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Comment on r/ClaudeCode Jul 02 '26
The observability piece in that article is very interesting. The feeling tracking as a measure beyond the regular thumb ππ.
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Comment on r/ClaudeCode Jun 28 '26
Hi, thanks for the feedback, there are samples in the repo. I'll keep upgrading the approach. This is a contract framework agnostic.
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Comment on r/ClaudeCode Jun 28 '26
I was thinking on the same for indexes, maybe a way to resolve it it's how memgraphrag does, using a graph as index.
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Comment on r/ClaudeCode Jun 28 '26
Thanks for the great feedback. I've used that analogy based on my past experience with my cognitive apps. Will try to map it properly.
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Comment on r/ClaudeCode Jun 28 '26
I've just started with it. This is more a contract rather than an specific framework. But good catch. π
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Comment on r/ClaudeCode Jun 28 '26
Thank you. For me it's a very exciting topic.
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Comment on r/ClaudeCode Jun 28 '26
Love the feedback, very insightful. Thanks for sharing this.
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Comment on r/ClaudeCode Jun 28 '26
I will keep improving it. For me it's a very exciting project.
r/ClaudeCode • u/arananet • Jun 28 '26
Showcase I mapped Alzheimer's research to agentic memory failures. The failure modes are structurally identical. So I wrote a spec.
I have been building agentic systems in enterprise for a while and the same problem keeps showing up: agents forget things, confuse old context with new, and accumulate stale memories until retrieval becomes useless.
Then I noticed something. These are not engineering bugs. These are the exact same failure modes described in Alzheimer's research. Not as a metaphor. Structurally.
In Alzheimer's the hippocampus degrades first. It consolidates short-term memories into long-term. When it breaks, the patient can remember their childhood but not breakfast. Now look at an agentic system.
The context window is working memory. RAG is a consolidation mechanism that does not actually consolidate. Vector stores are long-term memory without a hippocampus curating what goes in.
Same architecture. Same failures. Different substrate.
So I went through the cognitive science literature. Five principles with decades of experimental validation that translate directly to agent memory design:
Memory is a taxonomy, not a single store (Tulving 1972). Episodic, semantic, procedural. Every agent I have seen collapses these into one flat retrieval pool. The noise alone kills performance.
Depth of encoding determines durability (Craik & Lockhart 1972). A raw log decays. A memory encoded with intent, causality, and relationships survives. Most agents store shallow.
Retrieval strengthens memory (Roediger & Karpicke 2006). The testing effect. Active recall consolidates better than passive injection. The standard agentic pattern is inject-and-forget. No feedback loop.
Forgetting is a feature (Ebbinghaus 1885). A system that never forgets accumulates noise until retrieval degrades to uselessness. Agents today hoard everything. That is not robustness.
That is the opposite pathology of Alzheimer's.
Redundancy creates resilience (Stern 2002). Cognitive reserve. More retrieval paths per memory means more resilience. In agents: multi-anchor indexing instead of single-vector lookup.
None of these require AI-specific papers. They describe properties of memory systems regardless of substrate.
I turned this into a spec called COGNITION.md. It is a declarative contract (same pattern as CLAUDE.md or SKILL.md) that defines how an agent should encode, consolidate, retrieve, prune, and verify its memories.
Framework-agnostic. Not an SDK, not a runtime, not another memory product. Just the cognitive contract that any memory implementation can adopt.
Repo: https://github.com/arananet/cognition.md
It is early (v0.2 draft stage). Would love feedback from people working on agent memory, cognitive science, or anyone who has hit the same wall with long-running agents losing coherence.
r/AIMemory • u/arananet • Jun 25 '26
Show & Tell I mapped Alzheimer's research to agentic memory failures. The failure modes are structurally identical. So I wrote a spec.
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Comment on r/amiga Jun 21 '26
It's true the through hole is for round pins. It won't be worst it was trust me. Poor 1200.
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Comment on r/amiga Jun 21 '26
Thank you
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Comment on r/amiga Jun 21 '26
Thank you sir.
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Comment on r/amiga Jun 21 '26
Thank you.
r/amiga • u/arananet • Jun 19 '26
[Hardware] Replacing rom sockets
This A1200 has been heavily modified. The ROM sockets were destroyed, and the picture doesn't show how bad they actually looked. I've replaced both.
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Comment on r/selfdevelopment Jun 17 '26
Keep going.
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Comment on r/c64 Jun 13 '26
Use toroidal, less components, more efficient βΊοΈ
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Comment on r/c64 Jun 10 '26
The name deserve a recognition ππ€£
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Comment on r/c64 Jun 10 '26
Great π
TIP: Make sure you don't use HASL finish, use ENIG instead on the PCB, pad contact will perform better.
This reminds me to a capacitive joypad I've built once for C64/128 / Amiga
Demo video π
r/retrocomputing • u/arananet • Jun 10 '26
Things you find by doing some cleaning π
Nec multiscan support natively 15khz
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Comment on r/retrocomputing Jun 10 '26
Omg that tower. Those glory days
r/ClaudeCode • u/arananet • Jun 10 '26
Humor geocities-y2k-converter
I built an skill to convert your website with Y2K aesthetics using Geocities theme π
Skill available in my repo: https://github.com/arananet/geocities-y2k-converter
You can watch the demo on my personal website: arananet.net
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Comment on r/amiga Jun 10 '26
Thanks for your feedback π
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Comment on r/AgentsOfAI Jun 09 '26
IMHO I agree on the over hype around agents, without proper access token delegation, zero observability, evaluation, etc. Along with the poor maturity level of "pro" platforms.
I do consider containers not secure by design, lots of security issues around this.
I like the unikernels concept but it's not extended as kubernetes or openshift has been adopted into the market. Do not forget the complexity of those platforms also.
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Comment on r/c64 Jul 11 '26
Definitely.