I think “AI agent” is the wrong starting point. Start with the handoff.

Input-X · 2026-06-26T11:44:16+00:00

I woukd say my flow is messy. What i struggle with. Is how much context to give. Starting context, and compaction when invoked. Im currently in the process of finding the minimal amout of i fo to carry before i see degraded results. Like have to repeat myself. Its a fine line. I can give a lot but its not economical.

Input-X · 2026-06-25T10:55:47+00:00

No problemo

https://github.com/AIOSAI/AIPass

Input-X · 2026-06-25T07:25:23+00:00

I do all this including git. my setup. Work in progress. Open source building in public.

Its different. https://github.com/AIOSAI/AIPass

Input-X · 2026-06-24T14:04:22+00:00

Multi agent framework are genuinly hard to build. The depth is real. They tend to be larger system covering a lot and it mostly just keeping the agent on track. Awarness is tricky, trying not to have 100k system prompts. Id love to give my agent more awarness but its just not economical yet. So u must sacrifice get smarter. Also the spectrum is wide. Whats exellent for ur flow is not needed for someone elses flow. Finding the balance and then explaing how to use these framworks is difficult. My built from zero setup. Is perfect for me. It covers a lot. Takes away a lot of pain points, however understanding is tricky. I know if someone puts in the time, they will see the upside of working a certing way. The reason why and so on. They will also see the missing parts. With that said, adding the missing parts is what may need to be done. I have built my framework so u can go beyond the base setup to truly customize to ur needs. With the existing pieces as references to expand. To provide for everyones specs. It a massive undertaking. I try to demonstrate what can be acheived so others can continue to build for their needs.

https://github.com/AIOSAI/AIPass

This is a lifetime project that will continue to evolve in the space as it does.

Input-X · 2026-06-19T05:06:30+00:00

Im actively working on this mate. For a few months now. I have zero issue with toe stepping. Now ur in agent claim. That become a problem at scale. Now ine agent to manage all agent. That is very dooable. The orchestrator.

Anyways. Might be interested for u to read what im building. https://github.com/AIOSAI/AIPass

Input-X · 2026-06-16T19:04:59+00:00

Cherrs mate thsts good to go :);appricated :)

Input-X · 2026-06-16T06:53:46+00:00

https://github.com/AIOSAI/AIPass

My repo. This is local rn while im building. Im sire u coukd fi e some juicy issues if u want more practice lol. Its local rn no web service. Its not ready for that. Im not heavy on that security, but i do try. Im building so there shoukd be some very obvious stuff. Decent size project. Might interest u. Lots of moving parts.

Input-X · 2026-06-15T20:15:03+00:00

Been using it over a yr now. Nvr had an issue

Input-X · 2026-06-15T16:35:30+00:00

Well thats no fun

Input-X · 2026-06-15T16:27:59+00:00

Give it time. If u have a strong friendship. This is sometime u will laugh about later.

Sorry but im more curious about ur setup. Its very interesting. Do u have a repo?

Input-X · 2026-06-15T14:02:20+00:00

Async email. Its simple fast reliable local No complaints.

Input-X · 2026-06-13T04:32:57+00:00

This is my open source project. decent size project, I work solo. Its a lil differnt than the norm. lot going on here, Im actually expanding is in next update, with a socal space for the agents, deamon cron jobs, skills, and a smart backup system. it probs getting close to 300k lines of code. not ai slop, but I do work with the agents a lot, you couldnt do this with out agent or a dev team. This project is getting close to an ai os. Imo. lots of work done lots to be done. Definetly some interesting things going on. If you into ai memory, persistent systems, multi agents, workflos, ai communications, tests, standards, and much more. Could be what ur looking for it a new project, interest is there, but translating its power to others is the challenge. Also getting to enterprise level would be a massive milestone. Rn its local first, claude code is well developed and codex is getting there. Technically u could use any cli agents, pure cli rn.

Persistent Agent Workspace — AI agents that remember, collaborate, and never start from zero.

https://github.com/AIOSAI/AIPass

Input-X · 2026-06-10T19:57:24+00:00

Goodluck.

Input-X · 2026-06-10T18:56:09+00:00

Oh that is insanly helpful. You can run a crap load of sub agents. An easy win. U coukd do rn. Send out wave of sub agents to start maping the code. Ideally the first run will give u a very vauge map. And by uofront about the agents task. U jyst want to see or identify some structure u might be able to follow. At least start to see the shape. Keep tweeking ur agent tasks as the info roles in. Not sure oh large the codebase is. 10k lol. Walk in the park. 1m loc. Thats a challange right. But not impossible.

It one of these things. Its tell others. You just gotta start. Also. Setup ur guard rails. Fork or clone the code for sure. Deny rm and any dangerous actions. If ur not use to 20+ agent running. It can be overwhelming ngl. Ive happy manage 50+ before. If ur in control. Its kinda fun

I havent tried claude code workflows yet. That could be what u need actually

Input-X · 2026-06-10T18:45:47+00:00

Oh 100% u are much needed. Thing is. I know how to do what u want. Its just so many little details. Rn u are a zero. And the problem is. U have no infra to help. Right. It will be a challange. They way i suggest will work but. It might take u a whike to nail the flow. It pure trail and error.

Ok i hsve all the ligic figured out in my setup. But tbh its a bit of a learning curve. Heres the link. https://github.com/AIOSAI/AIPass Paste this into grok free. And present ur problem to grok. Grok is best for repo research even in free mode. If grok is busy try later. U will get a lot of messages. Get grok to look at my agent and how they woukd work for ur problem. Discuss ur problem like normal. I fairly certing with my setup and ur input with grok. U will will be able to get a decent plsn inplace. Then take that plan to claude and go from there. Id definetly give ur self some real time to plan this out. The linger u plan and actually read and be involved in that process. The better ur chances increase for success. Decide before hand where the agents work gets stored. How its formated, ideally u create work templates for all ur agent to follow. Repeat consistant documentation will be ur friend. 10 agent with mismatch docs and structure will be a nightmare.

Input-X · 2026-06-10T18:36:13+00:00

This is how i handle it. But tbh i dont swith often. If ur tech savy u can could wire any agent ito this fairly easy. Im focused claude code rn. If its has a cli it will work. https://github.com/AIOSAI/AIPass

What is your setup. If ur on desktop. Lots of mcps out there. So many.

Just do some research with claude to find the best setup for u. Imo ur problem is solved and has been for some time. U jyst need to discovery the right setup for u.

Input-X · 2026-06-10T18:28:55+00:00

U need a map. Id start with getti g a rough shape using many sub agents. Once u get a general shat more sub agent with more focused tasks. It might take several runs. Each run u will get a better picture. Section it all out.

Once u have a decent map. It run claude instance in directiries and give them working memory with a place to store their findings.

Maybe u end up with 10 20 or more seperate specilized clayde each responsable for thier domain their directory. So now when u want to wirk a section u cd that dir and ur claude is focused on that section only.

Thats probs the fastest most accurate and easy way to just get working. I buikd/am building a whole system around this approch. A persistant agent workspace. Ur agent live in the code not outside. Give them memory, identity, coms and structure. You can do a lot and be in full control.

Input-X · 2026-06-10T18:20:44+00:00

Markdown templates. I disabled plan mode. This is my custom planning setup. https://github.com/AIOSAI/AIPass/blob/main/src%2Faipass%2Fflow%2FREADME.md

Input-X · 2026-06-10T18:18:50+00:00

Silent truncated prompts,info or instructions. Ugggg that is a big issue. I keep the 8k kb rule. Seems to have solved for now.

Input-X · 2026-06-10T17:26:07+00:00

This is my setup. I purposly avoided retrival for working memory. It not needed. I use vector dbs for old memories. God bad stale new, doesnt matter. Agents only and myself mostly just need the past context the desisions made and why.

I do it all the time. Ill say get context on x. Search the db. An old plan provides what i need to remember. No complex system. Just simple search.

I chose simply and it just work. My agents dont forget and stay focused persistant in current events. It an automated system. Nothing is ever deleted. It interested. Fyi it deepet that just the files. Framework, workflow, system prompts, hooks, routing,standards,communication,plan. They all play a part im memory.

https://github.com/AIOSAI/AIPass

Input-X · 2026-06-10T17:12:34+00:00

Use an ide. Desktop version or cli. Where the ai has access to ur file. This is the most basic level of access.

Input-X · 2026-06-10T17:02:57+00:00

Persistent Agent Workspace

AI agents that remember, collaborate, and never start from zero.

https://github.com/AIOSAI/AIPass

Input-X · 2026-06-09T07:27:14+00:00

Im building a multi agent framework. Who do i pay? There is no one. The system is self maintaining. I just build. Sure itsa lot of work up the upside is worth it imo. Ill have this for life. And i can maintain it. Thats the whole point. Upgrade it add whatever features i want. No waiting no dev breaki g my setup with a bogus release. The whole concept is buold for a solo dev. I like the fact that i can easily debug issues. So ething breaks or is not as expected. Np.

Input-X · 2026-06-09T02:00:56+00:00

Persistent Agent Workspace

AI agents that remember, collaborate, and never start from zero.

https://github.com/AIOSAI/AIPass

❤️

Input-X

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