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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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Midship's Document Extraction API: How Agents Turn Unstructured PDFs into Structured Tool Inputs
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Midship's Document Extraction API: How Agents Turn Unstructured PDFs into Structured Tool Inputs

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5 min read
Aegis: eBPF Sandboxing for LLM Agents. How Kernel-Level Syscall Filtering Stops Rogue Tool Calls
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Aegis: eBPF Sandboxing for LLM Agents. How Kernel-Level Syscall Filtering Stops Rogue Tool Calls

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6 min read
Anthropic's Skills Repository: How Claude Loads Dynamic Instructions to Extend Agent Capabilities Without Retraining
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Anthropic's Skills Repository: How Claude Loads Dynamic Instructions to Extend Agent Capabilities Without Retraining

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6 min read
Classify the Job First: How Agent Routers Decide Between Local Execution and Remote Hosts
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Classify the Job First: How Agent Routers Decide Between Local Execution and Remote Hosts

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6 min read
AgentCore Memory Lifecycle: How AWS Prunes, Scores, and Consolidates Agent Memories on a Nightly Schedule
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AgentCore Memory Lifecycle: How AWS Prunes, Scores, and Consolidates Agent Memories on a Nightly Schedule

#ai #architecture #automation #aws
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6 min read
SWE-Gate: Why Passing Tests Isn't Enough for Agent-Generated Code
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SWE-Gate: Why Passing Tests Isn't Enough for Agent-Generated Code

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6 min read
Moadim: Git-Based Agent Scheduling and the Unix Philosophy for Agentic Cron
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Moadim: Git-Based Agent Scheduling and the Unix Philosophy for Agentic Cron

#agents #automation #git #rust
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6 min read
HarnessRouter: How a Unified Interface Exposes the Hidden Plumbing of Agent Evaluation Harnesses
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HarnessRouter: How a Unified Interface Exposes the Hidden Plumbing of Agent Evaluation Harnesses

#agents #ai #architecture #softwareengineering
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5 min read
Automatisch: Self-Hosted Workflow Orchestration and What It Teaches Agent Builders
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Automatisch: Self-Hosted Workflow Orchestration and What It Teaches Agent Builders

#agents #architecture #automation #opensource
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7 min read
The Generalist Engineer's Dilemma: Why Agent Infrastructure Demands Breadth Over Depth
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The Generalist Engineer's Dilemma: Why Agent Infrastructure Demands Breadth Over Depth

#agents #ai #architecture #softwareengineering
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6 min read
Measuring the Multi-Agent Fork Tax
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Measuring the Multi-Agent Fork Tax

#agents #ai #architecture
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5 min read
HydraFusion: How GitHub Routes Coding Tasks Across Multiple Models to Match Frontier Performance at Lower Cost
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HydraFusion: How GitHub Routes Coding Tasks Across Multiple Models to Match Frontier Performance at Lower Cost

#agents #architecture #github #llm
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5 min read
Gating Agent Shell Access: Why Containers Aren't Enough and Approval Loops Break
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Gating Agent Shell Access: Why Containers Aren't Enough and Approval Loops Break

#agents #automation #cybersecurity #security
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7 min read
Portless: Stable .localhost URLs for Agent Workflows
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Portless: Stable .localhost URLs for Agent Workflows

#cli #softwareengineering #tooling #typescript
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6 min read
Pipedream's Workflow Runtime: How a Lambda-Based Integration Platform Handles State, Retries, and Cross-Service Orchestration
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Pipedream's Workflow Runtime: How a Lambda-Based Integration Platform Handles State, Retries, and Cross-Service Orchestration

#api #architecture #aws #serverless
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5 min read
Context Plugins: Typed SDK References for Agent API Integration
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Context Plugins: Typed SDK References for Agent API Integration

#agents #ai #api #softwareengineering
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6 min read
Getting Agents to Stop Assuming: What a First AWS Agent Workflow Reveals About Constraint Design
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Getting Agents to Stop Assuming: What a First AWS Agent Workflow Reveals About Constraint Design

#agents #ai #aws #llm
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6 min read
Wuphf: Git-Backed Agent Memory and the New Attack Surface of Cloneable Knowledge Graphs
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Wuphf: Git-Backed Agent Memory and the New Attack Surface of Cloneable Knowledge Graphs

#agents #ai #llm #security
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6 min read
Competitive Market Behavior of LLMs: What Auction Experiments Reveal About Agent Bidding, Collusion, and Price Discovery
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Competitive Market Behavior of LLMs: What Auction Experiments Reveal About Agent Bidding, Collusion, and Price Discovery

#agents #ai #llm
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6 min read
MCPTunnels: What ngrok for MCP Reveals About Agent Tool Security and OAuth Boundaries
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MCPTunnels: What ngrok for MCP Reveals About Agent Tool Security and OAuth Boundaries

#agents #authentication #networking #security
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6 min read
x402-secure: How t54 Built a Trust Gate for 20 Million Autonomous Agent Payments
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x402-secure: How t54 Built a Trust Gate for 20 Million Autonomous Agent Payments

#agents #ai #aws #security
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6 min read
Almanac's Company-Context Agent: How YC S26 Wires Internal Knowledge into Every LLM Call
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Almanac's Company-Context Agent: How YC S26 Wires Internal Knowledge into Every LLM Call

#agents #ai #llm #rag
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6 min read
Pi Agent Harness: What a Unified LLM API and Agent Loop Reveal About Tool-Calling Boundaries
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Pi Agent Harness: What a Unified LLM API and Agent Loop Reveal About Tool-Calling Boundaries

#agents #api #architecture #llm
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7 min read
Authorizer 2.4: What Open-Source Auth for AI Agents Reveals About Identity Boundaries
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Authorizer 2.4: What Open-Source Auth for AI Agents Reveals About Identity Boundaries

#ai #authentication #opensource #security
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6 min read
Token-Efficient Data Reasoning: How Adaptive Structuring Cuts Agent Costs by Pre-Processing Unstructured Sources
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Token-Efficient Data Reasoning: How Adaptive Structuring Cuts Agent Costs by Pre-Processing Unstructured Sources

#agents #ai #data #llm
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6 min read
Academic Research Skills for Claude Code: How a 165-Skill Pipeline Turns LLMs into Research Assistants Without Full Autonomy
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Academic Research Skills for Claude Code: How a 165-Skill Pipeline Turns LLMs into Research Assistants Without Full Autonomy

#agents #ai #github #llm
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7 min read
GitSpawn: How a Single Git Hook Flaw Lets Untrusted Repos Execute Code in Claude, Cursor, and Other AI Coding Agents
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GitSpawn: How a Single Git Hook Flaw Lets Untrusted Repos Execute Code in Claude, Cursor, and Other AI Coding Agents

#ai #cybersecurity #git #security
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5 min read
Latency Measurement in Algorithmic Trading Systems: What Sub-Microsecond Optimization Teaches Agent Builders
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Latency Measurement in Algorithmic Trading Systems: What Sub-Microsecond Optimization Teaches Agent Builders

#agents #architecture #performance #systemdesign
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6 min read
Agent Plugin Manifests: Why Strict JSON Schema Validation Prevents Runtime Tool Failures
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Agent Plugin Manifests: Why Strict JSON Schema Validation Prevents Runtime Tool Failures

#agents #api #architecture #softwareengineering
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6 min read
Seven Layers of Observability: How AWS Bedrock's Managed Knowledge Base Instruments Multi-Agent Retrieval
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Seven Layers of Observability: How AWS Bedrock's Managed Knowledge Base Instruments Multi-Agent Retrieval

#architecture #aws #infrastructure #monitoring
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5 min read
Qlib's Agent-Driven Quant Research Loop: How Microsoft Wires RD-Agent into Production Trading Infrastructure
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Qlib's Agent-Driven Quant Research Loop: How Microsoft Wires RD-Agent into Production Trading Infrastructure

#agents #ai #architecture #machinelearning
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7 min read
ChatGPT Work's Hidden Architecture: What 223 Tools and 44 Skills Reveal About Agent Execution Boundaries
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ChatGPT Work's Hidden Architecture: What 223 Tools and 44 Skills Reveal About Agent Execution Boundaries

#agents #ai #architecture #openai
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6 min read
Minicor: Desktop RPA Infrastructure for AI Agents on Windows
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Minicor: Desktop RPA Infrastructure for AI Agents on Windows

#agents #ai #automation #infrastructure
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5 min read
When AI Agents Delete Your Emails: Authorization Boundaries in Agentic Systems
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When AI Agents Delete Your Emails: Authorization Boundaries in Agentic Systems

#agents #ai #cybersecurity #security
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6 min read
NautilusTrader: Event-Driven Architecture for Microsecond Trading Agents
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NautilusTrader: Event-Driven Architecture for Microsecond Trading Agents

#architecture #opensource #performance #rust
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6 min read
Corsair's REST-First Integration Layer: Why MCP Alone Isn't Enough for Production Agent Tooling
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Corsair's REST-First Integration Layer: Why MCP Alone Isn't Enough for Production Agent Tooling

#agents #api #backend #mcp
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7 min read
Governed Agent Reporting: S3 Access Points as Knowledge Boundaries
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Governed Agent Reporting: S3 Access Points as Knowledge Boundaries

#ai #architecture #aws #infrastructure
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5 min read
FinBridge MCP: How Korean Stock Market Data Becomes Agent-Readable Without Breaking Exchange Rate Limits
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FinBridge MCP: How Korean Stock Market Data Becomes Agent-Readable Without Breaking Exchange Rate Limits

#agents #ai #api #mcp
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6 min read
Verdict: Evidence-First Agent Harness for Reproducible Bug Fixes
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Verdict: Evidence-First Agent Harness for Reproducible Bug Fixes

#agents #debugging #llm #testing
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5 min read
Persona-Execution Separation: Why Governed AI Agents Need Two Trust Domains
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Persona-Execution Separation: Why Governed AI Agents Need Two Trust Domains

#agents #ai #architecture #llm
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5 min read
ODS: What Installing a Local AI Server Reveals About Agent Deployment Isolation
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ODS: What Installing a Local AI Server Reveals About Agent Deployment Isolation

#agents #ai #architecture #docker
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7 min read
Grith's Security Proxy: How to Sandbox AI Coding Agents Without Breaking Their Workflow
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Grith's Security Proxy: How to Sandbox AI Coding Agents Without Breaking Their Workflow

#agents #ai #cybersecurity #security
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6 min read
Laravel + Python Agent Architecture: What a Hybrid Stack Reveals About Orchestration, State, and Tool Boundaries
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Laravel + Python Agent Architecture: What a Hybrid Stack Reveals About Orchestration, State, and Tool Boundaries

#agents #architecture #laravel #python
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5 min read
Natera's Voice Agent: Dual WebSockets and Event-Driven Latency Masking for Sub-7-Second Appointment Booking
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Natera's Voice Agent: Dual WebSockets and Event-Driven Latency Masking for Sub-7-Second Appointment Booking

#agents #ai #architecture #llm
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6 min read
Chrome DevTools MCP: How Google Wired Puppeteer, CDP, and Performance Traces into a Single Agent Interface
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Chrome DevTools MCP: How Google Wired Puppeteer, CDP, and Performance Traces into a Single Agent Interface

#agents #architecture #automation #mcp
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7 min read
RedEvoAgent: Experience-Driven Red-Teaming Agents That Evolve Jailbreak Skills
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RedEvoAgent: Experience-Driven Red-Teaming Agents That Evolve Jailbreak Skills

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5 min read
Chess-Inspired API Discovery: How Escape Maps Shadow Endpoints Before Agents Call Them
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Chess-Inspired API Discovery: How Escape Maps Shadow Endpoints Before Agents Call Them

#agents #api #cybersecurity #security
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6 min read
Cloudflare AI Search: Managed Vector Indexing and the Economics of Agent Search Infrastructure
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Cloudflare AI Search: Managed Vector Indexing and the Economics of Agent Search Infrastructure

#ai #infrastructure #rag #search
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5 min read
OpenHands Agent Canvas: Multi-Backend Orchestration for Coding Agents
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OpenHands Agent Canvas: Multi-Backend Orchestration for Coding Agents

#agents #architecture #automation #backend
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6 min read
Inline Reference Monitoring for Coding Agents: How Small Models and Program Analysis Beat GPT-5.5 on Security Benchmarks
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Inline Reference Monitoring for Coding Agents: How Small Models and Program Analysis Beat GPT-5.5 on Security Benchmarks

#agents #cybersecurity #llm #security
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8 min read
DSA: Evidence-Aware Orchestration for Multi-Market Stock Research Agents
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DSA: Evidence-Aware Orchestration for Multi-Market Stock Research Agents

#agents #ai #architecture #llm
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6 min read
GitHub Agent Apps: How Four Agents Wire Together Across the SDLC Without Leaving the IDE
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GitHub Agent Apps: How Four Agents Wire Together Across the SDLC Without Leaving the IDE

#agents #ai #architecture #github
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5 min read
Backprompter's Zero-Backend Agent Deployment: How Client-Side Orchestration Eliminates Infrastructure Setup
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Backprompter's Zero-Backend Agent Deployment: How Client-Side Orchestration Eliminates Infrastructure Setup

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6 min read
GitHub Actions Checkout v7: Why Fork Pull Request Safety Required a 362KB Credential Isolation Rewrite
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GitHub Actions Checkout v7: Why Fork Pull Request Safety Required a 362KB Credential Isolation Rewrite

#cicd #devops #github #security
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5 min read
Why VMs Won't Contain Cyber-Capable Agents: Trail of Bits on Sandbox Escape Vectors
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Why VMs Won't Contain Cyber-Capable Agents: Trail of Bits on Sandbox Escape Vectors

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6 min read
Runtime Intervention for LLMs: How Mentat Steers Agent Reasoning Without Fine-Tuning
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Runtime Intervention for LLMs: How Mentat Steers Agent Reasoning Without Fine-Tuning

#agents #ai #api #llm
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4 min read
Agent-to-Agent Discovery in SMESH: Why Coordination Isn't Enough Without Runtime Introductions
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Agent-to-Agent Discovery in SMESH: Why Coordination Isn't Enough Without Runtime Introductions

#agents #architecture #rust #software
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6 min read
AgentCore Evaluations: How AWS Built a Framework-Agnostic Eval Layer Using OpenTelemetry as the Contract
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AgentCore Evaluations: How AWS Built a Framework-Agnostic Eval Layer Using OpenTelemetry as the Contract

#agents #ai #aws #llm
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6 min read
Constraint Weakening in LLM Agent Workflows: Why \\\\\\\"Must\\\\\\\" Becomes \\\\\\\"Maybe\\\\\\\" Across Multi-Stage Pipelines
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Constraint Weakening in LLM Agent Workflows: Why \\\\\\\"Must\\\\\\\" Becomes \\\\\\\"Maybe\\\\\\\" Across Multi-Stage Pipelines

#agents #ai #llm #softwareengineering
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6 min read
Agent Vault: HTTP Credential Proxy for AI Agent Tool Calls
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Agent Vault: HTTP Credential Proxy for AI Agent Tool Calls

#agents #ai #architecture #security
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5 min read
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