Hmbown / Hmbown/aleph

✨️ Architecture Alignment: Reducing Context Burn via Deterministic Off-Prompt Routing

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#29 0 comments 0 reactions 0 assignees View on GitHub
Dominant language
Python
Stars
215
Forks
25
PR merge metrics
No merged PRs in 30d

Description

Hi Aleph Team,

Your philosophy of "loading once, reasoning many times" to save context budget is perfectly aligned with what I'm building at WisePick.

While you move the data outside the prompt, WisePick moves the tool-calling decision outside the LLM reasoning cycle (achieving 0.0s latency).

I’d like to explore how WisePick can act as a "Pre-Router" for Aleph. Before Aleph starts a recursive reasoning pass, WisePick can deterministically bind the necessary tool-context, further reducing token burn.

Telegram: @wenjiewu | Email: w2jmoe@gmail.com

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Research direction

The issue does not identify any files, tests, or entry points. Start by reviewing the repository architecture and how its MCP and recursive tool flow are organized. A contribution would need a maintainer-defined integration scope and acceptance criteria for deterministic pre-routing before work can begin.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
ai, tooling
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Quiet
Clarity
Needs clarification
Newbie friendliness
25/100

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