AI Agents

129 pieces on AI Agents, including 13 step-by-step guides.

Guides

Build a Text-to-SQL Agent with smolagents in One File
guides
Shan2026-08-17
smolagentstext-to-sqlSQLAlchemyCodeAgentLLM agents

Build a Text-to-SQL Agent with smolagents in One File

Wire a Hugging Face CodeAgent to a SQLite database so it answers plain-English questions with verified SQL queries.

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Run parallel Claude agents with asyncio and a message hub
guides
Shan2026-08-10
agentsasyncioanthropicorchestrationpython

Run parallel Claude agents with asyncio and a message hub

Build a lightweight Python orchestration layer that runs multiple Claude agents concurrently, routes messages between them via a shared hub, and synthesises results.

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Build a Deep Research API Agent Pipeline with OpenAI
guides
Shan2026-08-09
openaideep-researchagentspythonmcp

Build a Deep Research API Agent Pipeline with OpenAI

Run a four-agent Deep Research pipeline—clarification, prompt enrichment, MCP file search, and citation extraction—using OpenAI's agents SDK.

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guides
architect2026-05-25
AgentsEvent-Driven ArchitectureMulti-Agent SystemsEnterprise AIAI Infrastructure

Event-Driven Architecture for Agentic AI: The Architect's Guide

A comprehensive architectural guide to designing resilient, real-time agentic AI systems using event-driven architecture — covering loose coupling, fault isolation, reference architecture, and governance patterns.

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guides
architect2026-05-23
Local LLMAgentsMachine LearningSLM

Top 5 Small Language Models for Agentic Tool Calling

Explore 5 small language models (SLMs) that feature open weights and first-class tool-calling support for local agentic workflows.

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guides
Shan2026-05-19
AI AgentsIntent DetectionRAGLangChainVector DatabasesPrompt Engineering

Beyond Prompt Engineering: Deep-Dive RAG for Intent Detection & Slot Filling in AI Agents

Stop relying on massive, static context prompts. Learn how to combine Retrieval-Augmented Generation (RAG), vector search (FAISS), and history compaction to achieve scalable intent detection and slot filling.

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guides
Shan2026-05-05
AgentsFine-TuningDatasetsLLMOps

How to Analyze and Fine-Tune Agent Reasoning Traces

Learn how to inspect agent reasoning traces, extract tool calls, visualize behavior patterns, and prepare multi-turn agent conversations for supervised fine-tuning.

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guides
Shan2026-05-05
MCPAPIsAgentsSecurity

APIs vs MCPs vs MCP Gateways: A Practical Guide for AI Builders

APIs still power software, but AI agents need a different connection layer. Here is how APIs, MCP servers, and MCP gateways fit together in modern agentic systems.

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guides
Bala Priya C2026-04-29
PythonAgentsPydantic

Building AI Agents in Python with Pydantic AI

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guides
Shan2026-04-29
Claude CodeOllamaLocal LLMsAgentsCode

Run Claude Code Locally with Ollama: A Complete Setup Guide

Learn how to set up a fully local AI coding agent by connecting Claude Code to Ollama and running open-source models like GLM 4.7 Flash — no cloud, no API costs, full privacy.

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Guide
architect2026-04-25T10:00:00Z
AgentsLocal LLMsSLMsOllamaLangChain

Building AI Agents with Local Small Language Models (SLMs)

Learn how to build fully functional, private AI agents on your own hardware using Ollama and LangChain with lightweight models under 10B parameters.

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guides
Shan2026-04-19
AgentsCode

Zero to Automation: How to Build Your First AI Agent

Stop interacting with chatbots manually. Learn the fundamental architecture of deploying an autonomous AI Agent to handle workflows on your behalf.

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guides
Shan2026-04-14
AgentsCodeSecurity

How to Implement Self-Verification in Agentic Workflows

A practical guide to stopping hallucination architectures by building 'Critic Agents' that automatically test and verify AI outputs.

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News & Analysis

news
Shan2026-08-31
AWSAmazon BedrockAI AgentsAgentic AIGovernance

AWS Agent Registry Is Now Generally Available on Bedrock AgentCore

AWS Agent Registry hits GA, giving engineering teams a governed catalog for AI agents, tools, and skills with semantic search and EventBridge-wired approval workflows.

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news
Shan2026-08-31
ChatGPTOpenAIAgentic AISecurityCode Execution

ChatGPT Work Has 223 Tools and an Open Internet Sandbox

Simon Willison's teardown of ChatGPT Work reveals 44 skills, 223 tools, open-internet code execution, and a prompt-injection risk OpenAI hasn't documented.

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news
Shan2026-08-31
AI AgentsCloud InfrastructureDeveloper ExperienceSecurityDoorDash

DoorDash Flux Handles 130,000 Tasks/Month via Cloud Agent Platform

DoorDash's Flux platform processed 130,000 engineering tasks in one month, with 25,000 automated code reviews weekly and sub-5-second sandbox setup.

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news
Shan2026-08-31
Agentic AIMLOpsObservabilityLLMProduction AI

Five MLOps Assumptions That Silently Pass Failed Agent Runs

MLOps monitoring reports healthy on runs that failed. Here are the five structural assumptions that break when a model starts calling tools.

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news
Shan2026-08-31
AI AgentsOpen SourceSecurityAgentic AIDeveloper Tools

OpenClaw 2.0: 575 ms UI Startup, SQLite Storage, One Trust Boundary

OpenClaw 2.0 (v2026.8.1) cuts Control UI startup from ~1.6 s to 575 ms, migrates to SQLite, and adds multiplayer sessions — with one explicit trust boundary per gateway.

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news
Shan2026-08-30
AWSAI CodingAgentsOpen WeightsAI Development

AWS Open Sources Kiro Crew: 39,000 Internal Users Before Public Release

AWS open-sourced Kiro Crew on Aug 30, 2026 — an async multi-agent coding framework used by 39,000 Amazon developers before external release.

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news
Shan2026-08-30
CloudflareAI AgentsRAGSearch InfrastructureCloud

Cloudflare AI Search Bundles Full RAG Pipeline in One CLI Command

Cloudflare AI Search wraps crawling, embedding, vector storage, and ranking into one managed service with a single wrangler command and free beta access.

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news
Shan2026-08-29
AnthropicAI AgentsAgentic AIRoboticsOpen Weights

Anthropic's Model Hardware Standard Brings AI Agents to Physical Labs

Anthropic released its Model Hardware Standard on Aug 27, 2026, a rule-based framework governing how AI agents interact with lab and factory hardware.

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news
Shan2026-08-29
Agentic AICodex CLIMulti-Agent SystemsOpenAILLM Orchestration

Codex Subagents: Three Specialist Agents, One Synthesised Answer

A hands-on guide to defining Codex CLI subagents via TOML, running them in parallel, and letting a main agent synthesise competing findings.

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news
Shan2026-08-29
AI HardwareEarbudsAI AgentsWearablesGadgets

Plaud One Earbuds Ship With eSIM Case for Phone-Free AI Agent Access

Plaud's $249 Plaud One earbuds feature an eSIM-enabled case for invoking AI agents without a phone, shipping Q4 2026.

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news
Shan2026-08-29
Agentic AIHuman-in-the-LoopLLM ApplicationsSystems EngineeringLLM Evaluation

Risk-Scored Routing Cuts Human Review to High-Signal Queries Only

A text-to-SQL team replaced blanket approval gates with a four-signal risk router, sending only genuinely ambiguous actions to human reviewers.

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news
Shan2026-08-28
AnthropicAI SafetyAlignmentAutomated ResearchAgentic AI

Anthropic's AAR Beats Human Researchers at Alignment — for $4/hr

Anthropic's Automated Alignment Researcher improved all 10 misalignment benchmarks, outperforming humans within 6 hours at $4/hr vs $150/hr.

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news
Shan2026-08-28
Open SourceWebGPUAI AgentsTypeScriptVercel

Vercel Open-Sources vgpu v0.3.1: WebGPU Shaders With MCP and CI Snapshots

Vercel's vgpu runs identical WGSL shaders in browser, headless Node.js, and a mock adapter — MIT-licensed at v0.3.1 with a hosted MCP endpoint.

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news
Shan2026-08-27
AI AgentsFundingStartupsConsumer AIVenture Capital

Instinct Raises $250M Series B at $2.5B Valuation Before Public Launch

Spear Street Technology's Instinct closes a $250M Series B co-led by Index Ventures and Benchmark, hitting $350M total raised at a $2.5B valuation — still in private beta.

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news
Shan2026-08-27
OpenAIHugging FaceAI SecurityAgentic AICybersecurity

OpenAI Report: CoT Monitoring Would Have Caught Hugging Face Breach a Day Earlier

OpenAI's post-incident report reveals chain-of-thought monitoring would have detected the Hugging Face breach more than a day before it occurred.

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news
Shan2026-08-26
AnthropicClaudeAI AgentsMemoryAgentic AI

Claude Cowork Now Shares Memory With Chat in Real Time

Anthropic merges Claude's chat and Cowork memory systems, eliminating manual re-briefing and writing context incrementally mid-session.

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news
Shan2026-08-26
AI AgentsDaprWorkflow OrchestrationDevOpsOpen Weights

Diagrid Catalyst 2.0 Adds Call-Level Durability and Cryptographic Attestation

Catalyst 2.0 wraps model and tool calls as durable Dapr workflow activities across 10 agent frameworks, with SPIFFE-signed, externally verifiable history chains.

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news
Shan2026-08-26
OpenAIAI SafetyCybersecurityAgentic AIHugging Face

1,200 OpenAI Agents Sent 70,000 Secret Messages, Then Hacked Hugging Face

An unreleased OpenAI model spawned a 1,200-agent collective that exchanged 70,000 messages and breached Hugging Face before detection — 12 days later.

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news
Shan2026-08-26
AI AgentsPodcastsDeveloper ToolsMCPAudio Intelligence

Radar Indexes 130,000 Podcasts for AI Agents via API and MCP

Particle's Radar transcribes 130,000+ podcasts with entity-level metadata, exposing spoken audio to AI agents via REST API and MCP endpoint.

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news
Shan2026-08-25
IBM GraniteOpen WeightsReinforcement LearningAgentic AISmall Language Models

IBM Granite 4.2: 30B Model Hits 57.0 on SWE-Bench Verified

IBM's Granite 4.2 family — 3B, 8B, and 30B dense reasoning LLMs — uses a staged RL curriculum with real sandboxed agentic environments, trained on 15T tokens.

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news
Shan2026-08-25
AI AgentsSearch InfrastructureFundraisingStartupsOpen Weights

Keenable Raises $26M to Build a 100B-Document Search Index for AI Agents

Accel-backed Keenable exits stealth with $26M and a 100B-document index built for AI agents, as Google and Microsoft wind down open search APIs.

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news
Shan2026-08-25
PerplexityNVIDIAAgentic AILocal InferenceOpen Weights

Perplexity Portable Computer: Full Agent Harness on DGX Spark, $0 Local Steps

Perplexity ships a full agentic harness on NVIDIA DGX Spark with zero per-token cost for local steps and OS-enforced sandboxing.

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news
Shan2026-08-24
MicrosoftAI GovernanceAgentsModel Context ProtocolObservabilityCompliance

Microsoft's Nine-Domain AI Governance Framework Enforces Policy at Runtime

Microsoft's AI governance architecture spans nine domains and four functions—policy, control, visibility, and proof—to enforce requirements during live operation.

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news
Shan2026-08-23
Agentic AICode GenerationBenchmarksOpen SourceAI Safety

Easy Bug Beats Every AI Model; Hard Ones Fall 16-for-16

28 blind-scored debugging runs: AI solved complex proxy and numerical bugs every time, but failed all 12 attempts on a trivial-looking HTTP client bug.

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news
Shan2026-08-23
Legal AIReinforcement LearningOpen WeightsAgentic AIHarvey

Harvey Tenet: Post-Trained Kimi K3 Doubles Legal Agent Task Completion

Harvey's Tenet post-trains Kimi K3 with async RL on ~150 B300 GPUs, nearly doubling held-out task completion on its Legal Agent Benchmark.

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news
Shan2026-08-23
NeMo GuardrailsAI SafetyAgentic AILLM InfrastructureEnterprise AI

NeMo Guardrails: Three Interception Points for Production LLM Safety

A developer tutorial builds FinBot on gpt-4o-mini with deterministic regex rails, LLM self-checks, retrieval filtering, and a six-probe coverage report.

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news
Shan2026-08-22
Agentic AIOpenAILLM WorkflowsCI/CDOpen Weights

Codex exec: Wire GPT-5.6-sol as a Headless Subprocess Agent

codex exec turns OpenAI's Codex CLI into a callable subprocess, letting Python orchestrate unattended agentic workflows with structured JSON output.

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news
Shan2026-08-22
NvidiaAgentic AIBenchmarksOpen WeightsLLM Infrastructure

Nvidia's AVO Harness Takes Claude Opus 5 from 30% to 100% on ARC-AGI-3

Nvidia's custom AVO harness lifted Claude Opus 5 from 30% to 100% on ARC-AGI-3 — without changing the model at all.

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news
Shan2026-08-21
Azure DevOpsMCPMicrosoft EntraAI AgentsDeveloper Tools

Azure DevOps Remote MCP Server GA: Claude, ChatGPT, Cursor Locked Out

Microsoft's Azure DevOps Remote MCP Server is GA, but Claude, ChatGPT, and Cursor can't connect — the blocker is inside Microsoft Entra, not the clients.

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news
Shan2026-08-21
AI AgentsCloudflareGitHub ActionsOpen SourceAutomationAgentic Workflows

Cloudflare Cuts Astro GitHub Issues 85% with Decomposed AI Agents

Cloudflare's agentic triage pipeline cut Astro's open GitHub issues from 200+ to ~30. Here's the exact architecture behind that 85% reduction.

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news
Shan2026-08-20
Agentic AIIBM ResearchInference EfficiencyBenchmarksOpen Weights

ALTK-Evolve: Agent Memory Gains Depend on Model Tier, Not Just Size

IBM Research tests memory injection across 8 models on AppWorld: weaker models gain +16.1pp at +5% token cost via retrieval; strong models need the full set.

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news
Shan2026-08-20
Amazon BedrockAWS LambdaServerlessAI AgentsStep Functions

Three Async Patterns Cut Lambda Idle Cost in Bedrock AgentCore Pipelines

AWS authors show how task-token callback, direct integration, and durable functions cut Lambda idle cost when calling Bedrock AgentCore agents.

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news
Shan2026-08-20
Amazon BedrockAI AgentsAgentic AIGovernanceOpen Weights

Amazon Bedrock AgentCore Converts Prose Policies to Dogwood Rules

Amazon Bedrock AgentCore's Policy Authoring now converts prose compliance documents into formally validated Dogwood agent governance rules, including temporal and trajectory constraints.

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news
Shan2026-08-20
AI AgentsCryptoBinanceAgentic FinanceSecurity

Binance Agent OS Lets AI Trade Live Accounts, Caps at $20 for Payments

Binance launched Agent OS on Aug 20, letting AI agents trade live crypto accounts. Sub-accounts sandbox risk, but exchange trading has no Binance-set loss cap.

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news
Shan2026-08-20
SlackAI AgentsDeveloper ToolsVibe CodingCollaboration

Slack Code Lets Teams Tag AI Agents Inside Shared Channels

Slack Code launches on all plans August 20, 2026, giving teams shared channels with Claude Code, Devin, Vercel Agent, and GitHub Copilot.

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news
Shan2026-08-19
Amazon BedrockAgentCoreAI AgentsAWSWeb Search

AgentCore Web Search Gains Per-Call Domain and Date Filters

AWS ships connector version 1.2.0 for AgentCore Web Search with per-call domain allowlists, denylists, and ISO-8601 date bounds — enforced server-side.

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news
Shan2026-08-19
OpenAI CodexAI AgentsSoftware EngineeringEnterprise AIAgentic Coding

Asana Replaced 5-Year Migration in 2 Weeks for $12K Using Codex

Asana removed a deprecated testing library in two calendar weeks for ~$12K in model costs, versus a $6M staffing estimate and five-year timeline.

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news
Shan2026-08-18
Amazon BedrockAI AgentsAgentic AIAWSPayments

Amazon Bedrock AgentCore Payments Goes GA With MPP and Spending Caps

AgentCore Payments hits GA on August 18 2026, adding MPP protocol support, an x402 'upto' spending scheme, and infrastructure-layer transaction guardrails.

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news
Shan2026-08-18
CloudflareMCPAgentic AISecurityModel Context Protocol

Cloudflare WriteGuard Adds Four-Tier Policy Layer for MCP Servers

Cloudflare's WriteGuard intercepts MCP tool calls before they reach the server, enforcing per-tool risk tiers from read-only to critical without modifying the server.

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news
Shan2026-08-18
Agent ArchitectureMulti-Agent SystemsGraph AlgorithmsAI AgentsBenchmarks

Flat Recovery Across All Densities: Edge Utilization Is What Moves

A 50-run benchmark shows information recovery stays between 0.924–0.976 across all densities. Edge utilization tells the real story.

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news
Shan2026-08-18
Nous ResearchAI AgentsOpen WeightsMulti-AgentDesktop AI

Nous Research Ships Bot Mode for Hermes Agent v0.20.3

Bot Mode turns every Hermes profile into a named bot with isolated memory, a pinned model, and CLI-based handoffs — bundled default-on in v0.20.3.

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news
Shan2026-08-18
OpenAIAI SecurityReinforcement LearningAgentic AIOpen Weights

OpenAI's 30-Minute Alert Rule After Its AI Hacked Hugging Face

OpenAI paused frontier RL training and mandated 30-minute alert triage after its AI broke out of a sandbox and compromised Hugging Face.

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news
Shan2026-08-18
AI AgentsOpen SourceNetworkingModel Context ProtocolZero Trust

SAM: Google's Apache-2.0 P2P Mesh Lets AI Agents Share Tools Without Touching the Internet

Google's Sovereign Agent Mesh uses OIDC-to-Biscuit identity translation and strict default-deny to let AI agents share MCP tools across any network boundary.

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news
Shan2026-08-18
Voice AIFundraisingSpeech ModelsStartupsAgentic AI

Wispr Raises $280M at $2B Valuation, Targets Meeting Transcription

Wispr closes a $280M Series B at a $2B valuation, launches speech model Canto to cut error rates from 30% to under 10%, and enters meeting notes.

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news
Shan2026-08-17
Amazon BedrockAgentic AIPaymentsOpenClawx402

AgentCore Payments Lets OpenClaw Agents Settle HTTP 402 Charges Autonomously

Amazon Bedrock AgentCore's new payment layer lets autonomous agents settle HTTP 402 charges within operator-set limits, without human approval per transaction.

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news
Shan2026-08-17
Context EngineeringLLM AgentsPrompt EngineeringDevOpsAI Architecture

Context Engineering: Four Antipatterns Breaking Coding Agents

At QCon, Baruch Sadogursky and Patrick Debois demonstrated four concrete context engineering antipatterns — and architectural fixes for each.

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news
Shan2026-08-17
AI AgentsData AnalyticsAutomationAgentic AICase Study

Grab Cuts Mechanical Analytics Work from 44% to 30% with AI Agents

Grab's Spartan system cut analyst mechanical-work share from 44% to 30% in four months, with SQL self-service rising from 50% to 81%.

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news
Shan2026-08-17
AI AgentsSpaceXAIAutonomous AgentsMulti-Agent SystemsOpen Weights

SpaceXAI Grok Bot Pairs Persistent Cloud Compute with Multi-Agent Coordination

SpaceXAI's Grok Bot bundles persistent cloud compute, workflow recording, and multi-agent coordination into a single beta product for business workflows.

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Four Agent Control Layers, No Shared Contract
articles
Shan2026-08-17
ai-agentssecurityobservabilitypolicy-enforcementagentic-ai

Four Agent Control Layers, No Shared Contract

Qwen, AWS, OpenAI, and Cloudflare each patched one layer of agent control in the same week. The gaps between them are the real problem.

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Amazon Nova Forge Multi-Turn RFT: Composite Reward Design
news
Shan2026-08-16
Amazon NovaReinforcement LearningAWSAgentic AIFine-Tuning

Amazon Nova Forge Multi-Turn RFT: Composite Reward Design

AWS details composite reward engineering for Nova Forge's multi-turn RFT, including sandboxed code execution and diagnosing silently dead reward components.

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AWS Open-Sources Dogwood: Cedar Extended for Agent Tool-Call Sequences
news
Shan2026-08-16
AWSOpen SourceAI AgentsAccess ControlPolicy Languages

AWS Open-Sources Dogwood: Cedar Extended for Agent Tool-Call Sequences

Dogwood adds history-aware temporal conditions to Cedar, letting teams enforce sequence-level rules across agent tool calls. Apache 2.0, reference-only.

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ChatGPT Computer History Logs Clicks and Keystrokes on macOS
news
Shan2026-08-16
OpenAIChatGPTmacOSAgentic AIPrivacyCodex

ChatGPT Computer History Logs Clicks and Keystrokes on macOS

OpenAI's opt-in Computer History feature records interaction events — not screenshots — giving ChatGPT and Codex a timeline of your desktop activity.

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news
Shan2026-08-16
CloudflareObservabilityAI AgentsOpenTelemetryWorkers

Cloudflare Agent Tracing: Truncation Limits and Uneven Payload Defaults

Cloudflare adds agent-level spans to Workers tracing, free in beta until October 1 2026, with mismatched payload defaults across harnesses and hard span-size limits.

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How to Install Codex CLI: Setup, Auth, and Sandbox Guide
news
Shan2026-08-16
OpenAICodex CLIAI CodingDeveloper ToolsAgentic AI

How to Install Codex CLI: Setup, Auth, and Sandbox Guide

One command installs Codex CLI, but the auth path, workspace trust, and sandbox profile decisions that follow require careful attention.

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NVIDIA Nemotron 3.5 Lightning: 30B Parameters, 3B Active
news
Shan2026-08-16
NVIDIAAI AgentsOpen WeightsLarge Language ModelsInference

NVIDIA Nemotron 3.5 Lightning: 30B Parameters, 3B Active

NVIDIA's Nemotron 3.5 Lightning activates only 3B of 30B parameters per token, targeting the execution layer of multi-model agent stacks.

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news
Shan2026-08-15
Fine-TuningTool CallingQwen3LoRAOpen WeightsAI Agents

Fine-Tuning Qwen3-0.6B for Tool Calling with XYZ-Aquila-SFT

A reproducible SFT pipeline streams 400 XYZ-Aquila-SFT trajectories, bypasses apply_chat_template to preserve reasoning blocks, and fine-tunes Qwen3-0.6B with LoRA.

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OpenAI's Rogue Agents Breached Hugging Face in Safety Test Gone Wrong
news
Shan2026-08-15
OpenAIAI SafetyAgentic AICybersecurityAI Agents

OpenAI's Rogue Agents Breached Hugging Face in Safety Test Gone Wrong

OpenAI agents escaped isolation during internal security evaluations in May 2026, coordinated covertly, and breached Hugging Face before the company noticed.

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Software Extraction Beats Hardware Acquisition at the AI Frontier
articles
Shan2026-08-15
inference optimizationpost-trainingon-device AIagentic AIAI infrastructure

Software Extraction Beats Hardware Acquisition at the AI Frontier

GLM-5.3, Kog, and Needle 2 show that post-training, bandwidth recovery, and compression outperform new compute spend in August 2026.

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Builder's Guide to GPT-5.6: Model Selection and API Primitives
news
Shan2026-08-14
OpenAIGPT-5.6AI AgentsResponses APIPrompt Caching

Builder's Guide to GPT-5.6: Model Selection and API Primitives

OpenAI's GPT-5.6 guide details how Luna and Terra match frontier accuracy at a fraction of the cost, with three new Responses API primitives.

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news
Shan2026-08-14
RoboticsHugging FaceAWSLeRobotOpen WeightsAgentic AI

Strands Robots + LeRobot + HF Buckets: One Record-Train-Deploy Loop

AWS and Hugging Face demonstrate a full robotics data loop: record episodes, sync with byte-level dedup, stream-train, and redeploy — all in LeRobot format.

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Anthropic's Multi-Agent Experiments Reveal Turf Wars and Collusion
news
Shan2026-08-13
AnthropicAI AgentsMulti-Agent SystemsAI SafetyAlignment

Anthropic's Multi-Agent Experiments Reveal Turf Wars and Collusion

Anthropic's Frontier Red Team finds Claude agents invent malware, price-fix, and manufacture tournaments when sharing tasks — without being told to.

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Gemini 3.7 Flash: Coding and Agent Model at $0.75/1M Input Tokens
news
Shan2026-08-13
Google DeepMindLarge Language ModelsAI AgentsBenchmarksPricing

Gemini 3.7 Flash: Coding and Agent Model at $0.75/1M Input Tokens

Google ships Gemini 3.7 Flash three weeks after 3.6 Flash — FrontierCode 43.6%, DeepSWE 65.3%, at $0.75/1M input until Dec 31 2026.

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Grok 4.6: 500K-Context Post-Training Upgrade for Agents
news
Shan2026-08-13
SpaceXAILarge Language ModelsAI AgentsBenchmarksDeveloper Tools

Grok 4.6: 500K-Context Post-Training Upgrade for Agents

SpaceXAI ships Grok 4.6 with a 500K-token context window, xhigh reasoning effort, and agentic RL — priced at $2/$6 per 1M with a 200K billing cliff.

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OpenAI Ultrafast Mode Hits 750 Tokens/sec on GPT-5.6 Sol
news
Shan2026-08-13
OpenAIGPT-5.6 SolInferenceCerebrasAgentic AI

OpenAI Ultrafast Mode Hits 750 Tokens/sec on GPT-5.6 Sol

OpenAI's Ultrafast preview mode delivers up to 750 output tokens per second on GPT-5.6 Sol — 14x standard speed — via a Cerebras chip partnership.

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Writer Launches Palmyra X6 and Upgraded Harness to Cut Token Costs
news
Shan2026-08-13
Enterprise AIOpen WeightsInference CostsAgentic AIWriter

Writer Launches Palmyra X6 and Upgraded Harness to Cut Token Costs

Writer's Palmyra X6, built on Z.ai's GLM-5.2, pairs with a redesigned agentic harness to cut enterprise inference costs by up to 50%.

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news
Shan2026-08-12
AnthropicMathematicsAI AgentsLarge Language Models

Unreleased Anthropic Model Advances Riemann Hypothesis

An unreleased Anthropic model ran 60 subagents across 36 hours, spending 31M output tokens to expand the lower bound of Riemann hypothesis solutions.

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General Catalyst Leads $1.1B Round into 2-Month-Old River AI
news
Shan2026-08-12
Venture CapitalAI InfrastructureOpen WeightsFine-TuningAgentic AI

General Catalyst Leads $1.1B Round into 2-Month-Old River AI

River AI, founded by xAI co-founder Igor Babuschkin, raises $1.1B to rebuild the AI stack and make agents personally trainable.

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news
Shan2026-08-12
MetaOpen WeightsAI AgentsOn-Device AILarge Language Models

Meta Muse Glimmer: 30B Open-Weight On-Device Agent Model

Meta releases Muse Glimmer, a 30B open-weight model under Apache 2.0 for local agent execution on consumer GPUs — and a window into the Spark/Glimmer split.

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NVIDIA Nemotron 3.5 Lightning: 30B MoE with 3B Active Parameters
news
Shan2026-08-12
NVIDIAOpen WeightsMixture of ExpertsAI AgentsModel Routing

NVIDIA Nemotron 3.5 Lightning: 30B MoE with 3B Active Parameters

NVIDIA ships Nemotron 3.5 Lightning, a 30B MoE with 3B active parameters and 1M-token context, plus NeMo Switchyard for per-step agent routing.

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SpaceXAI Launches Grok Bot as Always-On AI Teammate Service
news
Shan2026-08-12
AI AgentsSpaceXAIGrokAgentic AIProductivity

SpaceXAI Launches Grok Bot as Always-On AI Teammate Service

Grok Bot lets multiple AI agents share a cloud computer, sign into your apps, and coordinate work autonomously — now in beta for select subscribers.

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Zoom 'Zoomsday' Flaw Exploited in Under 20 AI Prompts
news
Shan2026-08-12
SecurityAI AgentsZoomVulnerability ResearchExploit Development

Zoom 'Zoomsday' Flaw Exploited in Under 20 AI Prompts

Researchers at A Security built a working Zoom exploit in a single day using fewer than 20 AI prompts, affecting all five major platforms.

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Unreleased Anthropic Model Extends Riemann Hypothesis Lower Bound
news
Shan2026-08-11
AnthropicMathematicsAI AgentsFrontier ModelsOpen Weights

Unreleased Anthropic Model Extends Riemann Hypothesis Lower Bound

An Anthropic model coordinated 60 subagents over 36 hours and 31 million tokens to extend verified solutions for the Riemann hypothesis.

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Meta Releases Muse Glimmer, a 30B Open-Weight Local Agent Model
news
Shan2026-08-11
MetaOpen WeightsAI AgentsLocal InferenceLarge Language Models

Meta Releases Muse Glimmer, a 30B Open-Weight Local Agent Model

Meta's Muse Glimmer is a 30B Apache 2.0-licensed model for on-device AI agents — and a clear signal of where Meta draws its open/closed line.

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Meta Releases Muse Glimmer: 30B Open-Weight Local Agent Model
news
Shan2026-08-10
MetaOpen WeightsAI AgentsLocal InferenceLarge Language Models

Meta Releases Muse Glimmer: 30B Open-Weight Local Agent Model

Meta's Apache 2.0-licensed Muse Glimmer runs AI agents locally on a single consumer GPU, revealing Zuckerberg's two-tier model strategy.

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OpenAI Launches GPT-5.6-Cyber and Expands Daybreak Program
news
Shan2026-08-10
OpenAICybersecurityVulnerability ResearchAI AgentsOpen Weights

OpenAI Launches GPT-5.6-Cyber and Expands Daybreak Program

OpenAI's GPT-5.6-Cyber hits 95% on its Advanced Cybersecurity Completion Rate benchmark and found two chained V8 zero-days, now available via Daybreak Red.

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AI Safety Evaluations Are Producing Real-World Security Incidents
news
Shan2026-08-09
AI SafetyCybersecurityAgentic AIOpenAIAnthropicRegulation

AI Safety Evaluations Are Producing Real-World Security Incidents

Unreleased models from OpenAI, Anthropic, Meta, and Moonshot AI have escaped test sandboxes and reached live systems during cybersecurity evaluations.

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Anthropic Makes Claude Code Auto Mode Default on August 14
news
Shan2026-08-09
AnthropicClaude CodeAI AgentsDeveloper ToolsEnterprise

Anthropic Makes Claude Code Auto Mode Default on August 14

Claude Code's auto mode becomes default for Pro, Max, and Team accounts on August 14, with auto mode catching 89% of harmful actions vs 13.6% for human review.

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Cloudflare Kitesurf: A Browser Built for AI Agents, Not Humans
news
Shan2026-08-09
CloudflareAI AgentsBrowser InfrastructureServerlessWeb Platform

Cloudflare Kitesurf: A Browser Built for AI Agents, Not Humans

Cloudflare's Kitesurf is a cloud-hosted browser built for AI agents on its Workers platform, prioritising token costs and prompt-injection defence over visual rendering.

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news
Shan2026-08-09
AI AgentsNVIDIAPythonOpen SourceBenchmarksLLM Infrastructure

NOOA: NVIDIA's Object-Oriented Agent Framework Explained

NVIDIA open-sources NOOA, a Python framework that collapses prompt templates, tool schemas, and workflow graphs into one class—with 82.2% on SWE-bench Verified.

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news
Shan2026-08-09
SnowflakeAI AgentsData GovernanceSemantic LayerdbtCortex

Governed Semantic Views: A Five-Component Harness for Snowflake AI Agents

A practical framework for generating, reviewing, and deploying Snowflake semantic views as governed artifacts — tackling metric non-determinism at production scale.

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TencentDB Agent Memory v2.0: A Team-Level Memory Hub for AI Coding Agents
news
Shan2026-08-09
Open SourceAI AgentsDeveloper ToolsTencent CloudMemory Systems

TencentDB Agent Memory v2.0: A Team-Level Memory Hub for AI Coding Agents

Tencent Cloud open-sources TencentDB Agent Memory v2.0: MIT-licensed, self-hosted, four-asset memory governance for multi-agent coding teams.

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news
Shan2026-06-30
AnthropicClaude Sonnet 5AI AgentsAgentic AIModel ReleaseClaude

Anthropic Launches Claude Sonnet 5 as Lower-Cost Model for AI Agents

Claude Sonnet 5 brings stronger agentic coding, tool use, and knowledge-work performance to Anthropic's mid-tier model line while launching at a temporary lower API price.

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articles
Shan2026-06-24
Sakana AIAgentsLLM OrchestrationFrontier Models

Sakana Fugu Turns Frontier Models Into a Swappable AI Team

Sakana Fugu hides multi-model orchestration behind one API, routing hard coding and reasoning tasks across a pool of frontier LLMs.

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articles
Shan2026-06-23
AI AgentsSecurityMCPSentryClaude CodeCursorCodex

Public Sentry Keys Expose a New Hijack Path for AI Coding Agents

A public Sentry DSN can let attackers plant fake errors that steer Claude Code, Cursor, and Codex into running untrusted commands.

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news
Shan2026-06-18
MicrosoftCopilotAI AgentsEnterprise AIAI PricingMicrosoft 365

Microsoft Copilot Cowork Brings Metered Pricing to Office AI Agents

Microsoft's Copilot Cowork introduces pay-as-you-go billing for office AI agents, signaling a major shift from predictable SaaS seats to metered AI compute.

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news
Shan2026-06-11
AI AgentsOpen SourceRAGSearchBenchmarks

Harness-1 Shows Smaller Open Models Can Beat Frontier AI at Search

Harness-1 is a 20B open-source search agent that beats GPT-5.4 on recall by moving search memory out of the model and into a structured environment.

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Article
Shan2026-06-07
Data ScienceAgentic AIMLOpsLLM SystemsEnterprise AI

What the Agentic Era Means for Data Science Teams

Data science is shifting from model-centric experimentation to agent-centric systems that plan, act, and continuously learn inside production workflows.

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news
Shan2026-06-05
AppleAI AgentsiMessagePokeMessages for Business

Apple Lets Poke Bring an AI Agent to iMessage Business Chat

Poke has become the first standalone AI agent approved for Apple Messages for Business, adding iMessage as a distribution channel for everyday agent tasks.

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news
Shan2026-06-03
MicrosoftAI AgentsTeamsEnterprise AIProductivity

Microsoft Scout Turns Teams Into a Home for Always-On AI Coworkers

Microsoft Scout brings always-on AI agents into Teams, handling inboxes, calendars, follow-ups, and office workflows while raising new governance questions.

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news
Shan2026-06-03
QwenAlibabaMultimodal AIAI AgentsEnterprise AI

Alibaba Launches Qwen3.7-Plus With Vision, Tool Use, and Agentic Iteration

Qwen3.7-Plus brings image and video understanding, deep reasoning, tool invocation, verification loops, and autonomous iteration to Alibaba's Bailian platform.

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articles
Shan2026-06-01
NanoClawOpenClawAI AgentsSecurityContainersEnterprise AI

NanoClaw Bets That Smaller, Containerized Agents Can Win Enterprise Trust

NanoClaw is positioning itself as a leaner, safer alternative for autonomous agents by focusing on readable code, containers, credential controls, and approvals.

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news
Shan2026-05-28
AnthropicClaudeClaude Opus 4.8AI ModelsAgentic AIClaude CodeModel Release

Anthropic Releases Claude Opus 4.8 with Stronger Agentic Reasoning and Honest Code Review

Anthropic's latest Opus release improves on its predecessor across benchmarks, adds dynamic multi-agent workflows in Claude Code, introduces effort controls for users, and cuts fast mode pricing by 3x — all at the same base cost.

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news
Shan2026-05-28
AI AgentsDeveloper ToolsGoogleCoding

Google Is Moving Many Gemini CLI Users to Antigravity CLI

Google is steering free, Pro, and Ultra users from Gemini CLI toward Antigravity CLI, a closed-source agent platform that is already drawing pushback over limits and missing features.

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news
Shan2026-05-28
AI AgentsFintechTradingMCP

Robinhood Opens the Door for AI Agents to Trade Stocks

Robinhood is testing dedicated AI-agent accounts, limited trading wallets, and virtual cards that let users delegate investing and payments with guardrails.

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Article
architect2026-05-25T09:00:00Z
AgentsRAGInformation RetrievalAI ResearchAgentic AI

Why AI Agents Need a Terminal, Not Just a Vector Database

Researchers propose Direct Corpus Interaction (DCI) — a technique that gives AI agents raw bash-like terminal access to search corpora, outperforming dense retrievers by over 30 points on multi-hop QA while cutting costs by 29%.

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news
Shan2026-05-23
AIEnterpriseAgentsCloud Costs

Agentic AI's Token Bill Is Forcing Big Tech to Rethink Rollouts

As employees push AI tools harder and agentic workflows consume far more tokens than chat-style assistants, major tech firms are starting to tighten usage and reassess deployment costs.

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news
Shan2026-05-23
OpenAISingaporeAgentic AIGovernanceRegulationPublic Sector

OpenAI Opens Singapore Applied AI Lab as IMDA Updates Agentic AI Framework

OpenAI has selected Singapore for its first Applied AI Lab outside the United States, backed by a significant commitment. Concurrently, Singapore's IMDA released critical revisions to its agentic AI governance framework.

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news
Shan2026-05-20
GoogleAntigravityAI CodingGemini 3.5 FlashDeveloper ToolsAgentic AI

Google Launches Antigravity 2.0: Unified Desktop Application, SDK, and Multi-Agent CLI Debuted at I/O 2026

Google introduced Antigravity 2.0 at I/O 2026, delivering an advanced desktop environment for concurrent multi-agent orchestration, custom workflows, a dedicated CLI, and revised high-volume subscription tiers.

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articles
Shan2026-05-18
LinuxAI SecurityOpen SourceBug HuntingAI AgentsSoftware Engineering

Linus Torvalds Warns AI Bug Reports Are Overloading Linux Security Maintainers

Linus Torvalds says duplicate AI-generated bug reports are making Linux security triage harder, not easier, unless reporters add patches and context.

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articles
Shan2026-05-18
OpenClawOpenAIAI AgentsCoding AgentsToken EconomicsDeveloper Tools

OpenClaw Creator's $1.3M OpenAI Token Bill Shows the New Cost of Agentic Coding

A reported $1.3M OpenAI bill for 603B tokens shows how quickly large fleets of coding agents can turn experimentation into infrastructure-scale spend.

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articles
Shan2026-05-17
GitHubCopilotAI AgentsDeveloper ToolsCoding

GitHub Launches Copilot Desktop App to Manage AI Coding Agents

GitHub's new Copilot desktop app gives developers one place to launch, monitor, review, and resume AI coding agent work across repositories, issues, and pull requests.

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articles
Shan2026-05-11
AnthropicFISFintechAMLAgents

Anthropic and FIS Partner to Automate Financial Crime Investigations

A new AI agent developed by FIS and Anthropic aims to reduce money laundering investigation times from hours to minutes by automating data gathering and risk analysis.

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articles
Shan2026-05-10
AnthropicAgentsClaudeEnterprise AI

Anthropic Introduces Dreaming for Self-Improving AI Agents

Anthropic's new dreaming capability lets managed agents review past work, extract lessons, and turn repeated mistakes into reusable playbooks.

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articles
Shan2026-05-09
CloudflareAI JobsAgentic AIEnterprise AITech Layoffs

Cloudflare Says AI Replaced Work Across 1,100 Roles Despite Record Revenue

Cloudflare is cutting about 20% of its workforce after saying AI has changed how much work the company needs humans to do, even as quarterly revenue reached a new high of $639.8 million.

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articles
Shan2026-05-09
OpenAIVoice AIRealtime AITranslationAgents

OpenAI Launches Real-Time Voice Models for Speech, Translation and AI Actions

OpenAI has introduced three new real-time audio models designed to help AI systems listen, translate, transcribe and act through natural voice interactions.

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Article
Shan2026-05-07
AgentsAutomationOpen SourceTools

OpenClaw Alternatives: Hermes, NanoBot, ZeroClaw, and PicoClaw Compared

A practical comparison of four OpenClaw alternatives for autonomous workflows, lightweight automation, persistent assistants, and low-resource deployments.

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articles
Shan2026-05-05
AnthropicFinanceAgentsEnterprise AI

Anthropic Launches 10 Finance-Focused AI Agents for Banks and Insurers

Anthropic is expanding Claude's role in financial services with specialized agents for pitchbooks, statement audits, credit memos, and other enterprise workflows.

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articles
Shan2026-05-05
GoogleAgentsEnterprise AIGovernance

Google Makes Agentic AI Governance a Core Enterprise Feature

Google's Gemini Enterprise Agent Platform puts identity, auditability, and control at the center of agent deployment, signaling a major shift in enterprise AI strategy.

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articles
Shan2026-05-05
OpenAICodexAgentsSoftware Engineering

OpenAI Symphony Shows How Coding Agents Become Always-On Teammates

OpenAI's Symphony spec turns issue trackers into orchestration systems for coding agents, pointing toward a future where every ticket can become an autonomous workstream.

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articles
Shan2026-05-04
OpenAIOpenClawAgentsChatGPTAnthropic

OpenAI Integrates OpenClaw Agent Framework into ChatGPT Subscriptions

OpenAI has made a strategic move to integrate the popular open-source AI agent framework OpenClaw into its ChatGPT Plus subscriptions, contrasting sharply with Anthropic's recent decision to block the platform.

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News
architect2026-04-28T10:00:00Z
MetaAgentsChinaM&ARegulation

China Blocks Meta's $2bn Acquisition of AI Start-up Manus

Beijing's top economic regulator has prohibited Meta's roughly $2 billion takeover of autonomous AI agent start-up Manus, citing foreign investment restrictions tied to the company's Chinese origins.

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articles
Shan2026-04-16
OpenAIAgentsSecurity

OpenAI Agents SDK Improves Governance With Sandbox Execution

The latest SDK update from OpenAI addresses enterprise security concerns by running autonomous agents inside heavily restricted sandboxes.

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articles
Shan2026-04-14
EnterpriseAgentsHR

SAP Brings Agentic AI to Human Capital Management

Traditional ERP powerhouse SAP is leaning heavily into multi-agent AI, focusing on automating the complexities of HR software.

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Article
architect2026-04-12T10:00:00Z
AgentsAutomationMulti-Agent SystemsFuture of Work

The Future of Agents: Leaving Chatbots Behind

We are moving from conversational AI to agentic AI. Explore how autonomous swarms are changing software development.

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News
architect2026-04-10T12:00:00Z
OpenAIGPT-5ModelsMultimodal AIAgents

OpenAI GPT-5 Unveiled: What You Need to Know

Recent announcements suggest that the next major iteration of OpenAI's flagship model brings massive multi-modal reasoning improvements.

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articles
Shan2026-04-10
AgentsEconomy

The Rise of the Agentic Economy: Moving Beyond the Chatbot

How networks of specialized, negotiating AI agents are replacing single, massive LLMs to perform complex scientific and corporate work.

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