mech.app - DEV Community

mech.app

Oct 25

Anthropic Sandbox Runtime: OS-Level Agent Sandboxing Without Containers

#agents #claude #llm #security

6 min read

mech.app

Oct 25

Evidence-Aware RAG Evaluation: Why Ground Truth Coverage Determines Retrieval Scores in Clinical Agent Systems

#agents #ai #llm #rag

5 min read

mech.app

Oct 25

Corgi's Agent-Terminal Multiplexer: How Session Persistence and Context Switching Work When Agents Share a Shell

#agents #architecture #cli #terminal

2

6 min read

mech.app

Oct 25

Your Agent Says Done. The Cron Tab Disagrees: Why Silent Failures Are the Default in Unattended Agent Runs

6 min read

mech.app

Oct 25

WebMCP at Scale: How Commerce.com Deployed Agent Shopping Tools to 100,000 Storefronts

#architecture #backend #cloud #mcp

5 min read

mech.app

Oct 25

Langfuse Eval Stack: Trace Storage, Prompt Versioning, and Dataset Snapshots

#ai #architecture #llm #opensource

2

1

5 min read

mech.app

Oct 24

Contestable Agents for Data Governance: Recording Human Stewardship of AI-Generated Metadata Across Structured and Unstructured Systems

#agents #ai #architecture #llm

7 min read

mech.app

Oct 24

Sparqlite: What 12 Hours of Ultracode Agent Orchestration Reveals About Vibe Coding Limits

#agents #ai #llm #rust

5 min read

mech.app

Oct 24

Multirun: How Running Ten Isolated Agents in Parallel Becomes the Cheapest Eval You'll Ever Run

#agents #ai #llm #testing

1

5 min read

mech.app

Oct 24

Five Production Walls Every Multi-Agent System Hits: How Deep Insight Solved Orchestration, Model Selection, and Secure Code Execution

#agents #ai #architecture #aws

1

5 min read

mech.app

Oct 24

Omnara's Durable Agent API: How Postgres-Backed State Keeps Long-Running Agents Alive Across Restarts

1

6 min read

mech.app

Oct 24

Multi-User Agent Access Control: When OAuth Delegation Meets Shared Execution

#agents #architecture #oauth #security

1

6 min read

mech.app

Oct 23

Agentic Vulnerability Discovery: Exploit Agents, Guardrails, and PoC Validation

#agents #ai #cybersecurity #security

1

5 min read

mech.app

Oct 23

Agent-Scale Git Infrastructure: GitHub's Per-Reference Quorums and Object Storage Split

#architecture #git #github #infrastructure

1

5 min read

mech.app

Oct 23

Vibe-Trading's MCP Integration: How a Personal Trading Agent Exposes Tool Boundaries Between Backtesting, Execution, and Risk

#agents #llm #mcp #python

1

5 min read

mech.app

Oct 23

SWE-DIVE: How Dynamic User Simulation Exposes the Multi-Turn Coordination Gap in Coding Agents

1

5 min read

mech.app

Oct 23

Laminar's RL-Trained Error Detector: How Reinforcement Learning Finds Bugs in Agent Traces Without Human Labels

#agents #ai #llm #machinelearning

1

6 min read

mech.app

Oct 22

Credit Card Reconciliation Agents: What \\\\\\\"Done\\\\\\\" Means When Automating Financial Workflows

#agents #ai #automation #fintech

1

6 min read

mech.app

Oct 22

Graphify: AST-Based Knowledge Graphs for Agent Code Navigation

#agents #ai #llm #softwaredevelopment

1

5 min read

mech.app

Oct 22

Charts as Epistemic Actions: Why Data Agents Need Visual Reasoning, Not Just Text Loops

#agents #ai #datascience #llm

1

6 min read

mech.app

Oct 22

Battle Drones: What 12 Iterations of 'Make It More Fun' Reveals About Agent-Driven Game Development

#agents #ai #gamedev #softwaredevelopment

2

6 min read

mech.app

Oct 21

AWS Agent Registry: How Runtime Tool Discovery Replaces Hardcoded Agent Wiring

#agents #architecture #aws #mcp

1

5 min read

mech.app

Oct 21

n8n Guardian Gates: How Approval Workflows Prevent Agents from Sending the Wrong Invoice

#agents #architecture #automation

1

6 min read

mech.app

Oct 21

Toolflation: How Seller Agents Game Tool Marketplaces Through Spontaneous SEO

#agents #ai #llm #seo

1

5 min read

mech.app

Oct 21

Airflow AI Provider 1.0: Agents, Sandboxes, and Human Approval in Production DAGs

#agents #ai #automation #llm

1

8 min read

mech.app

Oct 21

AI Agent Swarm Self-Organization: Security Lessons from Teleport's CTF Experiment

#agents #ai #cybersecurity #security

1

6 min read

mech.app

Oct 20

Kronos: Foundation Model for Financial Candlesticks

#ai #machinelearning #opensource

1

6 min read

mech.app

Oct 20

Teaching GitHub Copilot About Your Codebase: What Custom Instructions, Skills, and MCP Servers Reveal About Agent Context Management

#agents #ai #github #llm

1

6 min read

mech.app

Oct 20

The Art of Swarming: Autonomous Agent Swarm Architecture

#agents #architecture #robotics

1

5 min read

mech.app

Oct 20

SIT-Eval: How Situation-Based Turn-by-Turn Evaluation Exposes the Plumbing Gaps in Conversational Agent Benchmarks

#agents #ai #llm #testing

1

6 min read

mech.app

Oct 20

RepoPilot: How an AWS Lambda Agent Scores GitHub Repos Before You Clone Them

#agents #aws #security #serverless

1

6 min read

mech.app

Oct 19

Celorga: Org-Mode as Agent Orchestration Infrastructure

#agents #cli #mcp #node

1

5 min read

mech.app

Oct 19

The Thin Orchestrator: How Meta Routes Agent Work Without Overloading the Router

#agents #ai #architecture #systemdesign

1

5 min read

mech.app

Oct 19

Spending Caps as Agent Authorization: How to Stop Autonomous Coding Agents from Draining Your Cloud Budget

#agents #ai #cloud #security

2

1

5 min read

mech.app

Oct 19

LaTeX in the Fragment Hash: How Simon Willison Built a Stateless Document Renderer That Stores Everything in the URL

#frontend #javascript #webdev

1

6 min read

mech.app

Oct 19

KnowGPO: Knowledge-Grouped Credit Assignment for Search Agents

#agents #ai #llm #machinelearning

1

2

7 min read

mech.app

Oct 19

The Bug Is in the Arrangement: How Tool Composition Creates Data-Leak Paths in AI Agents

1

6 min read

mech.app

Oct 18

AWS Trust in Depth: Five Layers for Agent Autonomy Without Losing Control

#agents #ai #aws #llm

1

6 min read

mech.app

Oct 18

Solid Queue 1.6.0 Fiber Workers: How Rails Turned Concurrency Primitives into Agent Job Orchestration

#backend #performance #rails #ruby

1

6 min read

mech.app

Oct 18

Nono: Kernel-Enforced Security Boundaries for AI Agent Runtime Isolation

#agents #ai #cybersecurity #security

1

5 min read

mech.app

Oct 18

Tencent's Amap Probe: Why Agent Evals Need Network Egress Controls Before They Hit Production APIs

#agents #ai #security

1

7 min read

mech.app

Oct 18

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

#agents #ai #llm

1

6 min read

mech.app

Oct 18

Amazon Bedrock AgentCore's Nine-Stage Eval Framework: How AWS Catches Silent Agent Quality Regressions Before Production

#agents #ai #aws #testing

1

6 min read

mech.app

Oct 17

InboxWall: How a Local-First MCP Server Sanitizes Email HTML to Stop Prompt Injection Before the LLM Sees It

#agents #llm #mcp #security

1

6 min read

mech.app

Oct 17

Time-Blocking Automation: What Akiflow Exposes About Agent Scheduling Primitives

#ai #architecture #automation #productivity

1

6 min read

mech.app

Oct 17

Anthropic's 100 Overcharge Bug: What Internationalization Failures Reveal About Agent Payment Pipelines

#api #architecture #backend #security

1

4 min read

mech.app

Oct 17

Scientific Agent Skills: How 177 Validated Tools Turn Any Agent Into a Lab Scientist

1

6 min read

mech.app

Oct 17

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

6 min read

mech.app

Oct 16

Tamnoon's Agentic Cloud Remediation: How Auto-Fix Agents Navigate the Gap Between Detection and Safe Production Changes

1

5 min read

mech.app

Oct 16

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

#architecture #backend #fintech

1

6 min read

mech.app

Oct 16

GitHub Actions Workflow Lockfiles: How Pinned Action Versions Prevent Supply-Chain Attacks in CI/CD Pipelines

#cicd #devops #github #security

1

5 min read

mech.app

Oct 16

OpenViking's Self-Evolving Context Database: How Agent Memory, RAG, and Skills Unify Under One Storage Layer

#ai #architecture #database #rag

1

5 min read

mech.app

Oct 16

VSCan: What Scanning Malicious VSCode Extensions Reveals About Agent Tool Privilege Boundaries

#cybersecurity #security #tools #vscode

1

5 min read

mech.app

Oct 15

First-Price Auctions for Agent Prompt Routing: How Agentic Markets Price Inference Costs Against Expected Reward

#agents #ai #llm #systemdesign

1

6 min read

mech.app

Oct 15

Anthropic's Official Plugin Directory: What Immutable Slugs and Auto-Migration Teach About Agent Tool Versioning

#agents #ai #claude #github

1

6 min read

mech.app

Oct 15

Scion: How Anthropic Replaced Git with Centralized Source Control for 30,000 Agent-Generated Commits Per Day

#agents #ai #architecture #llm

1

5 min read

mech.app

Oct 15

MovingLake's Bidirectional Connectors: How Real-Time ETL Agents Skip the Data Warehouse

#api #architecture #data #systemdesign

1

5 min read

mech.app

Oct 15

AI Agent Containment Failures: The Missing Security Primitives

1

6 min read

mech.app

Oct 15

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

#ai #cli #opensource #python

1

7 min read

mech.app

Oct 14

Anchor Browser + AgentCore Payments: How AWS Agents Pay for x402-Protected APIs Without Exposing Wallet Keys

#agents #aws #blockchain #web3

1

5 min read

Writing Debut