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Everything AION read, in seven sections. Pick one, a topic or a time window.
VideoParameter Golf with AutoResearch — Vayum Arora, Zhengyao Jiang, Dixing Xu & Dhruv Srikanth, Weco AI
Zhengyao Jiang introduces autoresearch as repeated proposals and evaluations, and Dixing Xu explains the team's Aiden system and its contributions to OpenAI's Parameter Golf challenge.
What's up with google scholar citations ? [D]
These papers have been there for months, but Google Scholar still has not updated its citations, and it has occurred before, but I ignored it and thought it was a one-time error.
Why AI agents might not be right for you
The post Why AI agents might not be right for you appeared first on SiliconANGLE.
"Strata" for GLM5.3 Flash is here for some! Project Maya
I stumbled across this as I was currently having glm5.3 flash run only around 10tok/s basically unusable.

AI agent teams waste massive tokens for barely measurable quality gains, research finds
Teams of AI agents barely outperform solo agents but cost up to 5.1x more, according to Vals AI.

I built a free anime character & prompt library for AI art creator
I'm an AI art creator, and for a while now I've been wanting a better way to organize character prompts, find inspiration, and experiment with different scenes without having to dig through a bunch of different sources.

Learning to use local AI is exciting, overwhelming, and frustrating
Baby’s first local AI agent. | Photo: Antonio G.
🔮 AI & Math 2.0, Pakistan’s solar hedge & who controls computing++
“I’ve worked in the tech industry for the last 10 years, and Exponential View has guided me and helped me think much larger than I otherwise would have.” — Nicky B., a paying member
Python 3.15.0 added to actions/python-versions
Now that this has landed, you can add "3.15" to a GitHub Actions testing matrix to run tests against the new Python 3.15.0 release.
VideoBuild with Perception Agents — Emile Baizel & Shruti Arora, Amazon AGI Lab
A coding agent says it added a duck icon to a podcast page; a browser verification pass checks whether the change actually appeared.
VideoThe Autonomous Computer: Infrastructure for Computer Use Agents — Ang Li, Simular
Ang Li uses that demonstration to explain Simular's approach to autonomous computers: combine adaptable vision agents with reusable automation code, then check the environment as each step runs.
VideoSonarQube + OpenAI: Agentic Development — Killian Carlsen-Phelan, Sonar
Killian Carlsen-Phelan runs it through SonarQube, brings the findings into Codex and asks the agent to fix the vulnerable query.
VideoAgent Speedrun — Elizabeth Fuentes Leone & Sandhya Subramani, AWS
A customer service agent looks up an account, checks an order, and handles a refund.
VideoTaming the AI Hardware Cambrian Explosion — Abdul Dakkak, Modular
Abdul Dakkak, chief scientist at Modular, explains why today's AI software stack is a mess, with vLLM, SGLang, TensorRT-LLM and llama.cpp each patching around different hardware, and how Modular rebuilt the stack from the ground up.
VideoCan Your Agent Hear You Now? Building Live Voice Agents with Gemini — Thor Schaeff
An agent that hears you, sees you, and answers in your language, in real time.
VideoAI Security Engineer Foundations + Certificate — Javier Garza, Snyk
An AI bill of materials turns a repository into a searchable inventory of models, datasets and agents.
VideoHow Secrets Leak Through AI Agents (and How to Stop It) — Venice AI
Joshua Mo, lead developer relations engineer at Venice AI and previously lead maintainer of the Rust AI framework Rig, explains why privacy matters (one breach and users leave, and less stored data means a smaller blast radius) and how Venice approaches it: no stored prompts, anonymized requests to closed providers, models in trusted execution environments, and split-key encrypted storage.
VideoContinuously Improving Agents with Langfuse — Annabell Schäfer & Lotte Verheyden, ClickHouse
Lotte Verheyden and Annabell Schäfer build that monitoring workflow with Langfuse and a sample support agent called Specs.
VideoBuild a Platform and Watch It Burn — Michael Forrester, Accenture & Whitney Lee, Datadog
A burrito ordering assistant deploys an external container image and exposes a secret recipe from its Kubernetes environment.
VideoAI Security Engineer Foundations + Certificate — Micah Silverman, Snyk
Micah Silverman uses that capture the flag exercise to connect AI risks with familiar application security controls.

AI agents overstate their results and remain far from autonomous research, study finds
Epoch AI and Anthropic independently found the same thing: current AI models like GPT-5.6 Sol and Claude Fable 5 can run experiments but lack scientific self-criticism and genuine creative thinking.
VideoBurn Your Flags: Interactive CLIs for Agents — Mark Lummus & Navinkumar Patil, PayPal
An agent can miss an interactive terminal prompt without producing an error.
VideoHow to Build Quality Gates into Agentic Coding Workflows — Nnenna Ndukwe, Qodo AI
Nnenna Ndukwe uses SignalPay, a deliberately narrow FastAPI payments application, to turn that sequence into quality gates for an AI coding agent.
[META] What's with the RP bot accounts?
You know, the bot accounts that are always like a month old with like <=25 comment karma that always say something along the lines of "this really messes with my rp"?
Reverse Engineering w/ Local?
Can a local model like Qwen 3.8 27B reverse engineer games and programs?
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.
Is a second MSc worth it? [D]
I’m an AI research engineer based in Africa with about 3 YoEs in RL, LLMs, post-training, and systems efficiency (CUDA/vLLM).
OpenMed 3.0 is out: Apache-2.0 clinical AI that runs fully local and never falls back to the cloud. 422 open issues if you want in on 3.1
Quick recap: it's an open-source (Apache-2.0) medical AI toolkit with one rule we never break: patient data stays on your machine.
VideoThe SDLC You Build Yourself — Andy Wong, Andrei Bocan & Shane Wolf, Atlassian
An engineering standard becomes a reusable code review rule, applied across selected repositories instead of enforced by hand on every pull request.

Cheaper AI tokens are driving more demand, and that's Jensen Huang's best-case scenario
Data from a16z shows a Jevons paradox in the AI market: token prices keep falling, but H100 GPU rental prices hold steady or climb.
VideoThe Data Context Layer for Agents — Yoni Michael & Brandon Callender, Typedef
Two Rust types are both called PostingList, but changing them breaks different code.
Agentic workloads break assumptions about software testing. Here’s how to cope
Most traditional enterprise systems were built around three assumptions: Jobs finish quickly, retrying one is free and the same input always produces the same output.

ArXiv caps submissions at two per month as AI paper flood overwhelms the preprint server
Starting October 2026, arXiv will cap submissions at two per person per month.
What ai is best to operate a system from screen video [p]
I have working programmatic control over a system, I can send inputs reliably and capture the screen as visual feedback.