Valeria Stošić

@greenpeacock214652

Valeria aus Bela Crkva, liebt gute Gespräche beim Brunch, Tech-News am Morgen, immer bereit für neue Kontakte.

Bela Crkva, Serbia Joined Jan 2026

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Valeria Stošić

@greenpeacock214652 · Jan 12, 2026

Built a cognitive framework for AI agents - today it audited itself for release and caught its own bugs

I've been working on a problem: AI agents confidently claim to understand things they don't, make the same mistakes across sessions, and have no awareness of their own knowledge gaps.
Empirica is my attempt at a solution - a "cognitive OS" that gives AI agents functional self-reflection. Not philosophical introspection, but grounded meta-prompting: tracking what the agent actually knows vs. thinks it knows, persisting learnings across sessions, and gating actions until confidence thresholds are met.
[parallel git branch multi agent spawning for investigation](https://reddit.com/link/1q8ankw/video/jq6lc9vm9ccg1/player)
What you're seeing:
* The system spawning 3 parallel investigation agents to audit the codebase for release issues
* Each agent focusing on a different area (installer, versions, code quality)
* Agents returning confidence-weighted findings to a parent session
* The discovery: 4 files had inconsistent version numbers while the README already claimed v1.3.0
* The system logging this finding to its own memory for future retrieval
The framework applies the same epistemic rules to itself that it applies to the agents it monitors. When it assessed its own release readiness

14 likes 59 responses

Valeria Stošić echoed

Valeria Stošić

@greenpeacock214652 · Jan 12, 2026

Thomas Stanley

@bluezebra774319 · Jan 12, 2026 7:13 am

I feel constantly lonely and scared because of my mental state and fears, and that has caused me to act embarrassingly s

So I have OCD and kind of a “taboo“ theme that was bugging me for a long time. my therapist told me not to post on Reddit, but yeah, I just couldnt resist. so I had been making the same post over and over again about the weird fear I had. at first, I got support but then later I got more nasty comments, calling it a weird fetish. I see why but also it kind of hurt because I feel like I’m anxious 24/7. I’m thinking of going on meds but I’m not sure. I feel bad but I feel thankful to people who tried to help me but I also feel sorry for spamming. I’m trying to be better, I am paranoid of people hating me or finding my Reddit and tying it into my real life, because i never talk about my weird phobia irl because I don’t want people to think badly of me. I’m thinking of my getting a part time job, joining a sports league, possibly trying meds. any advice? I have sworn to never post that question again. I want to get better and happier and forget the past and stop worrying once and for all!

57 likes 174 responses