mech.app - DEV Community

mech.app

Oct 22

Graphify: AST-Based Knowledge Graphs for Agent Code Navigation

#agents #ai #llm #softwaredevelopment

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

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

mech.app

Oct 14

The Offscreen Mailbox Attack: What 33 Agent Messages Reveal About Context Window Boundaries and Prompt Injection

#agents #ai #cybersecurity #security

1

6 min read

mech.app

Oct 14

Dense Progress Rewards for Long-Horizon Agents: How Tev Turns Multi-Day Tasks Into Trainable Checkpoints

#agents #ai #machinelearning

1

4 min read

mech.app

Oct 14

SGLang's Agentic Workload Optimization: How a 37K-Star Inference Framework Handles RL Rollouts and Multi-Turn Agent Sessions

1

6 min read

mech.app

Oct 14

Cloudflare's Agentic Security Ops: Separating Evidence from Inference

#agents #ai #llm #security

1

5 min read

mech.app

Oct 13

MissionFlows vs. Workflows: How Adaptive Agent Execution Replaces Static DAGs

#agents #ai #architecture #llm

1

7 min read

mech.app

Oct 13

0sql: How a Semantic-to-SQL Engine Adds Determinism and Security to Agent-Driven Queries

#agents #ai #llm #sql

1

5 min read

mech.app

Oct 13

Supabase MCP Server: How Backend-as-a-Service Becomes Agent-as-a-Service

#ai #backend #database #mcp

5 min read

mech.app

Oct 13

Billion-Context: How 5x Token Compression Lets 100K-Window Agents Handle Month-Long Sessions

#agents #ai #github #llm

5 min read

mech.app

Oct 12

X-AgentRed: How Red-Teaming Multi-Service Agent Ecosystems Exposes Compositional Security Failures

#agents #ai #llm #security

1

6 min read

mech.app

Oct 12

Agent37's $0.37/Month Sandbox: What Low-Cost Agent Isolation Reveals About Deployment Economics

#agents #infrastructure #startup

1

5 min read

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

4

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

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