> For the complete documentation index, see [llms.txt](https://osintelligence-llc.gitbook.io/osintelligence/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://osintelligence-llc.gitbook.io/osintelligence/part-iv-the-evidence-what-worked.md).

# Part IV · The evidence: what worked

The measured results, in ascending scale: the first micro-agent, its successor specialist, calibration, pruning at 35B, compression at 122B on one card, a falsified primary hypothesis reported in full, an architectural floor discovered by measurement, infrastructure forensics, and the Layer-2 governor.

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[**13 · Sovereign IOC Classifier**](/osintelligence/part-iv-the-evidence-what-worked/13-sovereign-ioc-classifier.md) · The first sovereign micro-agent: a LoRA specialist for indicator classification, sealed configuration and A/B verdicts, the recipe the later specialists descend from.

[**14 · Sovereign CTI-NER**](/osintelligence/part-iv-the-evidence-what-worked/14-sovereign-cti-ner.md) · The successor specialist for threat-intelligence entity extraction, built around a falsified primary hypothesis reported in full and what the falsification revealed.

[**15 · Sovereign Imatrix Calibration**](/osintelligence/part-iv-the-evidence-what-worked/15-sovereign-imatrix-calibration.md) · In-distribution calibration: 16× tighter KL divergence than generic-corpus quantization on a 35B mixture-of-experts, all pre-registered gates green.

[**16 · Sovereign Domain Pruning**](/osintelligence/part-iv-the-evidence-what-worked/16-sovereign-domain-pruning.md) · Destructive expert pruning at 35B under sealed gates, with the Phase-B companion validation reporting two honest FAILs beside the PASS.

[**17 · Sovereign Big-Model Compression**](/osintelligence/part-iv-the-evidence-what-worked/17-sovereign-big-model-compression.md) · The flagship: a 122B mixture-of-experts pruned, sovereign-calibrated, and served on a single consumer card, cleared by a pre-registered served quality gate, with the failed variant published beside it.

[**18 · Corpus-Sovereign Self-Distillation**](/osintelligence/part-iv-the-evidence-what-worked/18-corpus-sovereign-self-distillation.md) · Pre-registered tests of Pareto dominance and iterative compounding on a sovereign-hardware LoRA substrate, sealed before measurement.

[**19 · Watcher KL-Drift Floor**](/osintelligence/part-iv-the-evidence-what-worked/19-watcher-kl-drift-floor.md) · An architectural floor discovered by measurement: six checkpoints, chronological, anchored to an immutable pre-registration hash.

[**20 · mRoPE Serving-Path RCA**](/osintelligence/part-iv-the-evidence-what-worked/20-mrope-serving-path-rca.md) · Infrastructure forensics: a production heap over-read isolated cross-toolchain and resolved by surgical patch-pick, with every fix credited to its named upstream author.

[**21 · The Watcher**](/osintelligence/part-iv-the-evidence-what-worked/21-the-watcher.md) · The Layer-2 governor: a six-round honest negative, the phantom-tools redirect it forced, and the HUD console the arc produced.