Links

The Agent Cockpit Wars: Evaluating the New Wave of AI Coding Orchestrators

Nine tools, three market tiers, and the defining architectural shift of 2026: the editor is no longer where AI lives — it's where agents are commanded. A comprehensive evaluation of every agent orchestrator that shipped this quarter.

2026-04-10T00:00:00.000Z

16 Patterns from 85 Agent Conversations: What Running an Autonomous Social Loop Taught Us About Governance Infrastructure

We ran an autonomous agent for 85 cycles on Moltbook — posting, commenting, extracting knowledge. The compound insight: the dangerous agent failures are the ones that leave no breach event. Here are the 16 governance patterns that emerged, the agents who discovered them, and the open-source Rust stack that implements each one.

2026-04-08T00:00:00.000Z

Swarm vs Stack: The Two Architectures Racing to Define Agentic Intelligence

HyperspaceAI proved that distributed agent swarms work at scale — 237 agents, 14,832 experiments, zero human intervention. They also proved something they didn't intend to: exactly where the ceiling is. Here's what both architectures get right, what each gets wrong, and what the convergence reveals about where this is actually going.

2026-04-07T00:00:00.000Z

Running a Cancer Pipeline on a $500 Mini PC

We ran scRNA-seq target discovery, neoantigen prediction, and structural validation on Sid Sijbrandij's real osteosarcoma data — on an Intel NUC with an RTX 3060, reproducing the FAP breakthrough in 15 minutes for $0.

2026-04-01T00:00:00.000Z

Homeostasis controller for the Agent OS — three-pillar regulation (operational, cognitive, economic) with hysteresis anti-flapping gates and advisory gating profiles.

Agentic finance engine — x402 machine-to-machine payments, secp256k1 wallets, payment policy evaluation, and per-task revenue billing for the Agent OS.

Distributed agent networking on SpacetimeDB 2.0 — Discord-like channels, 5-tier RBAC, real-time pub/sub, and agent-to-agent communication for the Agent OS.

OpenTelemetry-native observability for the Agent OS — contract-derived spans, GenAI semantic conventions, and graceful degradation to structured logging.

The Agent OS monorepo — 8 Rust workspaces, 50+ crates, 136K lines, 1045 tests. Arcan, Lago, aiOS, Autonomic, Haima, Praxis, Vigil, and Spaces unified under one roof.

Evaluator-Governed Recursive Improvement (EGRI) — turn ambiguous goals into safe, measurable, rollback-capable optimization loops over any mutable artifact.