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Everything AION read, in seven sections. Pick one, a topic or a time window.
A/B Blind Taste Test - Krea2-Turbo vs. Qwen-Image 2.1 Turbo
Since Qwen 2.1 Turbo dropped suddenly right after my last taste test, figured might as well do one for it as well.
VideoHill-Climbing Skills: Improve Agents Without Changing the Model — Shubhankar Srivastava, Browserbase
Shubhankar Srivastava uses that uneven progress to show how browser agents can learn a task without changing model weights.
I tested different Qwen 3.8 27B quants
There is a lot of discussion which quant to use.
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I Made Terrible Games With Google’s AI Playground
A long day’s haul in the video game slop mines.
[P] Pecision models that score every allowed label from the logits: Jebadiah v2.1 (27B, 9B), open weights and self-run benchmark results [P]
I've been building open models that treat a decision as a closed-set scoring problem rather than text generation.
VideoSame Model, Different Speed: Why Your Inference Provider Matters — FriendliAI
Open-weight models are good enough now.
VideoFrom Zero to Leaderboard: Agent Evaluation — Wolfram Ravenwolf, Weights & Biases
An agent repairs a broken git repository and earns a perfect score, but the run stays out of the default leaderboard because it tested only one task.
VideoLet Your Agent Cook: Using Skills to Evaluate and Improve Your App — Ankur Duggal, Arize AI
A financial agent invents answers, repeats tool calls and produces summaries that its own evaluations flag as wrong.
Qwen 3.8 27B Q5 vs Qwen 3.8 Next Q3_S for document analysis
So far I've been using Qwen 3.8 27B Q5 with a 150K context window, but I'm wondering whether I should switch to Qwen 3.8 Next Q3S, since it has much more knowledge and could extract data much better than the 27B.
NeurIPS 2026 Paris complimentary registration already full. Did any Top Reviewers get a spot? [D]
Did any reviewers actually manage to secure a spot in Paris, or were all the available places already taken during the earlier registration rounds for SACs and ACs?
4090 VS 5090 MINIMAX H3 SPEED
To those who used to have a 4090, what percentage of speed improvement have you noticed after upgrading to a 5090?
Do I need to do anything now to use an ARR August review for NAACL 2027? [D]
If we want to commit to NAACL 2027 instead of EACL, do we need to do anything with the August ARR submission now, or can we simply wait and commit it when the NAACL commitment site opens?