Every story tagged with this topic, ordered by date.
MobileGym enables parallel RL training for mobile GUI agents via deterministic JSON-based state representation, supporting hundreds of concurrent instances.
Paper argues agentic AI bottleneck shifts from model to system scaling; proposes 'scaling the harness'—designing auditable, modular architectures around foundation models.
Claw-Anything benchmark evaluates LLM agents as always-on assistants with access to long-horizon histories and interdependent backend services.
VeriTrace proposes explicit feedback mechanisms for research agents to evolve mental models and prevent error propagation in uncertain information.
Auto Benchmark Audit uses agentic framework to systematically audit AI benchmarks for hidden dependencies, specification gaps, and grading flaws.
Retrying vs resampling in AI control: retrying leaks exploitable monitor rationale; resampling preserves safety without information leakage.
Peak-then-collapse failure in GRPO tool-use training on knowledge graphs: four recurring failure modes shift rather than resolve.
CausaLab environment benchmarks LLM agents on interactive causal discovery with validation of both solutions and underlying causal mechanisms.
SafeCtrl-RL: inference-time adaptive safety control for LLM dialogue via RL-driven prompt optimization without retraining.
ProAct: proactive agent architecture using idle-time compute to predict and prepare for future user requests via dialogue history analysis.
PolyGnosis 2.0 multi-agent system detects predictive trading signals via Polymarket-GDELT narrative mismatches and harness engineering.
User reports Qwen3.6 35B outperforms Gemma4, GLM 4.7 Flash, others for local agentic tasks; seeks comparable MoE alternatives.
Engineer shares 6-month experience building agent memory systems using markdown filesystem with warm/archive layers; identifies conflicting facts as core challenge.
llama.cpp PR addresses checkpoint creation inefficiency when context optimization tools modify conversation history in agentic workflows.
datasette-agent 0.1a4 integrates agentic chat interface into Datasette's Jump to menu.
Practitioner observes that phrasing dependency relationships improves agent instruction compliance from 75% to 90%+ across email/Slack/Sheets automation.
Google DeepMind agent solved 9 of 353 open Erdős problems autonomously, costing ~$100-300 per problem.
Reddit user asks about configuring Claude for autonomous LinkedIn outreach using MCP servers and Anthropic SDK.
Anthropic releases 31 small-business skills with 382k day-one downloads; pre-built workflow packs replace manual Zapier/Notion/CRM stitching.
Latent Space reports industry shift: model labs rebranding/pivoting toward agent-focused development as core capability.
SkillOpt applies gradient-based optimization to agent skill text as frozen external state, enabling systematic skill improvement under feedback.
Comprehensive study of model-generated agent skills lifecycle: extraction, consumption, adaptation across experience generation and domain-level reuse.
CHRONOS three-layer architecture handles temporal decay, dynamic Shapley pricing, and shared differential-privacy budgets in evolving knowledge-graph marketplaces.
Stratechery weekly roundup covering data center policy tensions, agent economics models, and tangential topics from May 2026.
ToolMerge: LLM-based query decomposition for keyframe retrieval in long-video QA with learned ranking merging.
Dual-Brain architecture combines LLM orchestration with deterministic inference for O-RAN service provisioning and xApp/rApp deployment.
Claude Code achieves 98.8% specification validity and 87.5% implementation certification on CLEVER program verification benchmark via agentic proving.
PhotoFlow Director-Reviewer-Reflector agent framework for 3D virtual photography combines spatial reasoning and aesthetic judgment through closed-loop search.
Multi-agent LLM framework with Creator and validation agents generates physics-constrained constitutive models ensuring compliance with continuum mechanics laws.
MemAudit detects poisoned records in LLM agent persistent memory via causal attribution and structural anomaly detection.
OpenSkillEval automated framework audits open-source skill-augmented LLM agent systems for quality, compatibility, and cost-performance trade-offs.
Co-ReAct integrates step-level rubrics to guide ReAct agent reasoning in multi-step search tasks.
PushBench evaluates quantitative goal persistence in long-horizon LLM agents via work-unit completion.
PathNavigate applies training-free agentic VQA to whole-slide pathology images using surprise-guided navigation and memory caching.
Claude users report MCP servers significantly improve workflow by enabling direct tool access (filesystem, APIs, databases) without context copy-paste.
Community question on hardware budget (~$20k) for offline local coding agent deployments using consumer/pro GPUs.
OpenAI named Leader in Gartner's 2026 Magic Quadrant for Enterprise AI Coding Agents; Codex cited for innovation and scale.
Daytona CEO discusses agent infrastructure platform achieving 74% MoM growth, 850K daily runs, and bare metal sandboxes for RL evaluation.
User reports Qwen 3.6 35B enabling agentic workflows for DevOps, document processing, and code tasks via skill-chaining.
Simon Willison releases Datasette Agent, a conversational AI assistant for querying structured data with chart generation capabilities.
Developer builds MCP-based agent loop using Claude Opus 4.7 to iteratively humanize AI-generated text via detector feedback.
Anthropic's June 15 Agent SDK pricing changes signal shift toward managed agents, pressuring third-party integrations and local deployment strategies.
HarnessAPI unifies LLM tool and HTTP API definitions from single Python source; eliminates duplication across Claude, Cursor agent runtimes.
WorkstreamBench evaluates LLM agents on end-to-end spreadsheet construction in finance workflows, filling gap in agent evaluation.
Claw AI Lab platform enables multi-agent research teams with role customization, monitoring, and reproducibility dashboards.
datasette-agent-charts 0.1a2 adds SQL query inspection UI below chart renders.
Gemini 3.5 Flash achieves top score on APEX-Agents-AA benchmark, exceeding larger model performance on agent tasks.
Reddit discussion claims companies deploy AI at work to extract employee workflows and habits for eventual workforce replacement.
Parag Agarwal (Parallel) discusses content valuation and creator incentives in an agent-driven web economy.
AMD announces Ryzen AI Halo developer platform and Ryzen AI Max PRO 400 series for on-device agent inference; availability details follow previous announcement.