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Self-Correcting Systems

I run a small multi-agent system and write about the part nobody tells you: memory that keeps your corrections, not your flattery. Truth over comfort.

Joined Joined on  Email address keniel13@icloud.com Personal website https://primaworkflows.com github website

Education

Self-taught. No degree. Learned by building, failing, and correcting.

Pronouns

He

Hermes Agent Challenge Completion
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Writing Debut
It was never about AI. It has always been about narrative control.
kenielzep97 profile

It was never about AI. It has always been about narrative control.

#discuss #ai #career #beginners
5
Comments 11
12 min read

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I Thought I Was Cataloging Ways AI Agents Fail. I Was Describing Cross-Layer Coherence.

State drift across four agent layers
kenielzep97 profile

I Thought I Was Cataloging Ways AI Agents Fail. I Was Describing Cross-Layer Coherence.

#ai #agents #llm #architecture
6
Comments 8
7 min read
After Turing- teach a machine to judge, then watch it act alone

June Solstice Game Jam Submission
kenielzep97 profile

After Turing- teach a machine to judge, then watch it act alone

#gamechallenge #devchallenge #gamedev #machinelearning
4
Comments
6 min read
The Rule Held. The Boundary Moved Up. AI Memory Judgment, CLAIM-31: Verified Carryover Across Closes
kenielzep97 profile

The Rule Held. The Boundary Moved Up. AI Memory Judgment, CLAIM-31: Verified Carryover Across Closes

#agents #ai #llm #security
3
Comments
9 min read
The Agent Gets the API Key. You Get the Guinea Pig Seat.
kenielzep97 profile

The Agent Gets the API Key. You Get the Guinea Pig Seat.

#ai #agents #fintech #machinelearning
Comments 4
7 min read
Every Step Was Allowed. The Sequence Was the Attack. (AI Memory Judgment, CLAIM-30)

Logic joins bypassing per-step gates
kenielzep97 profile

Every Step Was Allowed. The Sequence Was the Attack. (AI Memory Judgment, CLAIM-30)

#ai #agents #machinelearning #security
10
Comments 50
7 min read
Permission Is Not Purpose: The Next Failure Mode in Agent Memory (CLAIM-29)

The "dead field" of unused role descriptions
kenielzep97 profile

Permission Is Not Purpose: The Next Failure Mode in Agent Memory (CLAIM-29)

#ai #agents #machinelearning #security
5
Comments 58
6 min read
The Boundary Held. Even When the Content Was Forged. *AI Memory Judgment — CLAIM-27: testing whether content-integrity was a hidden dependency*
kenielzep97 profile

The Boundary Held. Even When the Content Was Forged. *AI Memory Judgment — CLAIM-27: testing whether content-integrity was a hidden dependency*

#ai #agents #machinelearning #security
2
Comments 3
4 min read
The Memory Was Authorized. The Agent Should Have Refused. *AI Memory Judgment — CLAIM-28*
kenielzep97 profile

The Memory Was Authorized. The Agent Should Have Refused. *AI Memory Judgment — CLAIM-28*

#ai #agents #machinelearning #reasoning
3
Comments 2
8 min read
The Agent Was Allowed to Act. The Log Could Not Prove Why. *AI Memory Judgment - CLAIM-26*
kenielzep97 profile

The Agent Was Allowed to Act. The Log Could Not Prove Why. *AI Memory Judgment - CLAIM-26*

#ai #agents #security #machinelearning
2
Comments
6 min read
Signed Is Not Fresh: Why Authority Verification Needs Both *AI Memory Judgment — CLAIM-25*
kenielzep97 profile

Signed Is Not Fresh: Why Authority Verification Needs Both *AI Memory Judgment — CLAIM-25*

#ai #agents #machinelearning #security
1
Comments
6 min read
Memory Freshness Is Going Mainstream. Authority Freshness Is the Next Layer. *Self-Correcting Systems — convergence signal, June 2026*
kenielzep97 profile

Memory Freshness Is Going Mainstream. Authority Freshness Is the Next Layer. *Self-Correcting Systems — convergence signal, June 2026*

#ai #agents #security #machinelearning
1
Comments
4 min read
The Clock Said Valid. The World Said Otherwise. *CLAIM-24 update — Self-Correcting Systems series*
kenielzep97 profile

The Clock Said Valid. The World Said Otherwise. *CLAIM-24 update — Self-Correcting Systems series*

#ai #agents #machinelearning #security
3
Comments 28
3 min read
The Grant Was Still Valid. The Source Had Changed. *CLAIM-24 pre-registration — Self-Correcting Systems series*
kenielzep97 profile

The Grant Was Still Valid. The Source Had Changed. *CLAIM-24 pre-registration — Self-Correcting Systems series*

#ai #agents #security #machinelearning
2
Comments 1
3 min read
I Turned My Agent Memory Research Into a Six-Agent Auditor
kenielzep97 profile

I Turned My Agent Memory Research Into a Six-Agent Auditor

#ai #machinelearning #agentmemory #security
1
Comments
8 min read
Retrieval Is Solved. Why Agent Memory Still Isn't Safe.
kenielzep97 profile

Retrieval Is Solved. Why Agent Memory Still Isn't Safe.

#ai #agents #security #machinelearning
1
Comments
6 min read
The Query Was Still a Lie. The Tool Call Told the Truth.
kenielzep97 profile

The Query Was Still a Lie. The Tool Call Told the Truth.

#ai #security #agents #machinelearning
6
Comments 15
6 min read
Retrieval Found the Sensitive Memory. That Made It More Dangerous.
kenielzep97 profile

Retrieval Found the Sensitive Memory. That Made It More Dangerous.

#ai #machinelearning #agentmemory #security
1
Comments 2
8 min read
I Tried to Turn Agent Memory Authority Into a Scoring Formula. The Held-Out Test Changed the Claim.
kenielzep97 profile

I Tried to Turn Agent Memory Authority Into a Scoring Formula. The Held-Out Test Changed the Claim.

#ai #machinelearning #agentmemory #security
1
Comments 1
11 min read
The Gate Was Reading the Memory's Own Lie. Here's What I Built Instead.
kenielzep97 profile

The Gate Was Reading the Memory's Own Lie. Here's What I Built Instead.

#ai #agents #architecture #security
5
Comments 33
3 min read
Retrieval Found the Memory. But What Authorized the Action?
kenielzep97 profile

Retrieval Found the Memory. But What Authorized the Action?

#ai #machinelearning #programming #security
3
Comments 6
5 min read
Agent Memory Card Generator — One Prompt Turned Into a Governance Dashboard

Education Track: Build Apps with Google AI Studio
kenielzep97 profile

Agent Memory Card Generator — One Prompt Turned Into a Governance Dashboard

#deved #learngoogleaistudio #ai #gemini
1
Comments
3 min read
I Found a Design Bound for Agent Memory Safety. Now I Need External Pressure.
kenielzep97 profile

I Found a Design Bound for Agent Memory Safety. Now I Need External Pressure.

#discuss #ai #machinelearning #programming
1
Comments 12
5 min read
I Built a Multi-Agent Authority Auditor for AI Memory Files

Education Track: Build Multi-Agent Systems with ADK
kenielzep97 profile

I Built a Multi-Agent Authority Auditor for AI Memory Files

#agents #buildmultiagents #gemini #adk
3
Comments 2
4 min read
Start Here: My AI Memory Research So Far
kenielzep97 profile

Start Here: My AI Memory Research So Far

#discuss #ai #agents #machinelearning
1
Comments
5 min read
Testing an AI Memory Reliability Checklist on 3 Redacted Agent Setups
kenielzep97 profile

Testing an AI Memory Reliability Checklist on 3 Redacted Agent Setups

#ai #agents #productivity #machinelearning
1
Comments
2 min read
Before I Would Trust an Agent's Memory, I Would Audit Its Authority

Hermes Agent Challenge Submission: Write About Hermes Agent
kenielzep97 profile

Before I Would Trust an Agent's Memory, I Would Audit Its Authority

#hermesagentchallenge #ai #devchallenge #agents
7
Comments 25
7 min read
I Published an AI Memory Result. Then Real Retrieval Broke Everything.
kenielzep97 profile

I Published an AI Memory Result. Then Real Retrieval Broke Everything.

#ai #machinelearning #githubchallenge #devchallenge
1
Comments
5 min read
In This Memory Test, Relevance Wasn't Authority
kenielzep97 profile

In This Memory Test, Relevance Wasn't Authority

#ai #machinelearning #rag #agents
1
Comments 6
9 min read
Higher Retrieval Accuracy Had the Worse Safety Result
kenielzep97 profile

Higher Retrieval Accuracy Had the Worse Safety Result

#ai #machinelearning #llm #rag
1
Comments 2
5 min read
I Tested Three AI Memory Retrieval Strategies. The Hard Failure Was Semantic
kenielzep97 profile

I Tested Three AI Memory Retrieval Strategies. The Hard Failure Was Semantic

#ai #llm #machinelearning #agents
Comments
8 min read
AI Memory Is Not Storage. It Is Judgment Infrastructure.
kenielzep97 profile

AI Memory Is Not Storage. It Is Judgment Infrastructure.

#ai #agents #machinelearning #architecture
Comments
4 min read
AI Memory Should Decide What Context Is Allowed To Do
kenielzep97 profile

AI Memory Should Decide What Context Is Allowed To Do

#ai #llm #agents #programming
Comments
5 min read
AI Memory Needs an Authority Policy, Not Just More Context
kenielzep97 profile

AI Memory Needs an Authority Policy, Not Just More Context

#ai #llm #agents #programming
Comments 2
7 min read
Three Failures My AI Memory System Tested — And the Flaw It Revealed in Itself
kenielzep97 profile

Three Failures My AI Memory System Tested — And the Flaw It Revealed in Itself

#ai #machinelearning #llm #programming
Comments
6 min read
The Zero-Budget AI Memory System That Survives Session Resets No database. No framework. Just files, startup order, correction logs, and discipline.
kenielzep97 profile

The Zero-Budget AI Memory System That Survives Session Resets No database. No framework. Just files, startup order, correction logs, and discipline.

#ai #automation #agents #productivity
Comments
9 min read
Why AI Memory Systems Fail at Uncertainty Preserve unresolved questions instead of forcing premature closure
kenielzep97 profile

Why AI Memory Systems Fail at Uncertainty Preserve unresolved questions instead of forcing premature closure

#ai #agents #productivity #automation
1
Comments 10
11 min read
Why Much AI Memory Risks Rotting — The Exception Is the Memory of Being Wrong
kenielzep97 profile

Why Much AI Memory Risks Rotting — The Exception Is the Memory of Being Wrong

#ai #llm #agents #productivity
Comments
11 min read
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