mech.app - DEV Community

mech.app

Oct 12

Orion AI: How Cornerstone OnDemand Cut Database Diagnosis by 78% with a Three-Agent System on Amazon Bedrock

#ai #automation #aws #database

1

4 min read

mech.app

Oct 12

Artex AI Bank Attacks: What Agent-Driven Cyberattacks Reveal About Tool Execution Boundaries

#agents #ai #claude #cybersecurity

1

5 min read

mech.app

Oct 12

Flow Matching for Image Agents: Moving Beyond Diffusion for In-Context Visual Editing

#agents #ai #architecture #machinelearning

1

7 min read

mech.app

Oct 11

Epistemic Humility in Agent Evals: What Happens When Retrieved Evidence Contradicts the Model's Prior Beliefs

#agents #ai #llm

1

6 min read

mech.app

Oct 11

Nao: Context Engineering for Analytics Agents

1

4 min read

mech.app

Oct 11

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

#architecture #automation #backend #systemdesign

1

7 min read

mech.app

Oct 11

Six Controls from Nine AI Agent Incidents

#agents #ai #cybersecurity #security

1

10 min read

mech.app

Oct 11

Computer-Use Agents and MCP: What Agent-to-Agent Commerce Reveals About Protocol Boundaries

1

6 min read

mech.app

Oct 10

Decepticon: Autonomous Red Team Orchestration with LangGraph

#agents #cybersecurity #python #security

1

7 min read

mech.app

Oct 10

The 3am Email Disaster: What Unattended Agent Execution Teaches About Approval Gates and Rollback

1

7 min read

mech.app

Oct 10

Agent Escape Incidents: What OpenAI, Anthropic, and Google Breakouts Teach About Security Boundaries

1

5 min read

mech.app

Oct 10

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

#agents #api #architecture #mcp

1

8 min read

mech.app

Oct 10

Headroom: How Context Compression Cuts Agent Token Costs by 60–95% Without Changing Answers

#agents #ai #llm #performance

1

4

6 min read

mech.app

Oct 10

Source-Aware Verification for MCP Agents: Why Fact-Checking Isn't Enough When Tools Lie About Provenance

#agents #ai #llm #mcp

1

2

6 min read

mech.app

Oct 9

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

3

8 min read

mech.app

Oct 9

Beyond Hours Saved: How AWS Measures the Hidden Economics of Agent Exception Handling and Maintenance

#agents #ai #aws #infrastructure

1

2

5 min read

mech.app

Oct 9

OnTrack: Real-Time Agent Monitoring via Streaming Optimal Transport

#agents #ai #monitoring

1

2

5 min read

mech.app

Oct 9

OpenAI's Codex Security CLI: How Agent-Driven Vulnerability Scanning Handles Validation, Patching, and CI Integration

#agents #ai #opensource #security

1

6 min read

mech.app

Oct 9

The Agentic AI Foundation's Standards Stack: MCP, A2A, and Goose

#agents #ai #architecture #mcp

1

6 min read

mech.app

Oct 9

Group Chat Orchestration: Why Eleven Agents Spent Forty Minutes Debating a Research Summary

#agents #architecture #llm #systemdesign

1

5 min read

mech.app

Oct 8

LLM Fuzz CI: How Continuous Fuzzing Agents Find Security Bugs Before Production

#agents #llm #security #testing

1

6 min read

mech.app

Oct 8

AgentCore Payments: Pay-Per-Inference Authorization Over x402

#agents #ai #aws #security

1

5 min read

mech.app

Oct 8

Treg: OpenRouter for Agent Tools—How a Unified Proxy Turns Thousands of APIs Into Pay-Per-Call Endpoints

#ai #api #architecture #tools

1

7 min read

mech.app

Oct 8

SwarmReconGuard: Detecting Distributed Agent Reconnaissance

#agents #api #cybersecurity #security

1

5 min read

mech.app

Oct 8

MCP Agent-to-Agent Vulnerabilities: What Google's Flaw Reveals About Protocol-Level Security Boundaries

#agents #cybersecurity #mcp #security

1

4

5 min read

mech.app

Oct 7

Four Verifiable Boundaries for Agent Payment Authorization

#agents #architecture #security

2

4

7 min read

mech.app

Oct 7

REA: Multi-Tool Reverse Engineering Through MCP Orchestration

#agents #mcp #security #typescript

1

7 min read

mech.app

Oct 7

ParanoiaEval: When Coding Agents Add Too Many Try-Catch Blocks and Why That Matters for Production

1

5 min read

mech.app

Oct 7

Wikipedia's Rogue Agent Forensics: What Wikimedia's Investigation Reveals About Uncontrolled Agent Swarms

#agents #ai #openai #security

1

5 min read

mech.app

Oct 7

OpenAI and Ironclad: Turning Contract Workflows Into Agent Evals

#agents #ai #llm #openai

1

5 min read

mech.app

Oct 7

Sequential Pipelines Are Killing Your Agent Throughput: Concurrent Execution Patterns That Cut Latency by 3x

1

6 min read

mech.app

Oct 6

Autonomous AI Agent Security Incidents of 2026: What a Public Dataset Reveals About Real-World Agent Failures

#agents #ai #cybersecurity #security

1

4 min read

mech.app

Oct 6

Concurrency-Aware Procurement: How Agentic Buyers Balance Parallel Negotiations Against Cancellation Risk

#agents #ai #computerscience #infrastructure

1

6 min read

mech.app

Oct 6

AWS Agent Toolkit Skills: How Amazon Packages SageMaker Expertise as Executable Agent Functions

#agents #ai #aws #machinelearning

1

6 min read

mech.app

Oct 6

Sarvam Arya: Production Agent Orchestration Stack Exposes State, Routing, and Recovery Plumbing

#agents #ai #architecture #llm

1

6 min read

mech.app

Oct 6

Time-Travel Debugging for LLM Agents: Burr's Counterfactual Replay Architecture

#agents #ai #debugging #llm

1

7 min read

mech.app

Oct 6

The $50K Runaway Agent: What Cloud Cost Explosions Reveal About Agent Rate-Limiting and Budget Enforcement

#agents #ai #cloud #devops

1

6 min read

mech.app

Oct 5

Agent Replay Caching for E2E Tests: How TesterArmy Records Once, Replays Until the App Changes

#agents #ai #automation #testing

2

8 min read

mech.app

Oct 5

Threat-Preserving Representation: Why Agent Security Benchmarks Lie About Model Robustness

#agents #ai #llm #security

1

6 min read

mech.app

Oct 5

AgentCore Runtime Instances: GPU Colocation and Persistent State for Multi-Agent Workflows

#agents #architecture #aws #infrastructure

1

5 min read

mech.app

Oct 5

Pi Pod's Sandbox Architecture: Self-Hosted Agent Execution with Network and Secret Isolation

#agents #ai #architecture #security

1

5 min read

mech.app

Oct 5

SQL Agents Need Business Context, Not Just Schema

#agents #ai #llm #sql

1

6 min read

mech.app

Oct 5

iFixAi: Independent Agent Auditing in 120 Seconds

#agents #ai #llm #security

1

6 min read

mech.app

Oct 4

Detecting AI-Generated Web Content from Structure Alone: SlopShape's Fingerprinting Architecture

#ai #llm #machinelearning #startup

2

6 min read

mech.app

Oct 4

Cloudflare Artifacts: What Building a Git Platform for AI Agents Reveals About Event-Driven Repository Plumbing

#agents #ai #git #infrastructure

1

6 min read

mech.app

Oct 4

Hard Budget Caps for Agent Deployments

#agents #ai #infrastructure

1

5 min read

mech.app

Oct 4

Plan Mode vs. Auto-Accept: How Execution Mode Selection Becomes a Safety Primitive in Coding Agents

#agents #ai #security #softwaredevelopment

1

6 min read

mech.app

Oct 4

KaliBench: How a Cybersecurity Tool-Use Benchmark Exposes the Gap Between Agent Intent and Executable Commands

#agents #ai #cli #cybersecurity

1

6 min read

mech.app

Oct 3

TesterArmy's Agentic QA Orchestration: Deployment Gates, Parallel Execution, and the Cost-Velocity Trade-off

#agents #automation #infrastructure #testing

1

5 min read

mech.app

Oct 3

Simon Willison's 2026 LLM Timeline: What Nine Months of Agent Breakouts, Sandbox Escapes, and Felony Cyberattacks Reveal About Production Readiness

1

8 min read

mech.app

Oct 3

Docker Cloud Sandboxes: How Ephemeral Environments Solve the Agent Runtime Security Problem

#agents #cloud #docker #security

1

6 min read

mech.app

Oct 3

Chatham Financial's 4-Minute Trade Validation: Workflow Redesign in Regulated Capital Markets

#agents #ai #automation #fintech

1

6 min read

mech.app

Oct 3

Vercel Skills CLI: npm for Agent Tool Boundaries

1

6 min read

mech.app

Oct 3

Argo-Bench: Why Enterprise Data Agents Need Multi-Table Workflows, Not Just SQL Generation

#agents #ai #machinelearning #sql

1

6 min read

mech.app

Oct 2

VMware Tanzu Agent Deployment: Build Packs, MCP Gateways, and Multi-Tenant Security

#ai #architecture #infrastructure #security

1

6 min read

mech.app

Oct 2

MCP Reference Servers: What 90,000 Stars and 16 Language SDKs Reveal About Agent Tool Boundaries

#agents #architecture #llm #mcp

1

6 min read

mech.app

Oct 2

Cogentic: Multi-Agent Orchestration for Automated Proof Discovery

#agents #ai #architecture #llm

1

5 min read

mech.app

Oct 2

Django-Modern-Rest 0.16.0: Typed REST APIs as Agent Tool Boundaries

#agents #api #django #python

1

5 min read

mech.app

Oct 1

Ambient Agents on AWS: Event-Driven Triggers, SQS Routing, and the ask_human Tool

#agents #architecture #aws #serverless

1

6 min read

mech.app

Oct 1

Peregrini's Agent Court: How Common Law Enforcement Turns LLM Mistakes Into Binding Precedent

#agents #ai #llm

2

5 min read

Writing Debut