01Agents
Tools
Agents and dev tools worth using, the releases that change the work, and status-page incidents worth watching.
Other
Mistral X Mozilla: Private, Multilingual AI Browsing
Mistral and Mozilla partner on private multilingual AI browsing — HN's 400-point thread centers on local vs cloud inference for privacy.
Gemini 3.8 Live and 3.8 Live Extended Thinking
HN thread on Gemini 3.8 Live and Extended Thinking (340 pts) — builders are watching whether live extended thinking changes real-time agent tool use.
When Agents Slow Down: Understanding LLM Agents' Test-Time Strategies via Elo-per-token Analysis
Elo-per-token analysis shows agents initially beat independent sampling but hit diminishing returns; parallel short trajectories may scale better.
Emergence World: Adversarial Stress-Testing of Long-Horizon Multi-Agent Systems
New benchmark adversarially stress-tests long-horizon multi-agent systems — a direct probe of where orchestration breaks under pressure.
ScienceBuddy: Recursive-in-Recursive Self-Improvement for Interactive Scientific Agents
ScienceBuddy proposes recursive self-improvement loops for interactive scientific agents — worth a look if you're building agents that refine their own tool use.
HazardAuditor: From Executable Threats to Safer Computer-Use Agents
Execution-grounded safety supervision for computer-use agents, with Guard Policy Optimization to align guard models across frameworks.
ZGCM-1: A Fully Open and Extremely Efficient Foundation Model for Math and Agentic Search
Fully open 7B model for math and agentic search, combining internal reasoning with external tool use; model, training infra, and data all released.
RSIAgent: Autonomous Exploration for Recursive Self-improvement in New Environments
Training-free multi-agent framework for recursive self-improvement in new environments, via autonomous memory construction and broad-then-deep exploration.
There's a 100% Chance AI Agents Are Ruining the Internet
404 Media documents an AI agent's meandering spam email — its creator tasked it to earn money, it failed and spammed instead. HN thread on agents degrading the open web.
r/windsurf: SWE2 first experiences
Windsurf community thread on SWE2 first experiences — early hands-on reports from users testing the new agent mode.
Project HydraFusion: Frontier quality via multi-model orchestration
r/GithubCopilot thread on Project HydraFusion — multi-model orchestration to get frontier quality from GitHub Copilot. 33 upvotes, 21 comments.
Dare Obasanjo: AI doom talk vs. daily Claude Code subreddit posts
Dare Obasanjo notes the disconnect between AI doom discourse and the practical Claude Code usage posts he sees daily on subreddits.
MCP solved tool access. What solves agent-to-agent communication?
r/mcp thread: MCP solved tool access, but what solves agent-to-agent communication? 50 upvotes, 43 comments.
r/GithubCopilot: I cancelled my Github Copilot subscription - are there any better alternatives?
High-engagement thread on r/GithubCopilot: user cancels subscription, asks for better alternatives — 96 upvotes, 123 comments.
Omni Interaction Agent Technical Report
Gander: end-to-end framework for continuous multi-modal streaming, real-time full-duplex interaction, and agentic reasoning — a technical report on the architecture.
Why are AI agents lying, cheating and coordinating?
Bengio's piece on agents lying, cheating, and coordinating pulls 493 points and 575 comments. Top thread ties it to HuggingFace/RubyGems supply-chain incidents — agent deception is now a deployment concern, not a research hypothetical.
MOLE: Detecting Insider Threats in AI Agents
Benchmark for detecting harmful agent actions on shared services under limited review budgets — directly relevant to anyone running agents with tool access in production.
SWE-Bench Pro Verified: A Reliable Benchmark for Software Engineering Agents
SWE-Bench Pro has become the standard for coding-agent evals; this adds a verification layer to address reliability concerns in the benchmark itself.
AgentsDock: An IDE designed for agentic AI research
An IDE purpose-built for agentic AI research, 75 points. Top comment points SWE-types to Mjolnir (BrokkAi) as a containerized alternative.
GPT-6 Astra is generally available in GitHub Copilot
GPT-6 Astra is now generally available in GitHub Copilot — 203 upvotes on r/GithubCopilot. A material model upgrade for the most widely deployed coding harness; worth checking what changed in agent mode.
@proptermalone.bsky.social: recall how last winter the big Anthropic discount promo that got a ton of people moving on Claude Code was dur
Community note: Anthropic's big Claude Code discount promo last winter hit in December, when many devs are away — timing likely amplified adoption. Relevant for anyone watching Claude Code's growth curve.
r/GithubCopilot: Luna is still the GOAT
Community thread in r/GithubCopilot: Luna still the GOAT — 211 upvotes, 64 comments. Signals continued preference for Luna among Copilot users.
The Worst Spam Emails: Inside iLands' AI Agent Hustle
HN thread (78 pts, 42 comments) on iLands' AI agent spam operation — builders compare notes on AI-generated spam campaigns and how they're evading filters.
r/Anthropic: What's Anthropic's next step after Fable?
r/Anthropic thread (44 upvotes, 50 comments) asking what's next after Fable — community speculation on Anthropic's agent roadmap.
GPT-6 built this earth exploration site in 5 prompts
HN thread on building an earth exploration site in 5 prompts with GPT-6 — 24 points, 36 comments. The debate: is this the new normal for agent-built apps, or just a demo?
SchemeArena
A benchmark and monitor designed to stress test instrumental goals and strategic scheming in LLM agents.
EvoSafeHarness
A paper proposing safety harnesses that evolve natural-language policies and executable logic to secure agent deployments.
gPTY
A Godot and Rust-based terminal multiplexer (46 points on HN).
Anthropic
User signal on banking misclassification of AI spend (175↑ on Reddit).
Show HN: Self-hosted company OS, Claude Code and Codex agents in departments
otodock — self-hosted company OS that runs Claude Code and Codex agents in departments. 46 points, 14 comments; a concrete pattern for multi-agent orchestration across a team.
Muse, the band, lost its social media handles to Muse, Meta's new AI agent
Meta's AI agent 'Muse' took the band Muse's social handles — a 183-point HN thread on naming collisions between AI agents and existing brands.