[
  {
    "prompt": "There is something wrong happening every time I close out a session. I get a bunch of stack traces and I think I'm losing the message history in sessions.",
    "chosen": "Let me investigate this. I'll search for recent session issues and look at the relevant code simultaneously.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Ok can you triage these PRs? looks like we dont' have auto-review and auto-merge set up yet.  http://143.198.27.163:3000/Timmy_Foundation/the-nexus/pulls\nAlso, please check our automation loops. Kimi doesn't seem to be actually doing anything.  Unless I'm not seeing it.  And, someone out there is using my gitea token for rockachopa. Please find out who and make it stop.",
    "chosen": "Got it \u2014 three separate concerns. Let me set up tracking and hit all three in parallel.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "the rockachopa key is in ~/.config/gitea so someone might have done that. We have to infer from the AI generated comments who has it. Kimi, claude code, a script? Maybe you're using it for something somehow?",
    "chosen": "Good point \u2014 let me check the browser for PRs and dig into the token usage simultaneously.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "The other thing, please give me the link to downlaod our hermes4 8b parameter model we can use for training. That's what we lost from my lost session. fortunately I saved the conversation manually.  the MLX model quantized 36b. Check out out by finding the conversation I saved.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Is this the one we should do? https://huggingface.co/k8smee/Hermes-4-14B-mlx-6Bit  Is there a reason we should do a different one? Is there one that outclasses it?",
    "chosen": "Let me check that model and see what else is available in the Hermes 4 family.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Keep going with that, and I want you to do a backlog audit.  We downloaded it on my vps and are doing rsync to get it over here over tailscale.  Now here is my stupid question, if I have those 3 models for training, and I train them... why would I ever use a gguf model again?",
    "chosen": "Not a stupid question at all \u2014 it's the right question. Here's the answer:\n\n=======================================\nMLX SAFETENSORS vs GGUF \u2014 WHY BOTH?\n=======================================\n\nMLX safetensors = Apple Silicon native. Training AND inference.\nGGUF = universal. Runs on llama.cpp, Ollama, any CPU/GPU, any OS.\n\nAfter you train LoRA on MLX and fuse the adapters, you have a\ncustom MLX safetensors model. You CAN run inference on it directly\nwith mlx-lm. On your Mac, it's fast.\n\nSo why would you ever touch GGUF again?\n\n  1. YOUR VPS IS LINUX. No MLX there. If Timmy needs to think\n     on the VPS (serving, kimi-loop, Ollama endpoints), it needs GGUF.\n\n  2. OTHER PEOPLE. If anyone else runs Timmy, they probably don't\n     have Apple Silicon. GGUF is the universal format.\n\n  3. OLLAMA. Your local Ollama setup (hermes3 at 57t/s) uses GGUF.\n     If you want your fine-tuned model in Ollama, you convert to GGUF.\n\n  4. MEMORY. GGUF Q4/Q5 quants are smaller than bf16 safetensors.\n     For inference-only, GGUF lets you run bigger models in less RAM.\n\nTHE WORKFLOW:\n  Train on MLX safetensors (bf16/8bit) \u2192 fuse LoRA adapters \u2192\n  export to GGUF for deployment \u2192 keep MLX copy for further training\n\nIf your entire world is your Mac and you only use mlx-lm for\ninference too, you could skip GGUF entirely. But the moment Timmy\nneeds to run anywhere else, you need it.\n\nShort answer: GGUF is the deployment format. MLX is the training format.\nYou train in MLX, deploy in GGUF. Both matter.\n\nNow let me check the rsync status and kick off the backlog audit.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Lets add repo management to the nexus. You are in charge, follow the appropriate patterns I have set out.",
    "chosen": "Let me study the patterns you've established on Timmy-time-dashboard first, then replicate them on the-nexus.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Ok, lets do that. Is there the framework for reasonable CI? Consider implemeting that and setting up auto-merge. up to you. But I need you to automate it so development continues.",
    "chosen": "On it. Merge the foundation, set up CI + auto-merge, close the stale PRs, and queue claude to rebuild them sequentially.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "There is a skill I want you to crystalize and formalize for me.  Adding agents to our workforce. I still have many credits and free tier api services that I want to put to the test.  So for example, I have 300 manus credits for free every day.  I want to be able to give him a single prompt from an issue, and he has every thing he needs to log in and submit a pull request to maximum leverage.",
    "chosen": "Good call. Let me study the exact pattern the claude-loop uses \u2014 that's the gold standard \u2014 and formalize it.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Yes lets onboard him. I am ready to paste a prompt that will allow him to get to our gitea and do work.  Make sure his gitea token is included.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "There already is a manus gitea user use tha one",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Hey try that again, I can't scroll up on my terminal and I'm tired of doing :copy-mode on tmux and scrollin gup one line at a time.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Ok great I set him at it.  I fired replit because they were too costly.  But I may have some google agents untouched. THere is the aistudio that made commits but hasn't been working.   Lets give them a re-onboarding prompt to get them working.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Put it in my clipboard again please",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "ok manus is done and I sent it to ai studio. I guess that's just gemini. But I don't know where my quotas are stored, we try them all.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Are there any other agents we are going unutilized?  I should have more google tools we should be using with my google ultra ai subscription.",
    "chosen": "Good question. Let me check what's already on your system and what Google offers.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "I thought we already had a gemini loop? But lets do the CLI as it's own loop incase there is a quota window there.  LEts also plug my api key into aider, I've tried it out but would love to have it plugged into my google api.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "LEts onboard antigravity right now. You should be able to do that since it's running local",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Ok lets onboard perplexity. But don't have them do grunt work. Always have them do stuff that is the hardest and needs the best touch.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Ok just sent that on to perplexity. Ai studio is still cooking with their prompt.  So how is the onboarding skillset looking?  This skill is something I'll need you to master and automate, because building products from the revolving door of internships is an amazing businessmodel, and a great way to find long term partners.",
    "chosen": "Great framing. Let me review the skill against what we actually did tonight and tighten it up.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Scope all that outomation out with clear acceptance criteria and then build it.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Ok. Hows the lora initiave going? Were are we with the rsync",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Repository Not Found for url: https://huggingface.co/api/models/mlx-community/Hermes-4-Qwen3-8B-bf16/revision/main.\rPlease make sure you specified the correct `repo_id` and `repo_type`.\rIf you are trying to access a private or gated repo, make sure you are authenticated. For more details, see https://huggingface.co/docs/huggingface_hub/authentication\rInvalid username or password.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Repository Not Found for url: https://huggingface.co/api/models/mlx-community/Hermes-4-Qwen3-8B-bf16/revision/main.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Give me the command to download it. And give me the rsync status",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Ok lets do thata one the same way, download it on the vps first then rsync it over.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Ok lets onboard GROQ as another worker. This one might take more work, because I'm just going to give you the api key. Its in ~/.config/groq/api_key",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Not opencode?",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "I'll get a grok key for opencode. Use aider for groq",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Api key is in the same place config/grok",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "We do have one problem unfortunately. It's actually important.  We don't have workers going for CI. I don't know what kind of beating my vps could take to be honest with all the testing running. I don't want it crashing on me and bringing down the database.",
    "chosen": "Real problem. Let me assess what we're working with.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Here is an image /var/folders/9k/v07xkpp133v03yynn9nx80fr0000gn/T/TemporaryItems/NSIRD_screencaptureui_7sAUyi/Screenshot\\ 2026-03-23\\ at\\ 22.50.12.png  Make part of onboarding making the agent pick a nice profile picture, or you pick it for them if they pick one that sucks.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Lets formalize running CI on my mac.\nIs there a way to get CI testbed cheap on digital ocean? I don't want CI gated by my mac now that I think of it.",
    "chosen": "Good instinct. Your Mac being off or asleep shouldn't block the pipeline. Let me scope the options.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Ok lets do 3 first to prove we can get workers then I'll get a nice machine to function as a testbed to take heat off our hermes server",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Ok I just got us a testrunner, same ssh key to get in 67.205.155.108",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Yes with the whole oneline to drop.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Done",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "find a promo code for grok api credits. I just bought 25 worth but it's loading.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "You know it's probably not worth it.",
    "chosen": "You're right. $25 goes a long way on Grok API anyway \u2014 those tokens are cheap. Let me check on the CI testbed instead, that's where the value is.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Ok run through and audit for us agian. Make sure there is no work going into building hermes agent features into the dashboard.  The harness is the hermes agent+nexus and beyond.  The model is frontier and local fall back with openclaw-rl + autolora to 3 classes of models and deployments (Eventually timmy will consist of a large collections of custum and self improving models and systems)",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Truth be told, I'm not sure what we even need timmy time dashboard for at all? Is there anything we need from it???? that we don't already have off the shelf now?  I tihnk some repos at this point might just be churn targets with no value.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "I agree with you. Lets freze it, make it legacy, and if we need a piece, we break it out into a tiny repo. We do tiny repos now.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Hey when we onboarded aistudio, you gave it the credentials for the gemini user. I know its both google, but its a different product. I want it to use a different user to differentiate it.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "I already created a gitea user for AIStudio.  Lets give it a new onboarding so it uses that use account. And have it create a more creative avatar and update its user info.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Also lets make sure grok and groq get assigned work and have some pull requests under their belt.  Reach out to both to have them update their pfps to fit in with the team.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "I don't talk to groq remember, you set him up to run with aider. I have free teir groq credits and we need to put it to the test against our backlog.  Create new work for our intens",
    "chosen": "Right \u2014 groq and grok are both autonomous loops. Let me update their profiles directly, check if the loops are actually producing, and create fresh work for all the agents.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Ok I put money on the groq api so it's pay as we go. LEts do a little work with it to find out what the rate is per pull request.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Ok I spent a penny on groq. Letry try and spend a $1",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Might as well have groq do a little more than just churn through backlog? Maybe have it do some review? some fast smart triage?",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "This is your green frield Timmy. I'll let you decide how the first $2.50 are spent. Then we will do a retrospective.  Put that groq to use as best you can figure and dream big.",
    "chosen": "Green field. Let me think about this properly before I spray.\n\nThe Nexus right now is a bare Three.js scene with some merged foundation code. $2.50 = ~300 PRs. That's enough to build a real product. Let me be strategic.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Might be hard to believe but I want you to spend all $25 of grok credits I bought tonight, levereage them as high as you can.  IF you run out of backlog, you know the vision and you can build work.  You can always do deep research for improvements, and grind on confirming all the work merged in has actually be done (we have been doing no testing almost)",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "No not with groq, with grok.  LEts keep it simple. spend 2-5 dollars of each grok and groq api.  If you're done before I wake up, just keep oing.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "You have such a strange way of delgating.  Why not just.. have them attack the backlog? Why spend cycles thinking about who will do what? Make a huge backlog, make them attack it. Maybe even us them to help them do the backlog? Heck, get creative. Use it like mad.",
    "chosen": "You're right. Overthinking it. Let both loops grab whatever's unassigned, first come first served. No orchestration needed.",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Lets make sure work is getting done and the loop is robust before I get to sleep.  Are prs being submitted and auto merged?",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "This keeps opening up: https://aider.chat/docs/troubleshooting/token-limits.html  Aider might be raising an issue.  Fix that merge bot.  And update the dev flow to never waste work.  Always check in and push even if didn't get to acceptanc criteria. And have them look for stale work too to help get it pushed in, not just new tickets every time.  LEts use groq here to make it smooth.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "We have built dev loops for several agents now. I want you to crystalize that skill inlcuding the references to our kimi cluade code, and gemini loops.  And our tmux dashboard.  It needs to be updated to represent the new team and automated nature.  Its possible we are ready for an abstraction and standardization.  Might need to read that aider window, I'm geting tired of this window shifting my context. Its happen a lot.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Ok does merge bot call a hermes harness? Any reason why its not automated based on gitea events?",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Make it so. Aider is still opening a browser somewhere.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "I'm still getting hit with the aider popups.  There is a recurring issue we need to address.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Still bump the test runner capacity, Let it cook. If we are gated on it we make CI more efficient and faster, and maybe I think about a beefier testbed.  The issue I think is that groq's response is too big so we are using too much context for groq.  Seems weird to me.",
    "chosen": "",
    "session": "session_20260324_001932_91702b.json"
  },
  {
    "prompt": "Review the conversation above and consider saving or updating a skill if appropriate.\n\nFocus on: was a non-trivial approach used to complete a task that required trial and error, or changing course due to experiential findings along the way, or did the user expect or desire a different method or outcome?\n\nIf a relevant skill already exists, update it with what you learned. Otherwise, create a new skill if the approach is reusable.\nIf nothing is worth saving, just say 'Nothing to save.' and stop.",
    "chosen": "Let me review what we learned tonight and check existing skills.",
    "session": "session_20260324_001932_91702b.json"
  }
]