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Coordination patterns for multi-model AI systems

https://datda.substack.com/p/towards-reliable-agentic-systems
1•rapatel0•1h ago

Comments

rapatel0•1h ago
This is Part 2 of a series on agentic systems — This was especially weird given how eosteric it can be to describe how to work better with agents, but this is my shot at it.

The article walks through the coordination patterns to address types of error:

- Single-writer: one agent writes, others review read-only. Eliminates oscillation. Maps to the single-writer principle from concurrent systems.

- Sequential planning: parallel planners cluster even across different models. Sequential divergence acts as a covering algorithm — 3 sequential planners explore more than 5 parallel.

- Sequential vs parallel review: parallel voting catches common issues (mean quality). Sequential review compounds scrutiny but risks scope creep. Both are useful.

- Human interview gating: open-ended questions yield ~5x more useful context than closed ones. "REST or GraphQL?" vs "What should we know about how this API will be consumed?"

- Adversarial validation: separate environment, separate agent, explicit goal of breaking the application. Tests the spec, not the implementation.

Hope it's useful reading

If you read cursive, the Newberry has a job for you

https://lithub.com/if-you-read-cursive-the-newberry-has-a-job-for-you/
1•mooreds•37s ago•0 comments

Intent to Experiment: Agentic Federated Login

https://groups.google.com/a/chromium.org/g/blink-dev/c/FLaenhru3zo/m/SM-UiWsBDgAJ
1•mooreds•1m ago•0 comments

A Skill for Easter: Teaching Claude to Speak EventSourcingDB

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A pathogenic Tau mutation drives dysfunction limiting Tau degradation

https://www.nature.com/articles/s41467-026-70473-5
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Computer Repair in Oklahoma City, OK

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Ask HN: How are you handling Japanese prompt injection in LLM apps?

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Crypto Data Recovery Services – Highly Rated Service

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Cindy Cohn of the EFF Interviewed by Jon Stewart on the Daily Show [video]

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Smart cushioning device integrating self-folding origami honeycomb structure

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