» Tag
orchestration
18 postsThe Dead-End State Trap: A Hidden Danger in LLM Agent Pipelines
In LLM agent pipelines, safety states added to stop infinite loops can silently create dead-ends that freeze the whole orchestrator, forcing a manual restart.
Orchestrated Agents Over One Prompt: Lessons From a Branding Platform
BrandBrahma's team explains why they chose a four-orchestrator agent architecture over a single LLM call, separating verification tasks from generative ones for reliability.
Bernstein 3.x recap: deterministic replay, evidence bundles, tournament runs
Bernstein 3.x recap: deterministic replay, signed evidence bundles, tournament runs, and durable, resumable runs engineers can verify offline.
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.comagentproto 0.5.0 adds credential brokering, sandboxes, honest cost tracking
agentproto 0.5.0 brings credential brokering, sandboxed agent execution, and four-tier cost-source tagging to its open-source orchestration layer.
How Guided Determinism Balances Autonomy and Reliability in AI Agents
Enterprise AI architecture combining Agent Graph orchestration and guided determinism to balance LLM autonomy with workflow reliability.
Inside the New Agent Swarm: Coordination at 1,000 Commits/Sec
A deep dive into how a new AI agent swarm architecture uses planner-worker hierarchies and a custom VCS to coordinate work at 1,000 commits per second.
Unbounded Agent Spawning Is a Fork Bomb With Good Intentions
Multi-agent LLM orchestration without spawn limits behaves like a fork bomb. Depth, breadth, cost, and privilege bounds fix it — here's how.
AI agents are shifting from loops to graphs
An analysis of the shift from loop-based AI agents to graph-structured architectures, with practical guidance for engineers.
From Single Agent to Orchestration: When Multi-Agent Systems Pay Off
When to move from a single LLM agent to multi-agent orchestration, the production patterns that matter, and a Rust coordinator/worker example.
7 Regression Tests Every AI Agent Should Pass Before Deploy
Discover essential regression tests for AI agents. Ensure a successful deployment with these key evaluations.