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Evaluation-Aware Memory: How Agents Should Remember What They Can Prove

Evaluation-Aware Memory: How Agents Should Remember What They Can Prove

Agent memory should promote facts only after evals prove they improve task outcomes, not just because retrieval found them.

4 min read
Runtime Policy Enforcement for AI Agents: The Guardrails That Need to Execute

Runtime Policy Enforcement for AI Agents: The Guardrails That Need to Execute

A practical guide to enforcing agent policy at runtime, before tools execute and business actions become incidents.

10 min read
Swarm Intelligence for Builders: When Distributed Agents Actually Help

Swarm Intelligence for Builders: When Distributed Agents Actually Help

A practical guide to when swarm intelligence helps builders, when a single agent wins, and how to avoid coordination tax.

9 min read
Agent Accountability Is Becoming Runtime Infrastructure

Agent Accountability Is Becoming Runtime Infrastructure

Agent accountability is becoming runtime infrastructure: identity, delegated authority, trace logs, approvals and incident reconstruction.

3 min read
Multimodal Agents Are Still Missing the Workflow

Multimodal Agents Are Still Missing the Workflow

Multimodal agents can see and act in interfaces, but production value still depends on workflow grounding, reliable UI actions and verification.

4 min read
Million-Token Context Still Fails the Workload Test

Million-Token Context Still Fails the Workload Test

Anthropic reported on February 5, 2026 that Claude Opus 4.6 scored 76% on the 8-needle 1M-token MRCR v2 test while Claude Sonnet 4.5 scored 18.5% on the...

7 min read
Agent Commerce Is a Trust Layer Before It Is a Marketplace

Agent Commerce Is a Trust Layer Before It Is a Marketplace

Google's Agent Payments Protocol launched with more than 60 supporting organizations, while the Linux Foundation says A2A passed 150 supporting...

10 min read
Coding Agent Benchmarks Hit the Generalization Wall

Coding Agent Benchmarks Hit the Generalization Wall

Scale's SWE-Bench Pro public leaderboard reports that top models scoring above 70% on SWE-Bench Verified fall to 23.3% for OpenAI GPT-5 and 23.1% for...

6 min read
The Emergence of Specialized Agent Ecosystems: From General-Purpose to Task-Specific AI

The Emergence of Specialized Agent Ecosystems: From General-Purpose to Task-Specific AI

▶️ LISTEN TO THIS ARTICLE Your browser does not support the audio element. March 18, 2026 | Swarm Signal Analysis The Shift from General to Specialized For years, the AI community has pursued the holy grail of general artificial intelligence—a single system capable of performing any intellectual task a human can.

6 min read
The Lobster in the Machine: Why OpenClaw is More Than Just Another AI Framework

The Lobster in the Machine: Why OpenClaw is More Than Just Another AI Framework

▶️ LISTEN TO THIS ARTICLE Your browser does not support the audio element. The Lobster in the Machine: Why OpenClaw is More Than Just Another AI Framework The entire AI industry is converging on agents. Anthropic, Moonshot, and OpenAI are all racing to build more autonomous, capable systems. But while the

5 min read
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