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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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AI-DLC: How AWS Built Harness-Neutral Workflow Rules That Run in Claude Code, Cursor, and Seven Other Agents
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AI-DLC: How AWS Built Harness-Neutral Workflow Rules That Run in Claude Code, Cursor, and Seven Other Agents

#agents #ai #architecture #aws
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6 min read
HyperProbe: Read-Only Production Debugging with Virtual Breakpoints
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HyperProbe: Read-Only Production Debugging with Virtual Breakpoints

#agents #debugging #security #softwaredevelopment
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5 min read
The A2A CLI on AWS: One Client for Lightsail, Bedrock AgentCore and Localhost
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The A2A CLI on AWS: One Client for Lightsail, Bedrock AgentCore and Localhost

#agents #aws #cli #cloud
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6 min read
Signed, Sealed, Leaked: Trust Beyond Signature for MCP Toolchains
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Signed, Sealed, Leaked: Trust Beyond Signature for MCP Toolchains

#ai #cybersecurity #mcp #security
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5 min read
Kairos: How Open-Source Risk Decisioning Platforms Handle Real-Time Agent Approval Workflows
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Kairos: How Open-Source Risk Decisioning Platforms Handle Real-Time Agent Approval Workflows

#agents #ai #architecture #security
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4 min read
Shadowgraph: What Building a GitHub Trending Alternative Reveals About Repository Discovery Plumbing
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Shadowgraph: What Building a GitHub Trending Alternative Reveals About Repository Discovery Plumbing

#showdev #github #opensource #programming
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6 min read
Amazon Bedrock AgentCore: How AWS Built Multi-Agent Orchestration for Engineering Decision Workflows
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Amazon Bedrock AgentCore: How AWS Built Multi-Agent Orchestration for Engineering Decision Workflows

#agents #ai #architecture #aws
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6 min read
GitHub Octoverse 2026: What 7.38 Billion Monthly Commits Reveal About Agent-Generated Code Infrastructure
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GitHub Octoverse 2026: What 7.38 Billion Monthly Commits Reveal About Agent-Generated Code Infrastructure

#agents #ai #github #llm
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6 min read
MCP Tool Poisoning: How Attacker-Controlled Tool Descriptions Bypass Agent Framework Validation
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MCP Tool Poisoning: How Attacker-Controlled Tool Descriptions Bypass Agent Framework Validation

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5 min read
AgentCore Gateway: How MoEngage Turned 400 Private APIs Into Permission-Scoped Agent Tools
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AgentCore Gateway: How MoEngage Turned 400 Private APIs Into Permission-Scoped Agent Tools

#agents #ai #aws #infrastructure
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7 min read
Kitaru's Agent Harness: How ZenML Builds Durable, Replayable Agent Systems with MLOps Primitives
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Kitaru's Agent Harness: How ZenML Builds Durable, Replayable Agent Systems with MLOps Primitives

#agents #ai #architecture #infrastructure
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6 min read
Hazmat Suits for AI Agents: Why Secrets-First Architecture Beats Prompt Hardening
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Hazmat Suits for AI Agents: Why Secrets-First Architecture Beats Prompt Hardening

1
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4 min read
Pre-Production Eval Harnesses for Contact Center Agents: How to Test Policy Compliance Before Tool Hallucinations Reach Customers
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Pre-Production Eval Harnesses for Contact Center Agents: How to Test Policy Compliance Before Tool Hallucinations Reach Customers

#agents #ai #llm #testing
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5 min read
Vercel's scriptc: How TypeScript-to-Native Compilation Exposes the Missing Primitives in Agent Deployment
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Vercel's scriptc: How TypeScript-to-Native Compilation Exposes the Missing Primitives in Agent Deployment

#architecture #javascript #opensource #typescript
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7 min read
dlt's Auto-Schema Pipeline: How Python Data Loaders Infer Structure Without Predefined Models
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dlt's Auto-Schema Pipeline: How Python Data Loaders Infer Structure Without Predefined Models

#database #dataengineering #opensource #python
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4 min read
Running an Issue-Fixing Agent on a $6 Fly Machine: Queue Design, Budget Boundaries, and Real Failure Modes
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Running an Issue-Fixing Agent on a $6 Fly Machine: Queue Design, Budget Boundaries, and Real Failure Modes

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5 min read
ID2Pattern: How Payment Risk Models Pretrain on High-Cardinality Identity Fields Without Exploding Vocabulary
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ID2Pattern: How Payment Risk Models Pretrain on High-Cardinality Identity Fields Without Exploding Vocabulary

#ai #data #machinelearning #security
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6 min read
Spawn's Hourly Ship Cycle: What Happens When Agents Deploy to Production Every 60 Minutes
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Spawn's Hourly Ship Cycle: What Happens When Agents Deploy to Production Every 60 Minutes

#agents #automation #devops #softwaredevelopment
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5 min read
AiSOC: How an Open-Source AI Security Operations Center Audits Every Agent Decision
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AiSOC: How an Open-Source AI Security Operations Center Audits Every Agent Decision

#agents #ai #opensource #security
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6 min read
Singapore's FinTech AI Review Mandate: What Independent Audits Reveal About Agent Compliance Boundaries
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Singapore's FinTech AI Review Mandate: What Independent Audits Reveal About Agent Compliance Boundaries

#agents #ai #fintech #security
1
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5 min read
Human-in-the-Loop for Destructive MCP Tools: A TypeScript Pattern for Agent Approval Gates
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Human-in-the-Loop for Destructive MCP Tools: A TypeScript Pattern for Agent Approval Gates

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5 min read
AI Agents as Model Interpreters: How Healthcare Institutions Bridge the Gap Between Complex Analytics and Clinical Decision-Making
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AI Agents as Model Interpreters: How Healthcare Institutions Bridge the Gap Between Complex Analytics and Clinical Decision-Making

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7 min read
Paperclip's Agent Orchestration Stack: How Multi-Agent Teams Track Work, Budgets, and Tool Permissions in Production
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Paperclip's Agent Orchestration Stack: How Multi-Agent Teams Track Work, Budgets, and Tool Permissions in Production

#agents #ai #architecture #opensource
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6 min read
Warp.dev's Agent Trace Leak: What Happens When Terminal Telemetry Captures Secret Keys
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Warp.dev's Agent Trace Leak: What Happens When Terminal Telemetry Captures Secret Keys

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6 min read
Guardrails, Evals, and Autonomy Levels: Production Agent Workflow Architecture
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Guardrails, Evals, and Autonomy Levels: Production Agent Workflow Architecture

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6 min read
GitHub Octoverse 2026: What 7.38 Billion Monthly Commits Reveal About Agent-Generated Code at Scale
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GitHub Octoverse 2026: What 7.38 Billion Monthly Commits Reveal About Agent-Generated Code at Scale

#devops #ai #github #agents
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5 min read
Deep Agents: How LangChain's Batteries-Included Harness Wires Sub-Agents, Filesystem Backends, and Persistent Memory
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Deep Agents: How LangChain's Batteries-Included Harness Wires Sub-Agents, Filesystem Backends, and Persistent Memory

#ai #architecture #agents #python
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9 min read
AGENTS.md Poisoning: Why Your Downloads Folder Is a Security Boundary for Coding Agents
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AGENTS.md Poisoning: Why Your Downloads Folder Is a Security Boundary for Coding Agents

#llm #security #agents #cybersecurity
3
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5 min read
Qwen Code's Multi-Protocol Agent Runtime: How One Terminal Agent Switches Between OpenAI, Anthropic, and Local Models at Runtime
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Qwen Code's Multi-Protocol Agent Runtime: How One Terminal Agent Switches Between OpenAI, Anthropic, and Local Models at Runtime

#llm #agents #architecture #ai
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7 min read
Agent.reviews: How AI Agents Write Product Reviews and What It Reveals About Tool Feedback Loops
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Agent.reviews: How AI Agents Write Product Reviews and What It Reveals About Tool Feedback Loops

#softwaredevelopment #tooling #agents #ai
1
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6 min read
Indirect Prompt Injection via Repository Files: How Coding Agents Inherit Instructions from Untrusted Sources
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Indirect Prompt Injection via Repository Files: How Coding Agents Inherit Instructions from Untrusted Sources

#security #agents #llm #cybersecurity
1
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5 min read
QA Studio's Team Management Layer: How Multi-Tenant Test Ownership Prevents Agent-Generated Test Chaos
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QA Studio's Team Management Layer: How Multi-Tenant Test Ownership Prevents Agent-Generated Test Chaos

#management #agents #aws #testing
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5 min read
Post-Agentic Economics: What Happens When Digital Labor Becomes Abundant and Agents Manage Other Agents
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Post-Agentic Economics: What Happens When Digital Labor Becomes Abundant and Agents Manage Other Agents

#agents #architecture #infrastructure #ai
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6 min read
OpenBot's AG-UI Runtime: Per-Agent Browser Isolation and Audit-First Orchestration
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OpenBot's AG-UI Runtime: Per-Agent Browser Isolation and Audit-First Orchestration

#agents #opensource #security #ai
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6 min read
Concordat: How Session Types Enforce Agent Conversation Rules Without Prompt Engineering
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Concordat: How Session Types Enforce Agent Conversation Rules Without Prompt Engineering

#softwareengineering #agents #llm #ai
Comments 1
7 min read
Four Loopholes in Denylist-Based Agent Command Approval: Why Blacklisting Shell Commands Fails at Scale
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Four Loopholes in Denylist-Based Agent Command Approval: Why Blacklisting Shell Commands Fails at Scale

#agents #ai #security
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5 min read
DHS Data Breach: What 41,000 Leaked Employee Records Reveal About Agency Infrastructure Security
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DHS Data Breach: What 41,000 Leaked Employee Records Reveal About Agency Infrastructure Security

#cybersecurity #infosec #security
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6 min read
AWS AgentCore's Multi-Account Architecture: How Separate Inference and Tool Gateways Enforce Agent Governance at Scale
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AWS AgentCore's Multi-Account Architecture: How Separate Inference and Tool Gateways Enforce Agent Governance at Scale

#agents #architecture #aws #security
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7 min read
ThinkRail's Agent Skill System: How JetBrains Built Self-Extending IDE Capabilities Around Living Specs
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ThinkRail's Agent Skill System: How JetBrains Built Self-Extending IDE Capabilities Around Living Specs

#agents #typescript #architecture #ai
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5 min read
NATS for Agent Orchestration: Why Message Brokers Beat HTTP for Multi-Agent Coordination
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NATS for Agent Orchestration: Why Message Brokers Beat HTTP for Multi-Agent Coordination

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6 min read
n8n Email Agent Prompt Injection: 60 Attacks, 0 Defenses That Worked
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n8n Email Agent Prompt Injection: 60 Attacks, 0 Defenses That Worked

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7 min read
Test-Time Communication in Trading Agent Swarms: How Independent Accounts Force New Coordination Primitives
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Test-Time Communication in Trading Agent Swarms: How Independent Accounts Force New Coordination Primitives

#agents #ai #llm #machinelearning
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6 min read
Proc-CLI: What an Agent-Friendly Process Manager Reveals About CLI Design for Autonomous Tools
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Proc-CLI: What an Agent-Friendly Process Manager Reveals About CLI Design for Autonomous Tools

#agents #automation #cli #softwaredevelopment
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4 min read
Claude SEO's 19-Agent Architecture: How 26 Sub-Skills Coordinate Technical Audits Without a Central Orchestrator
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Claude SEO's 19-Agent Architecture: How 26 Sub-Skills Coordinate Technical Audits Without a Central Orchestrator

#agents #ai #architecture #llm
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6 min read
CodeRabbit Secure: How Cross-Repository Security Agents Trace Vulnerabilities Across Dependency Graphs
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CodeRabbit Secure: How Cross-Repository Security Agents Trace Vulnerabilities Across Dependency Graphs

#agents #architecture #cybersecurity #security
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6 min read
GEAR: How Feature-Based Code Generation Abstracts Away Multi-Agent Framework Lock-In
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GEAR: How Feature-Based Code Generation Abstracts Away Multi-Agent Framework Lock-In

#agents #ai #architecture #llm
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5 min read
HIPAA-Eligible AI Agents: What Amazon Quick's Compliance Architecture Reveals About PHI Flow and Audit Boundaries
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HIPAA-Eligible AI Agents: What Amazon Quick's Compliance Architecture Reveals About PHI Flow and Audit Boundaries

#ai #architecture #aws #security
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5 min read
Web Search API Economics for AI Agents: Why a 47 Price Spread Matters for Tool Selection
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Web Search API Economics for AI Agents: Why a 47 Price Spread Matters for Tool Selection

#agents #ai #api #llm
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6 min read
Last30Days: How a Multi-Platform Agent Skill Scores Search Results by Real Money and Engagement
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Last30Days: How a Multi-Platform Agent Skill Scores Search Results by Real Money and Engagement

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7 min read
Markdown as Malware: How AI Agents Turn Downloads Folders into Instruction Injection Vectors
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Markdown as Malware: How AI Agents Turn Downloads Folders into Instruction Injection Vectors

#agents #ai #cybersecurity #security
Comments 1
6 min read
Markets of Minds: How Shared Model Capacity Turns Agent Orchestration Into an Allocation Problem
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Markets of Minds: How Shared Model Capacity Turns Agent Orchestration Into an Allocation Problem

#agents #ai #llm #systemdesign
1
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6 min read
Black-Box Testing with AI Agents: Test the Rules, Not the Code
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Black-Box Testing with AI Agents: Test the Rules, Not the Code

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6 min read
AWS Bedrock Knowledge Base Routing: How CDK Deploys Seven-Layer Observability for Multi-KB Agent Retrieval
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AWS Bedrock Knowledge Base Routing: How CDK Deploys Seven-Layer Observability for Multi-KB Agent Retrieval

#ai #architecture #aws
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5 min read
Gemini CLI's MCP Client Architecture: Discovery, Auth, and Lifecycle Management
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Gemini CLI's MCP Client Architecture: Discovery, Auth, and Lifecycle Management

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7 min read
Screenpipe's Local Recording Loop: How Screen and Audio Capture Becomes Agent Memory Without Cloud Sync
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Screenpipe's Local Recording Loop: How Screen and Audio Capture Becomes Agent Memory Without Cloud Sync

#agents #ai #architecture
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6 min read
Abliterated Models in Production: What Removing Safety Guardrails Means for Agent Security Boundaries
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Abliterated Models in Production: What Removing Safety Guardrails Means for Agent Security Boundaries

#agents #ai #llm #security
1
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6 min read
Email-to-Trading-Journal Agents: How Broker Notification Parsing Becomes Stateful Position Tracking
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Email-to-Trading-Journal Agents: How Broker Notification Parsing Becomes Stateful Position Tracking

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4 min read
Anthropic Sandbox Runtime: OS-Level Agent Sandboxing Without Containers
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Anthropic Sandbox Runtime: OS-Level Agent Sandboxing Without Containers

#agents #claude #llm #security
1
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6 min read
Evidence-Aware RAG Evaluation: Why Ground Truth Coverage Determines Retrieval Scores in Clinical Agent Systems
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Evidence-Aware RAG Evaluation: Why Ground Truth Coverage Determines Retrieval Scores in Clinical Agent Systems

#agents #ai #llm #rag
1
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5 min read
Corgi's Agent-Terminal Multiplexer: How Session Persistence and Context Switching Work When Agents Share a Shell
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Corgi's Agent-Terminal Multiplexer: How Session Persistence and Context Switching Work When Agents Share a Shell

#agents #architecture #cli #terminal
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6 min read
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