Automation
Time-Blocking Automation: What Akiflow Exposes About Agent Scheduling Primitives
Calendar-task unification reveals the plumbing agents need for scheduling: constraint satisfaction, API orchestration, and execution-window allocation.
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AI Agents
InboxWall: How a Local-First MCP Server Sanitizes Email HTML to Stop Prompt Injection Before the LLM Sees It
Email HTML sanitization as a pre-processing security boundary for agent tool chains, implemented as an MCP server that strips CSS and Unicode injection...
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Latest Analysis
Security
From Markdown Logs to SQLite: How AppSec Agents Choke on Their Own Output
Security agents hit context limits on their own logs. Switching from markdown to queryable SQLite fixes state recovery and tool handoff.
Financial
Anthropic's 100× Overcharge Bug: What Internationalization Failures Reveal About Agent Payment Pipelines
A decimal separator parsing bug charged $10,000 instead of $100, exposing critical gaps in agent billing infrastructure and locale-aware validation.
Dev Tools
Scientific Agent Skills: How 177 Validated Tools Turn Any Agent Into a Lab Scientist
Examine the plumbing behind a production-grade agent skills library: validation patterns, database integration boundaries, and cross-agent compatibility.
AI Agents
Four Gemini Agents Beat Minecraft: What Multi-Agent Coordination in a Sandbox World Reveals About Shared Memory and Role Emergence
Google's four-agent Minecraft team defeated the Ender Dragon through emergent coordination. Here's the plumbing: shared memory, Mineflayer tool boundari...
AI Agents
Tamnoon's Agentic Cloud Remediation: How Auto-Fix Agents Navigate the Gap Between Detection and Safe Production Changes
How Tamnoon's Tami agent orchestrates investigation, validation, and rollback for autonomous cloud security remediation without breaking production.
Financial
Stoke Money's Cash Flow Forecast Engine: How Real-Time Financial Projections Replace Static Budget Categories
Technical breakdown of forecast-driven personal finance: data pipelines, recalculation triggers, and how transaction streams update multi-week projections.
Dev Tools
GitHub Actions Workflow Lockfiles: How Pinned Action Versions Prevent Supply-Chain Attacks in CI/CD Pipelines
Workflow lockfiles pin GitHub Actions to commit SHAs, creating immutable dependency graphs that block malicious updates from compromising build agents.
AI Agents
OpenViking's Self-Evolving Context Database: How Agent Memory, RAG, and Skills Unify Under One Storage Layer
OpenViking treats agent context as a unified database problem with self-evolution primitives, merging memory, RAG, and skills into one adaptive layer.