DarwinX, and it takes the idea everyone has been circling and makes it a population. Model weights stay frozen. What evolves is the harness: t…
Aug 14, 2026
A strong model can build a harness that makes a weak model smart
This one is a good idea stated plainly. Can you transfer capability from a big model to a small one without touching a single parameter? Yes, at inference time, by having the stron…
Aug 14, 2026
OpenART: 85% attack success, and the harness is the vulnerability
OpenART is a red teaming framework for agents that starts from a premise most safety evals ignore: agents live in persistent environments, and a state change made in turn three can…
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