Let agents design their own interfaces
Agent S4 shows that evolving tool interfaces from experience can beat static, hand-built UI for computer-use agents.
DailyUpdated 2026-11-07 12:20 UTC22 articles
Agents & orchestration
Agent architectures, multi-agent orchestration, planning loops, tool use, harnesses
Tool gateways for agents with 8k+ tools
How a three-tool gateway exposes 8,200 tools to multi-step agents without blowing the context window.
Scaling Tool Use: Recommenders as the Agent Gateway
A tool-recommendation gateway lets agents safely access thousands of tools through three calls while cutting context and cost.
Hybrid Reasoning Agents in practice
How HybridAgents mix latent and text reasoning to cut tokens, cost, and latency while keeping tool use.
Inside OS-Helix’s unified GUI+code action space
How OS-Helix trains a single policy to mix GUI actions and code execution for native desktop agents.
How a Gemini 4 agent team cleared Minecraft end-to-end
Four Gemini 4 Argon agents beat Minecraft by coding their own tooling, coordinating over chat, and staying on plan for 27 hours.
How SEAR Agents Actually Learn on Robots
Inside SEAR’s three agent modes and what they imply for your robotic stack.
Tev-Gym and PPRS: making long-horizon agents trainable
Tev turns long, sparse-reward tasks into dense, verifiable training signals via a latent-world-first design.
Inside RoboRSI’s Top-Down Robot Self-Improvement
How RoboRSI structures skills, feedback, and revision so robots can safely reuse what they learn.
FoldBack’s Editable Policies for Long-Horizon Folding
How a masked generative policy rolls back and repairs failed robot grasps without retraining.
Training web agents that resist evolving prompt attacks
AdvSim2Real co-trains web tasks, attackers, and agents inside a web simulator to harden against adaptive prompt injection.
Programmatic search agents as executable programs
Turning each search step into a small program over a shared candidate workspace.
CLIFT: conformal self-verification for web agents
How CLIFT turns judge feedback into reusable training rewards and test-time trajectory selection for web agents.
Mimir’s two-timescale control for physical agents
How Mimir wraps an LLM in physics, simulators, and slow self-repair for season-long irrigation control.
Meta-reasoning as a control plane for agents
A controller–worker harness that “thinks about the run” lets long-horizon agents spend compute where it matters.
Learning from agent failures with the Agent Error Dataset
How a 50k error–diagnosis corpus turns broken rollouts into a training signal.
EviRover and agentic visual perception
Turning visual perception from a one-shot guess into an interactive, evidence-gathering process.
Inside Cogentic’s multi-agent proof engine
How Cogentic orchestrates prover swarms, adversarial verification, and a persistent ledger to push on open math problems.
Harness learning: adapting the agent, not the weights
A proposer model learns to rewrite an agent’s harness using execution feedback, enabling test-time adaptation without touching the base model.
Growing reusable harnesses for LLM agents
How failure‑guided harness growth turns repeated agent control into shared executable code.
MedRSI: letting medical agents upgrade themselves
How MedRSI turns diagnostic failures into new tools while keeping clinical safety in the loop.
Reading MiMo’s RL run as a systems engineer
What Xiaomi’s MiMo-V2.6 livestream suggests about scaling RL for agentic systems.
Live signals on Agents & orchestration
- @OpenAI: Our security researchers built an autonomous cyber vulnerability discovery, exploitation, and… X · ai radar · 2 days ago · frontier 92%
- PyRUA-DataFarm: LLM Agent as a Cost-Efficient Teleoperator for Real-Ready Robot Data arXiv · 3 days ago · frontier 92%
- SwarmEvolve: Latent Agent Swarms for Evolutionary Discovery and Optimization arXiv · 1 days ago · frontier 89%
- @CloudflareDev: With the recent wave of vulnerability disclosures, it’s a good time to take a closer look at… X · ai radar · 2 days ago · frontier 62%
- The Power of Meta Access in the Software of the Future --- Demonstrated on LLM Chat UIs and Chat AI arXiv · 1 days ago · frontier 83%
- @gregisenberg: running a company nowadays feels kinda dystopian X · ai radar · 3 days ago · frontier 68%
- Transforming Integer Grids to Spatial Intuition: Perception, Not Planning, Governs ARC-AGI-3 arXiv · 2 days ago · frontier 84%
- Launch HN: Rivet (YC W23) – Scale and Orchestrate Agents on S3 Hacker News · 1 days ago · frontier 62%
- HARP: Training-Free Dual-Profile Agentic Communication for LLM-Based Recommendation arXiv · 3 days ago · frontier 74%
- Route First, See Later: Enabling Vision Agents to Reason Scientifically by Separating Routing Policy from… arXiv · 2 days ago · frontier 70%
- SCALE: Real-Time Latent Communication for Cyber-Physical Agents arXiv · 1 days ago · frontier 76%
- @GoogleAIStudio: the computer use tool in the gemini api is now generally available X · ai radar · 2 days ago · frontier 52%
- @midudev: Cloudflare tiene de código abierto su Skill para encontrar vulnerabilidades en tu proyecto. X · dev radar · 2 days ago · frontier 45%