agents

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Context Is The New Prompt
Features

Context Is The New Prompt

Prompt engineering hit its ceiling. The teams pulling ahead now are engineering context: retrieval, memory, tool access, not tweaking instructions. Context is the new prompt.

3 min read
2026 Is the Year of the Agent. Here's What the Data Actually Says
signals

2026 Is the Year of the Agent. Here's What the Data Actually Says

Every major cloud vendor and analyst firm agrees: 2026 is the year AI agents go from pilot to production. The data backs them up, but it also reveals the gap between adoption and outcomes is wider than anyone's admitting.

2 min read
Agents That Reshape, Audit, and Trade With Each Other
signals

Agents That Reshape, Audit, and Trade With Each Other

As agents gain autonomy over communication, inspection, and resource negotiation, three converging patterns are redefining multi-agent infrastructure: dynamic topology, embedded auditing, and adversarial trade.

10 min read
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signals

The Budget Problem: Why AI Agents Are Learning to Be Cheap

The next generation of agents will not be defined by peak capability but by their ability to match effort to difficulty. Across every subsystem, the field is converging on the same fix: budget-aware routing.

7 min read
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Features

From Goldfish to Elephant: How Agent Memory Finally Got an Architecture

After a year of ad-hoc RAG solutions, agent memory is becoming a proper engineering discipline. Four independent research efforts outline budget tiers, shared memory banks, empirical grounding, and temporal awareness: the building blocks of a real memory architecture.

18 min read
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signals

When Agents Meet Reality: The Friction Nobody Planned For

Lab benchmarks show multi-agent systems coordinating well. Deploy them in messy reality and three kinds of friction emerge that no architecture diagram accounted for.

6 min read
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signals

The Red Team That Never Sleeps: When Small Models Attack Large Ones

Automated adversarial tools are emerging where small, cheap models systematically find vulnerabilities in frontier models. The safety landscape is shifting from pre-deployment testing to continuous monitoring.

7 min read
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signals

Agents That Rewrite Themselves: The Self-Modifying Stack Is Here

Three independent papers demonstrate agents rewriting their own training code, generating their own knowledge structures, and refining their reasoning at test time. Self-improvement has moved from theory to working engineering.

7 min read
Tools That Think Back: When AI Agents Learn to Build Their Own Interfaces
signals

Tools That Think Back: When AI Agents Learn to Build Their Own Interfaces

The first generation of agents treated tools as static functions. The emerging generation reasons about tools, remembers usage patterns, and adapts to heterogeneous interfaces.

5 min read
When Models See and Speak: The Multimodal Agent Arrives
signals

When Models See and Speak: The Multimodal Agent Arrives

Multimodal agents are navigating websites, controlling robots, and generating 3D scenes. But perception is the bottleneck, and bridging it requires rethinking how models attend to the world.

5 min read
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