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animesh / basak
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ROUTE / RECALL / CREATE
Original workflow illustration

03 / Independent project

FRIDAY

A personal agent, built around local constraints.

A local-first personal agent in Python, exploring how orchestration, memory and review can work within the limits of a personal machine.

Read the build note

Purpose / Layer 01

What makes it worth building?

A personal agent needs to preserve context and use tools without assuming unlimited compute or uninterrupted access to hosted models.

Approach / Layer 02

How the pieces work together.

I’m building the orchestration, memory and control layers, with different execution modes for different levels of work.

Trade-off / Layer 03

Where the boundary belongs.

Local resource limits shape the architecture: tasks should receive an appropriate amount of compute, with checks around tool use.

01

Understand the task

02

Allocate the work

03

Review the result

A conceptual map of the workflow. Original illustration; no production data.

03 / Open the artifact

Follow the work.

Conceptual workflow based on my project account.

Read the build note

04 / Trade-offs and limits

Keep the boundaries visible.

Local resource limits shape the architecture: tasks should receive an appropriate amount of compute, with checks around tool use.

In development. Core systems are implemented; further integration and evaluation remain ongoing.

Next independent projectPAARTH-TRADER

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