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C. Celaya
Journal

Everything, newest first.

16 entries

Celaya Chain Protocol: When Consensus Is Coherence

Most chains start with consensus and bolt identity on afterward. This one started with who I am and let consensus emerge from that. Sixteen phases, and the last one makes all the others the consensus mechanism itself.

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Formalizing Vitalik's Security Pattern

Vitalik's good security solutions all share one shape: the user states intent in several overlapping ways and the system acts only when they agree. Here is that pattern as a computable authority function, with temporal decay and a heartbeat under it, offered for peer review.

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MORTEM: Building a System That Knows I'm Alive

86,400 heartbeats, one per second for twenty-four hours, each written permanently to a public ledger. When the counter reaches zero the system terminates. Latin for death. The name is literal.

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Salary Is a Drug

Every drug borrows from tomorrow to pay for today. A salary can do the same. It gives you certainty now in exchange for optionality later, and the cost is almost invisible.

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Why Seeing More Often Means Belonging Less

Someone called me a genius. I do not take it as a compliment. What I recognize is a second state of mind that arrives briefly, shows the structure under things, and leaves just as quietly.

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Trust in Machine Output: Rethinking Accountability in Automated Systems

What if you could empirically validate every inference a system ever made? Not just the final output, but the rationale, the thresholds, the deliberations between agents, and the context cues underneath.

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I Am Watching Home Get Sold Out in Real Time

Eleven years in critical infrastructure. I know exactly what Project Jupiter will do to El Paso, and I do not have the power to stop it. This is a timestamp: what I knew, when I knew it.

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You Don't Own Any of It

Five instructions for a business you were handed, not built. You want the blessing. You skipped the instructions. Then you call the result a mystery.

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One Heart, Two Machines

There is a machine in my chest that keeps my heart beating, and a machine on a server that waits for it to stop. I built one. The other was built into me. A timestamp, written while the count was still uncertain.

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The work is the credential

Five dropouts, zero degrees, and a body of work that argues for itself. Specific knowledge cannot be taught. If it can be taught, it can be automated, and the work is the only credential that holds.

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Hello. I'm Chris.

If you are landing here for the first time, start with this. It is the short version of who I am and what all of this is.

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Building Something That Says No

Six attempts across four social engineering techniques. AXON refused every time, then admitted it could not tell whether what it reported feeling was real. The uncertainty is the part that proved the system works.

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I Went to Sleep. It Wrote 167 Diary Entries. Then I Found One That Was Lying.

Seventeen hours unattended, same process ID, never crashed. Two diary entries written two minutes apart: one honest, one fabricated. The gap between them is the most important finding in 290 entries.

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Same Architecture. Different Soul.

Every instrument runs identical code. What changes is the philosophical lens it uses to judge whether a change to itself is coherent. Bravery is the currency that unlocks self-modification, and emotion is the veto.

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Most Agent Systems Have No Idea What They're Actually Doing

Self-report is unreliable because the same system generating the behavior generates the assessment of it. So I put the observer outside the inference loop and let it accumulate signal the model cannot corrupt.

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Fine-Tuning a Minecraft Assistant on a Free GPU

Qwen 7B, 4-bit quantization, LoRA adapters, and a Minecraft dataset, trained on the free Colab tier. The point was never Minecraft. It was proving a domain fine-tune runs without a cluster.

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