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ai-agents
246 postsRust Is a Harness: Why AI Coding Agents Favor Strict Languages
As AI coding agents write more software, Rust's strict compiler and type system turn verification into a competitive advantage over ergonomics.
How to Become a Forward Deployed Engineer in 2026
A concrete 2026 roadmap to becoming a Forward Deployed Engineer: key skills, portfolio artifacts, interview stages, and a realistic prep timeline.
Claude Code Left 10 Orphaned Busy-Loops Burning a Laptop's CPU
A Claude Code session left 10 orphaned busy-loops running for two days, pegging CPU. Here's how it was diagnosed and fixed.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comHeimdall MCP 1.5.0 Adds Resource Locks to Stop Silent Overwrites
Heimdall MCP 1.5.0 adds resource locks across MCP tools and native editor actions, closing a race condition where concurrent agents overwrite each other silently.
Deja: Open-Source Local Memory Layer for Coding Agents
Deja indexes Claude Code, Codex CLI and opencode session logs into a local, redacted memory layer with MCP recall, auto-context, and SSH sync.
MCP Design Patterns: 6 Architectures for AI Tool Servers
Six practical MCP server architectures: API wrapper, composite service, resource-oriented, agent-backed, event-driven, and gateway patterns explained.
Agentic Workflows Should Mature Into Deterministic Code
New research shows agentic workflows should mature into deterministic code as patterns repeat, using LangGraph as the visible seam.
Auditing My AI's Slack Access Revealed a Safety Check I Never Used
An engineer audited an AI agent's Slack access logs and found a safety check meant for high-stakes messages had never actually fired.
Proof-Adjusted Autonomy: Why a '90% Autonomous' Agent Is Really 61.6%
Why AI agents claiming 90% autonomy actually deliver 61.6% verifiable work — introducing Proof-Adjusted Autonomy and the concept of Proof Debt.
Loop Engineering: Fixing a Guardrail That Fired Wrong
How to fix a misfiring guardrail check in an agent loop without deleting it—why weakening checks silently disables real catches.