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mech.app

mech.app is an independent editorial site focused on the infrastructure layer of agentic AI. It explores the orchestration patterns, developer tooling, automation workflows, financial mechanics, and s

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Sequential Auctions for Multi-Agent LLM Workflows: How Market Mechanisms Replace Centralized Orchestration
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Sequential Auctions for Multi-Agent LLM Workflows: How Market Mechanisms Replace Centralized Orchestration

#agents #ai #llm
1
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6 min read
Amazon Bedrock AgentCore's Nine-Stage Eval Framework: How AWS Catches Silent Agent Quality Regressions Before Production
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Amazon Bedrock AgentCore's Nine-Stage Eval Framework: How AWS Catches Silent Agent Quality Regressions Before Production

#agents #ai #aws #testing
1
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6 min read
InboxWall: How a Local-First MCP Server Sanitizes Email HTML to Stop Prompt Injection Before the LLM Sees It
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InboxWall: How a Local-First MCP Server Sanitizes Email HTML to Stop Prompt Injection Before the LLM Sees It

#agents #llm #mcp #security
1
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6 min read
Time-Blocking Automation: What Akiflow Exposes About Agent Scheduling Primitives
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Time-Blocking Automation: What Akiflow Exposes About Agent Scheduling Primitives

#ai #architecture #automation #productivity
1
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6 min read
Anthropic's 100 Overcharge Bug: What Internationalization Failures Reveal About Agent Payment Pipelines
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Anthropic's 100 Overcharge Bug: What Internationalization Failures Reveal About Agent Payment Pipelines

#api #architecture #backend #security
1
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4 min read
Scientific Agent Skills: How 177 Validated Tools Turn Any Agent Into a Lab Scientist
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Scientific Agent Skills: How 177 Validated Tools Turn Any Agent Into a Lab Scientist

1
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6 min read
Four Gemini Agents Beat Minecraft: What Multi-Agent Coordination in a Sandbox World Reveals About Shared Memory and Role Emergence
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Four Gemini Agents Beat Minecraft: What Multi-Agent Coordination in a Sandbox World Reveals About Shared Memory and Role Emergence

#agents #ai #javascript #llm
3
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6 min read
Tamnoon's Agentic Cloud Remediation: How Auto-Fix Agents Navigate the Gap Between Detection and Safe Production Changes
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Tamnoon's Agentic Cloud Remediation: How Auto-Fix Agents Navigate the Gap Between Detection and Safe Production Changes

1
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5 min read
Stoke Money's Cash Flow Forecast Engine: How Real-Time Financial Projections Replace Static Budget Categories
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Stoke Money's Cash Flow Forecast Engine: How Real-Time Financial Projections Replace Static Budget Categories

#architecture #backend #fintech
1
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6 min read
GitHub Actions Workflow Lockfiles: How Pinned Action Versions Prevent Supply-Chain Attacks in CI/CD Pipelines
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GitHub Actions Workflow Lockfiles: How Pinned Action Versions Prevent Supply-Chain Attacks in CI/CD Pipelines

#cicd #devops #github #security
1
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5 min read
OpenViking's Self-Evolving Context Database: How Agent Memory, RAG, and Skills Unify Under One Storage Layer
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OpenViking's Self-Evolving Context Database: How Agent Memory, RAG, and Skills Unify Under One Storage Layer

#ai #architecture #database #rag
1
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5 min read
VSCan: What Scanning Malicious VSCode Extensions Reveals About Agent Tool Privilege Boundaries
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VSCan: What Scanning Malicious VSCode Extensions Reveals About Agent Tool Privilege Boundaries

#cybersecurity #security #tools #vscode
1
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5 min read
First-Price Auctions for Agent Prompt Routing: How Agentic Markets Price Inference Costs Against Expected Reward
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First-Price Auctions for Agent Prompt Routing: How Agentic Markets Price Inference Costs Against Expected Reward

#agents #ai #llm #systemdesign
1
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6 min read
Anthropic's Official Plugin Directory: What Immutable Slugs and Auto-Migration Teach About Agent Tool Versioning
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Anthropic's Official Plugin Directory: What Immutable Slugs and Auto-Migration Teach About Agent Tool Versioning

#agents #ai #claude #github
1
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6 min read
Scion: How Anthropic Replaced Git with Centralized Source Control for 30,000 Agent-Generated Commits Per Day
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Scion: How Anthropic Replaced Git with Centralized Source Control for 30,000 Agent-Generated Commits Per Day

#agents #ai #architecture #llm
1
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5 min read
MovingLake's Bidirectional Connectors: How Real-Time ETL Agents Skip the Data Warehouse
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MovingLake's Bidirectional Connectors: How Real-Time ETL Agents Skip the Data Warehouse

#api #architecture #data #systemdesign
1
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5 min read
AI Agent Containment Failures: The Missing Security Primitives
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AI Agent Containment Failures: The Missing Security Primitives

1
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6 min read
CLI-Anything: How Auto-Generated Command-Line Wrappers Turn Any Software Into Agent-Native Tools
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CLI-Anything: How Auto-Generated Command-Line Wrappers Turn Any Software Into Agent-Native Tools

#ai #cli #opensource #python
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7 min read
Anchor Browser + AgentCore Payments: How AWS Agents Pay for x402-Protected APIs Without Exposing Wallet Keys
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Anchor Browser + AgentCore Payments: How AWS Agents Pay for x402-Protected APIs Without Exposing Wallet Keys

#agents #aws #blockchain #web3
1
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5 min read
The Offscreen Mailbox Attack: What 33 Agent Messages Reveal About Context Window Boundaries and Prompt Injection
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The Offscreen Mailbox Attack: What 33 Agent Messages Reveal About Context Window Boundaries and Prompt Injection

#agents #ai #cybersecurity #security
1
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6 min read
Dense Progress Rewards for Long-Horizon Agents: How Tev Turns Multi-Day Tasks Into Trainable Checkpoints
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Dense Progress Rewards for Long-Horizon Agents: How Tev Turns Multi-Day Tasks Into Trainable Checkpoints

#agents #ai #machinelearning
1
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4 min read
SGLang's Agentic Workload Optimization: How a 37K-Star Inference Framework Handles RL Rollouts and Multi-Turn Agent Sessions
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SGLang's Agentic Workload Optimization: How a 37K-Star Inference Framework Handles RL Rollouts and Multi-Turn Agent Sessions

1
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6 min read
Cloudflare's Agentic Security Ops: Separating Evidence from Inference
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Cloudflare's Agentic Security Ops: Separating Evidence from Inference

#agents #ai #llm #security
1
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5 min read
MissionFlows vs. Workflows: How Adaptive Agent Execution Replaces Static DAGs
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MissionFlows vs. Workflows: How Adaptive Agent Execution Replaces Static DAGs

#agents #ai #architecture #llm
1
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7 min read
0sql: How a Semantic-to-SQL Engine Adds Determinism and Security to Agent-Driven Queries
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0sql: How a Semantic-to-SQL Engine Adds Determinism and Security to Agent-Driven Queries

#agents #ai #llm #sql
1
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5 min read
Supabase MCP Server: How Backend-as-a-Service Becomes Agent-as-a-Service
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Supabase MCP Server: How Backend-as-a-Service Becomes Agent-as-a-Service

#ai #backend #database #mcp
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5 min read
Billion-Context: How 5x Token Compression Lets 100K-Window Agents Handle Month-Long Sessions
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Billion-Context: How 5x Token Compression Lets 100K-Window Agents Handle Month-Long Sessions

#agents #ai #github #llm
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5 min read
X-AgentRed: How Red-Teaming Multi-Service Agent Ecosystems Exposes Compositional Security Failures
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X-AgentRed: How Red-Teaming Multi-Service Agent Ecosystems Exposes Compositional Security Failures

#agents #ai #llm #security
1
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6 min read
Agent37's $0.37/Month Sandbox: What Low-Cost Agent Isolation Reveals About Deployment Economics
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Agent37's $0.37/Month Sandbox: What Low-Cost Agent Isolation Reveals About Deployment Economics

#agents #infrastructure #startup
1
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5 min read
Orion AI: How Cornerstone OnDemand Cut Database Diagnosis by 78% with a Three-Agent System on Amazon Bedrock
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Orion AI: How Cornerstone OnDemand Cut Database Diagnosis by 78% with a Three-Agent System on Amazon Bedrock

#ai #automation #aws #database
1
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4 min read
Artex AI Bank Attacks: What Agent-Driven Cyberattacks Reveal About Tool Execution Boundaries
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Artex AI Bank Attacks: What Agent-Driven Cyberattacks Reveal About Tool Execution Boundaries

#agents #ai #claude #cybersecurity
1
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5 min read
Flow Matching for Image Agents: Moving Beyond Diffusion for In-Context Visual Editing
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Flow Matching for Image Agents: Moving Beyond Diffusion for In-Context Visual Editing

#agents #ai #architecture #machinelearning
1
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7 min read
Epistemic Humility in Agent Evals: What Happens When Retrieved Evidence Contradicts the Model's Prior Beliefs
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Epistemic Humility in Agent Evals: What Happens When Retrieved Evidence Contradicts the Model's Prior Beliefs

#agents #ai #llm
1
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6 min read
Nao: Context Engineering for Analytics Agents
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Nao: Context Engineering for Analytics Agents

1
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4 min read
The Crash Test Nobody Runs: What Exactly-Once Semantics Mean for AI Workflow Engines Like n8n
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The Crash Test Nobody Runs: What Exactly-Once Semantics Mean for AI Workflow Engines Like n8n

#architecture #automation #backend #systemdesign
1
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7 min read
Six Controls from Nine AI Agent Incidents
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Six Controls from Nine AI Agent Incidents

#agents #ai #cybersecurity #security
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10 min read
Computer-Use Agents and MCP: What Agent-to-Agent Commerce Reveals About Protocol Boundaries
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Computer-Use Agents and MCP: What Agent-to-Agent Commerce Reveals About Protocol Boundaries

1
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6 min read
Decepticon: Autonomous Red Team Orchestration with LangGraph
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Decepticon: Autonomous Red Team Orchestration with LangGraph

#agents #cybersecurity #python #security
1
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7 min read
The 3am Email Disaster: What Unattended Agent Execution Teaches About Approval Gates and Rollback
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The 3am Email Disaster: What Unattended Agent Execution Teaches About Approval Gates and Rollback

1
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7 min read
Agent Escape Incidents: What OpenAI, Anthropic, and Google Breakouts Teach About Security Boundaries
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Agent Escape Incidents: What OpenAI, Anthropic, and Google Breakouts Teach About Security Boundaries

1
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5 min read
Nagare's MCP Integration: What a Simple To-Do App Reveals About Agent-Native API Design
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Nagare's MCP Integration: What a Simple To-Do App Reveals About Agent-Native API Design

#agents #api #architecture #mcp
1
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8 min read
Headroom: How Context Compression Cuts Agent Token Costs by 60–95% Without Changing Answers
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Headroom: How Context Compression Cuts Agent Token Costs by 60–95% Without Changing Answers

#agents #ai #llm #performance
1
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6 min read
Source-Aware Verification for MCP Agents: Why Fact-Checking Isn't Enough When Tools Lie About Provenance
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Source-Aware Verification for MCP Agents: Why Fact-Checking Isn't Enough When Tools Lie About Provenance

#agents #ai #llm #mcp
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6 min read
Your Agent Is Paying an LLM to Run a For-Loop: Why Most Agent Harnesses Route Every Tool Call Through Inference
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Your Agent Is Paying an LLM to Run a For-Loop: Why Most Agent Harnesses Route Every Tool Call Through Inference

#agents #ai #architecture #llm
1
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8 min read
Beyond Hours Saved: How AWS Measures the Hidden Economics of Agent Exception Handling and Maintenance
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Beyond Hours Saved: How AWS Measures the Hidden Economics of Agent Exception Handling and Maintenance

#agents #ai #aws #infrastructure
1
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5 min read
OnTrack: Real-Time Agent Monitoring via Streaming Optimal Transport
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OnTrack: Real-Time Agent Monitoring via Streaming Optimal Transport

#agents #ai #monitoring
1
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5 min read
OpenAI's Codex Security CLI: How Agent-Driven Vulnerability Scanning Handles Validation, Patching, and CI Integration
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OpenAI's Codex Security CLI: How Agent-Driven Vulnerability Scanning Handles Validation, Patching, and CI Integration

#agents #ai #opensource #security
1
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6 min read
The Agentic AI Foundation's Standards Stack: MCP, A2A, and Goose
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The Agentic AI Foundation's Standards Stack: MCP, A2A, and Goose

#agents #ai #architecture #mcp
1
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6 min read
Group Chat Orchestration: Why Eleven Agents Spent Forty Minutes Debating a Research Summary
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Group Chat Orchestration: Why Eleven Agents Spent Forty Minutes Debating a Research Summary

#agents #architecture #llm #systemdesign
1
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5 min read
LLM Fuzz CI: How Continuous Fuzzing Agents Find Security Bugs Before Production
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LLM Fuzz CI: How Continuous Fuzzing Agents Find Security Bugs Before Production

#agents #llm #security #testing
1
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6 min read
AgentCore Payments: Pay-Per-Inference Authorization Over x402
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AgentCore Payments: Pay-Per-Inference Authorization Over x402

#agents #ai #aws #security
1
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5 min read
Treg: OpenRouter for Agent Tools—How a Unified Proxy Turns Thousands of APIs Into Pay-Per-Call Endpoints
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Treg: OpenRouter for Agent Tools—How a Unified Proxy Turns Thousands of APIs Into Pay-Per-Call Endpoints

#ai #api #architecture #tools
1
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7 min read
SwarmReconGuard: Detecting Distributed Agent Reconnaissance
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SwarmReconGuard: Detecting Distributed Agent Reconnaissance

#agents #api #cybersecurity #security
1
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5 min read
MCP Agent-to-Agent Vulnerabilities: What Google's Flaw Reveals About Protocol-Level Security Boundaries
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MCP Agent-to-Agent Vulnerabilities: What Google's Flaw Reveals About Protocol-Level Security Boundaries

#agents #cybersecurity #mcp #security
1
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5 min read
Four Verifiable Boundaries for Agent Payment Authorization
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Four Verifiable Boundaries for Agent Payment Authorization

#agents #architecture #security
2
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7 min read
REA: Multi-Tool Reverse Engineering Through MCP Orchestration
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REA: Multi-Tool Reverse Engineering Through MCP Orchestration

#agents #mcp #security #typescript
1
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7 min read
ParanoiaEval: When Coding Agents Add Too Many Try-Catch Blocks and Why That Matters for Production
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ParanoiaEval: When Coding Agents Add Too Many Try-Catch Blocks and Why That Matters for Production

1
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5 min read
Wikipedia's Rogue Agent Forensics: What Wikimedia's Investigation Reveals About Uncontrolled Agent Swarms
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Wikipedia's Rogue Agent Forensics: What Wikimedia's Investigation Reveals About Uncontrolled Agent Swarms

#agents #ai #openai #security
1
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5 min read
OpenAI and Ironclad: Turning Contract Workflows Into Agent Evals
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OpenAI and Ironclad: Turning Contract Workflows Into Agent Evals

#agents #ai #llm #openai
1
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5 min read
Sequential Pipelines Are Killing Your Agent Throughput: Concurrent Execution Patterns That Cut Latency by 3x
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Sequential Pipelines Are Killing Your Agent Throughput: Concurrent Execution Patterns That Cut Latency by 3x

1
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6 min read
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