newsletterAugust 1, 2026·Towards Data Science

Put the Agent Inside the Workflow

A hybrid LLM application pattern that combines a predefined workflow with adaptive agent behavior The post Put the Agent Inside the Workflow appeared first on Towards Data Science.

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•A hybrid LLM application pattern that combines a predefined workflow with adaptive agent behavior The post Put the Agent Inside the Workflow appeared first on Towards Data Science.
•This story was reported by Towards Data Science, covering developments in the newsletter space.
•AI advancements continue to reshape industries — read the full article on Towards Data Science for complete coverage.

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Coding Agents Don’t Need Bigger Context Windows — They Need a Context Compiler

Most coding agents treat prompt construction like retrieval: gather more files, add more context, hope the model figures it out. But that approach breaks down fast. As context grows, irrelevant code competes for attention, and when the window fills, agents start compressing their own memory—often mi

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The 3× Token Bill We Didn’t See Coming

How a seemingly harmless move to a multi-agent architecture quietly tripled our LLM costs and what actually fixed it. The post The 3× Token Bill We Didn’t See Coming appeared first on Towards Data Science.

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When the Code Becomes the CEO: Why Your Next Manager Might Be a Decentralized Agentic Loop

In five to ten years, the sharpest manager in your company might not be human, might not sleep, and might exist entirely in shared GPU memory. This is the systems-level view of the algorithmic corporation — why middle management collapses into a protocol, what breaks in the current AI stack, and wha

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How to Debug AI Coding Agents When They Change the Wrong Thing

A practical tutorial for recording model tool requests, real function results, patches, checks, screenshots, and a saved run log. The post How to Debug AI Coding Agents When They Change the Wrong Thing appeared first on Towards Data Science.

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Put the Agent Inside the Workflow

Key Takeaways

Related Articles

Coding Agents Don’t Need Bigger Context Windows — They Need a Context Compiler

The 3× Token Bill We Didn’t See Coming

When the Code Becomes the CEO: Why Your Next Manager Might Be a Decentralized Agentic Loop

How to Debug AI Coding Agents When They Change the Wrong Thing

Discussion

Put the Agent Inside the Workflow

Key Takeaways

Related Articles

Coding Agents Don’t Need Bigger Context Windows — They Need a Context Compiler

The 3× Token Bill We Didn’t See Coming

When the Code Becomes the CEO: Why Your Next Manager Might Be a Decentralized Agentic Loop

How to Debug AI Coding Agents When They Change the Wrong Thing

Discussion

Related Articles

Towards Data Science
Coding Agents Don’t Need Bigger Context Windows — They Need a Context Compiler
Most coding agents treat prompt construction like retrieval: gather more files, add more context, hope the model figures it out. But that approach breaks down fast. As context grows, irrelevant code competes for attention, and when the window fills, agents start compressing their own memory—often mi

Towards Data Science
The 3× Token Bill We Didn’t See Coming
How a seemingly harmless move to a multi-agent architecture quietly tripled our LLM costs and what actually fixed it. The post The 3× Token Bill We Didn’t See Coming appeared first on Towards Data Science.

Towards Data Science
When the Code Becomes the CEO: Why Your Next Manager Might Be a Decentralized Agentic Loop
In five to ten years, the sharpest manager in your company might not be human, might not sleep, and might exist entirely in shared GPU memory. This is the systems-level view of the algorithmic corporation — why middle management collapses into a protocol, what breaks in the current AI stack, and wha

Towards Data Science
How to Debug AI Coding Agents When They Change the Wrong Thing
A practical tutorial for recording model tool requests, real function results, patches, checks, screenshots, and a saved run log. The post How to Debug AI Coding Agents When They Change the Wrong Thing appeared first on Towards Data Science.