researcher | open-source dev | sp00ky code stuff ~~lumbridge huggingface.co/tegridydev github.com/tegridydevhttps://bsky.app/profile/mechanistics.bsky.socialhttps://bsky.app/profile/mechanistics.bsky.social/post/3mc46b34frs2fThis #dataset maps raw output from common #infosec tools The goal is to train and evaluate automated infosec agents that can move beyond raw scanner output and perform human-like security triage and reasoning. This is not an exploitation dataset. #huggingface #llm https://huggingface.co/datasets/tegridydev/infosec-tool-output10 Jan 2026 23:32 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3mc46b34frs2fhttps://bsky.app/profile/mechanistics.bsky.social/post/3ly7oq74ghc2pOi, I don't post much but if you see this then you should go take a minute to check out the homie over at secureorigin.io Good people doing good things for nonprofits and small businesses 🤙 #infosec #cybersec #security #secure #secureorigin #nonprofits https://secureorigin.io/07 Sep 2025 02:53 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3ly7oq74ghc2phttps://bsky.app/profile/mechanistics.bsky.social/post/3luimzsgidk2athis is adorable 🥰 https://bakerstreetforensics.com/2025/07/20/portable-forensics-with-toby-a-raspberry-pi-toolkit/ #cybersecurity #pi #raspberrypi #forensics #diy #linux #cyber #hack #opensource21 Jul 2025 18:36 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3luimzsgidk2ahttps://bsky.app/profile/mechanistics.bsky.social/post/3lrmiq7ra322sHere are some of my #opensource projects & repos 🫡 #software #dev #github #code #AI #python github.com/tegridydev github.com/tegridydev/abstract-agent github.com/tegridydev/python-OSINT-notebook github.com/tegridydev/auto-md github.com/tegridydev/open-malsec github.com/tegridydev/mechamap https://github.com/tegridydev15 Jun 2025 03:14 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3lrmiq7ra322shttps://bsky.app/profile/mechanistics.bsky.social/post/3lrmi6cvjss2sanyone else find random code/files/projects on your drives you don't even remember doing, then you check the timestamps & see like 2:45am on a random weekday then realise you need to fix your sleep schedule? 😂 #opensource #dev #ADHD #code15 Jun 2025 03:04 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3lrmi6cvjss2shttps://bsky.app/profile/mechanistics.bsky.social/post/3lrizcgxdu22y01101010 01110101 01110011 01110100 00100000 01110111 01100001 01101110 01101110 01100001 00100000 01110000 01101100 01100001 01111001 00100000 01110010 01110101 01101110 01100101 01110011 01100011 01100001 01110000 01100101 00100000 01110100 01100010 0110100013 Jun 2025 18:00 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3lrizcgxdu22yhttps://bsky.app/profile/mechanistics.bsky.social/post/3lohspvaqgc2pConvert Files / Folders / GitHub Repos Into AI / LLM-ready Files https://github.com/tegridydev/auto-md #opensource #LLM #AI #github #devtool #AItool #devops06 May 2025 02:14 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3lohspvaqgc2phttps://bsky.app/profile/mechanistics.bsky.social/post/3lnwoeapu7k2cLocally hosted AI Agent Python Tool To Generate Novel Research Hypothesis + Titles + Abstracts https://github.com/tegridydev/abstract-agent #AI #opensource #ollama #github #research #LLM #selfhosted #openresearch29 Apr 2025 06:40 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3lnwoeapu7k2chttps://bsky.app/profile/mechanistics.bsky.social/post/3lno3tfe4hs2tHydraform Self-Evolving Attention Currently consists of a PoC research prototype for self-evolving, mutation-guided multi-headed attention. Think of a classical Hydra, where individual heads grow, shrink or regenerate based on performance. #AI #LLM #transformers GitHub.com/tegridydev/hydraform https://GitHub.com/tegridydev/hydraform25 Apr 2025 20:47 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3lno3tfe4hs2thttps://bsky.app/profile/mechanistics.bsky.social/post/3lnlolddupk2sPython based tool that generates synthetic RF IQ recordings + optional steganographic payloads embedded via LSB https://github.com/tegridydev/rf-stego-dataset #cybersec #opensource #data24 Apr 2025 21:45 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3lnlolddupk2shttps://bsky.app/profile/mechanistics.bsky.social/post/3lmnkg7mroc2qExpanded out the scope and updated with additional data 👍 https://huggingface.co/datasets/tegridydev/open-malsec12 Apr 2025 22:11 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3lmnkg7mroc2qhttps://bsky.app/profile/mechanistics.bsky.social/post/3lipjimts4s2qOpen Source AI Agents | Github/Repo List | [2025] https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory (using it as my own notepad & decided i might keep it up to date if i post it here, instead of making the 15th_version of it and not saving it with a name i can remember on my desktop lol) #ai #aiagents #opensource21 Feb 2025 19:19 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3lipjimts4s2qhttps://bsky.app/profile/mechanistics.bsky.social/post/3liehntqzqs2sWTF is Fine-Tuning? (intro4devs) Fine-tuning your LLM is like min-maxing your ARPG hero so you can push high-level dungeons and get the most out of your build/gear... Makes sense, right? 😃 Here's a cheat sheet for devs (but open to anyone!) #llm #finetune #ai --- https://huggingface.co/blog/tegridydev/fine-tuning-dev-intro-202517 Feb 2025 09:46 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3liehntqzqs2shttps://bsky.app/profile/mechanistics.bsky.social/post/3lgzgan6vfk27Just uploaded Open-MalSec v0.1 samples, an early-stage dataset for phishing, scams, and malware-related training etc Open to feedback & contributions—more updates coming soon! 🫡 🔗 huggingface.co/datasets/tegridydev/open-malsec #cybersecurity #threatintel #opensource #huggingface #dataset #llm https://huggingface.co/datasets/tegridydev/open-malsec31 Jan 2025 06:57 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3lgzgan6vfk27https://bsky.app/profile/mechanistics.bsky.social/post/3lgylhxdajk2ibuilding out a prototype python tool to generate synthetic stepped perspective reasoning datasets🦿 #ollama #python #opensource #reasoning #datasets #huggingface30 Jan 2025 22:58 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3lgylhxdajk2ihttps://bsky.app/profile/mechanistics.bsky.social/post/3lgvvv72uls2xSo, what is #MechanisticInterpretability 🤔 Mechanistic Interpretability (MI) is the discipline of opening the black box of large language models (and other neural networks) to understand the underlying circuits, features and/or mechanisms that give rise to specific behaviours...29 Jan 2025 21:26 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3lgvvv72uls2xhttps://bsky.app/profile/mechanistics.bsky.social/post/3lgvvexyiek2xI’ve been working on something I call the Mixture of Perspectives (MoP) framework — Picture an internal roundtable: each “perspective” has its own values, priorities, or reasoning style (kind of like how philosophers all disagree yet somehow coexist). https://github.com/tegridydev/mixture-of-persona-research29 Jan 2025 21:17 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3lgvvexyiek2xhttps://bsky.app/profile/mechanistics.bsky.social/post/3lgvvajho3c2xhttps://huggingface.co/datasets/tegridydev/open-malsec29 Jan 2025 21:14 +0000at://did:plc:mfzuofn2z3jtgx55t6pthbvo/app.bsky.feed.post/3lgvvajho3c2x