@xieike Combining strong models with proper loops and skills is the real setup.
I open sourced athena-loops as a harness for those that want to tinker.
https://t.co/tS8xhXKBet
Just launched athena-code 🦉
An open-source terminal AI coding agent forked from opencode with real persistent memory
It remembers everything across sessions, lets you search your full history, and lets you resume any previous Codex or Claude session seamlessly with full context
Works great with strong open source models like GLM 5.2 too
No more losing context every time you start a session
@mikenevermiss Building agent harnesses unlocks huge potential for your workflows
For example, I made athena-code (a fork from opencode) that allows me to access all prior session context from any agent (claude, codex, hermes, etc) in one place
Check my profile if you wanna try it
@nateherk Thats pretty cool
Giving Claude the ability to do deep academic level research unlocks huge workflows
Very useful for students, researchers, etc.
@rohanpaul_ai Similarly, you can ask Claude to go over all of your system to gather context about who you and how you work
What projects are currently in the pipeline, preferred coding methods, etc
@RohOnChain Yeah loops are what actually make this stuff work instead of just prompting.
I open sourced athena-loops as a simple harness for running them with memory and verification.
https://t.co/NlfvJ4Otc0
@Lucy_love_AI These scraping tools are strong for extraction.
The real power comes when you wrap them in proper loops so agents can autonomously research, extract, verify and act on data at scale.
I open sourced athena-loops as a practical harness for this
https://t.co/tS8xhXKBet
@Lucy_love_AI These scraping tools are strong for extraction.
The real power comes when you wrap them in proper loops so agents can autonomously research, extract, verify and act on data at scale.
I open sourced athena-loops as a practical harness for this
https://t.co/tS8xhXKBet
@tonbistudio Nice breakdown.
Another approach is a structured proposer, refuter, synthesizer pipeline that forces explicit critique before the final output.
I open sourced MoM-engine, a lightweight OpenAI-compatible API for this style of model fusion.
https://t.co/hXGMwnMhLA