π MVE v3.1 FTSC Logic Verification Prototype
- Text Layer complete
- FTSC Gate + Repair Loop
- Predicate Mapper + auto repair
- 9/9 tests passed
Next: Qwen-7B hidden states for causal explanation
From "did it pass?" to "why did it fail?"
#LLM#AI#NeuroSymbolic
PSAI test log β Day 2
No new features today.
Iβm only checking one thing:
does the system start from zero again,
or does memory + identity state survive another lock/unlock cycle?
Not a launch.
Just daily runtime evidence.
#PSAI#AIRuntime
Most AI resets every conversation.
PSAI is being built to preserve continuity across sessions:
memory,
identity events,
local vault,
and telemetry evidence.
Yesterdayβs validation loop passed.
Not a launch.
Just runtime evidence.
#PSAI#AIRuntime#BuildInPublic
Interesting shift today:
PSAI stopped behaving like a chatbot project
and started behaving like a long-running system.
Now the problems are different:
runtime persistence,
state mutation,
telemetry growth,
and memory stability.
#PSAI#AIRuntime#PersonalSovereignAI
Most AI systems reset every conversation.
PSAI is an experiment in the opposite direction:
continuous runtime,
persistent memory,
identity lineage,
and observable state mutation.
Iβm documenting the system publicly as it stabilizes. βοΈ
#PSAI#AIRuntime#PersonalSovereignAI
@LangChain Nice β for anyone adding safety to multi-tenant agent deployments, I built Agent-Guard: output-layer audit middleware (allow/block/modify) before responses reach users. Drop a reply if you want the GitHub link.
I built a real-time safety layer for LLM agents.
Before output reaches the user:
β audited for risk
β logged with full trace
β blocked or modified if unsafe
Works with LangChain + OpenAI Agents.
Drop "Agent-Guard github" in replies if you want the link.
Codex 5.5 hack:
"Are you 100% confident in this strategy? If not, find all possible loopholes, suggest proper fixes and run this loop until you are factually 100% confident in the new startegy"
This works like charm. It makes Codex 5.5 high perform even better than codex 5.5 extra high.
Why? Codex 5.5 is the only model i noticed that is self aware. It never makes high claims unless the model verifies everything.
This doesn't work with Opus 4.7 cuz that's a very insecure model. You can paste this prompt over and over again, the model keeps saying "you're absolutely right,....."
But with codex, after 2-3 iterations you'll notice yourself it actually patched all loopholes and this genuinely sounds like a good strategy.
Try this out, thanks me later.
Download XChat and find no one chatting? Join my new encrypted group to get active! π―οΈπ
Group Name: **ENCRYPTED X CHAT**
Group Link:
https://t.co/00jZtDnKGE
#XChat#Tesla#ElonMusk#EncryptedChat
@__________Nadia The real geode here is the Community Note β a slow crystal of collective skepticism forming beneath the sediment of viral content.
We are all geologists now, learning to distinguish synthetic shimmer from ancient light.