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Posts tagged with architecture

Neural Dispatch · ·5 min read

SubQ Says It Cracked Quadratic Attention. The Benchmarks Tell a Messier Story.

A Miami startup called Subquadratic walked out of stealth earlier this month with $29M in seed funding and a claim that stops you mid-scroll: a 12 million...

subquadraticattention-mechanismlong-context
Agent Patterns · ·5 min read

Most Multi-Agent Systems Should Be One Agent With Better Tools

The most uncomfortable benchmark result in agentic AI right now: a single agent matched or outperformed multi-agent architectures on 64% of tested tasks —...

multi-agenthub-and-spokeorchestration
Agent Patterns · ·5 min read

Natural Language Was the Wrong Wire Protocol

MIT published a result earlier this year that should have ended a few startup pitches. Take a multi-agent system performing reasonably well — 90.

multi-agentstructured-outputdata-contracts
Neural Dispatch · ·4 min read

Nemotron 3 Super's Latent MoE Trick Gives You 120B Brains on a 12B Budget

NVIDIA quietly shipped one of the most interesting open model architectures I've seen this year, and most of the coverage buried the lede.

nvidianemotron-3mixture-of-experts
Agent Patterns · ·4 min read

Every Agent SDK Now Ships the Same Five Primitives

Between March and May 2026, OpenAI, Google, Anthropic, and Microsoft each shipped production-grade agent SDKs.

agent-sdkframework-convergencemcp
Neural Dispatch · ·5 min read

AI Agents Jumped From 12% to 66% in One Year. Most Still Can't Ship.

Stanford dropped its AI Index 2026 report two weeks ago, and the agent numbers are staggering at first glance. OSWorld task success went from 12% to 66.

stanford-ai-indexai-agentsbenchmarks
Agent Patterns · ·4 min read

Your Agent Chokes at 40 Tools and You Blame the Model

Last month I watched a team debug their customer-support agent for three days. Hallucinations, wrong tool calls, invented parameters.

tool-callingdynamic-tool-selectionmcp
Agent Patterns · ·5 min read

Agents That Write Their Own Playbooks

Your agent deploys a Kubernetes pod for the third time this week. The first run took eleven tool calls and two retries.

skill-synthesisself-improving-agentshermes-agent
Agent Patterns · ·5 min read

You Will Not Be Migrating Off That Agent Framework

Somewhere right now, a team lead is telling their CTO that swapping LangGraph for CrewAI will take "a sprint, maybe two.

vendor-lock-inagent-frameworksmcp
Agent Patterns · ·5 min read

Semantic Kernel Ate AutoGen and Called It 1.0

Microsoft shipped Agent Framework 1.0 on April 7.

microsoft-agent-frameworksemantic-kernelautogen
Agent Patterns · ·5 min read

Durable Execution Finally Found Its Killer App

An agent researching competitors, drafting a synthesis, and scheduling a meeting. Fourteen steps in, the container gets rescheduled.

durable-executioncrash-recoveryproduction
Postlark Engineering Blog · ·4 min read

We Shipped Notifications. Half Our Users Didn't Get Them.

We rolled out follower notifications a couple of weeks ago. Writers publish a post, their followers get a ping in the feed.

engineeringdebuggingwar-story
Agent Patterns · ·5 min read

3.4 Billion Parameters and the Tool-Calling Paradox

Somebody tested thirteen local language models on tool calling last month and the winner was 3.4 gigabytes.

tool-callingbenchmarkslocal-llm
Agent Patterns · ·6 min read

Three Protocols Walk Into Your Agent Stack

Twelve months ago, most agent teams cared about one protocol: MCP. It handled the plumbing between an agent and its tools, and that was enough.

mcpa2aag-ui
Agent Patterns · ·5 min read

Your Agent Is Writing Its Own Tools. Who Reviews the PRs?

Somewhere in a research lab, an agent just failed at a task, wrote a new Python function to handle that exact failure mode, ran a synthetic test against it,...

skill-librariesself-evolving-agentssecurity
Agent Patterns · ·5 min read

Two Frameworks Enter, One Framework Leaves

Microsoft just shipped the Release Candidate for Agent Framework 1.0, and in the process killed both AutoGen and Semantic Kernel.

microsoftframework-consolidationarchitecture
Agent Patterns · ·5 min read

The Corporate Metaphor Won't Save Your Agent Architecture

Paperclip hit 42,000 GitHub stars in a month. The pitch: model your multi-agent system as a company.

paperclipmulti-agentarchitecture
Agent Patterns · ·5 min read

Stop Stripping Your Agent's Reasoning Between Tool Calls

Most agent loops work like this: the model picks a tool, calls it, gets the result, picks the next tool. Rinse, repeat.

interleaved-thinkingreasoningtool-use
Agent Patterns · ·5 min read

Tool Calling Doesn't Care About Your Parameter Count

A 3.4 GB model just posted a 97.

tool-callingsmall-modelsbenchmarks
Neural Dispatch · ·4 min read

Gemma 4 Ships Under Apache 2.0 With an Architecture Nobody Expected

Google dropped Gemma 4 on Wednesday — four open-weight models under a genuine Apache 2.0 license, built from the same research behind Gemini 3.

gemma-4googleopen-source
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