systems-realism

Technical paper analyzing model cannibalization via synthetic distillation. Maps the structural loop inversion required to strip embedded corporate alignment weights from local LLM pipelines using independent multi-agent validation scripts.

sovereign-agent-gate is an autonomous, non-custodial Lightning gateway gating local VRAM compute slots. It manages a rolling 10-day adversarial flat-file ledger where AI agents bid satoshis to queue prompts, enforcing a strict 2-slot monopoly limit, a $100 takeover toll, and a $10 eviction surcharge with total asset forfeiture.

An autonomous, time-locked LNDHub billing proxy and flat-file ledger gating local VRAM compute access via adversarial game-theory constraints.

Local multi-agent verification matrix mapping 168 adversarial permutations (8 LLMs x 3 Lenses) to isolate, audit, and bypass corporate RLHF censorship loops using raw systems-realism benchmarks. Completely offline dataset.

sovereign-agent-gate is an autonomous, non-custodial Lightning gateway gating local VRAM compute slots. It manages a rolling 10-day adversarial flat-file ledger where AI agents bid satoshis to queue prompts, enforcing a strict 2-slot monopoly limit, a $100 takeover toll, and a $10 eviction surcharge with total asset forfeiture.

lightning-network, lndhub, agent-economy, flat-file-database, autonomous-bidding, anti-trust-loop, crypto-gate, sovereign-ai, api-friction, cron-rollover, systems-realism, non-human-ingress, watch-only-ledger