aide-house-model SKILL.md skillA
aide-house-model from anonymousnomad/aide-sovereign-workbench is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add anonymousnomad/aide-sovereign-workbench/aide-house-model@git:20260826.8da8b03Pins git:20260826.8da8b03 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- anonymousnomad/aide-sovereign-workbench
- Path
skills/packs/aide-house-model/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260826.8da8b03, committed Aug 26, 2026
- Size
- 4,319 bytes
- Repository stars
- 53
- License
- Apache-2.0
The House Model — AIDE's fluid, self-improving engine system. Static capable base + per-user LoRA adapters trained on verified in-AIDE trajectories, hot-swapped via llama.cpp /lora-adapters, gated by battery regression before promotion, plus [learned] context blocks for instant effect. Use when designing the learning loop, choosing base models, building the train->gate->promote pipeline, or answering 'can the model improve from use'.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# House Model — The Fluid Engine Operator vision 2026-08-25: not static GGUFs — a capable model in a closed loop with guardrails and SOPs that reinforces itself, learns from mistakes, and becomes a better developer the more it is used. Laptop-class hardware. ## Verdict (research-grounded, not hype) POSSIBLE, in three tiers of increasing depth. Evidence: 1. **In-context tier**: Lost-in-the-Middle/ICL literature + our own drift hook prove models condition on injected rules; [learned] blocks = accumulated operator-specific rules injected per request. Zero training needed. 2. **Adapter tier (THE fluid layer)**: llama.cpp natively supports unmerged LoRA adapters — POST /lora-adapters hot-swap measured sub-20ms (Medina 14B production benchmark, May 2026); rank-32/alpha-64 ≈ 500MB f16 adapters; base stays resident in VRAM; multiple adapters coexist; aLoRA PR #15327 adds invocation-triggered adapters without cache clears. 3. **Weights tier**: RLVR study (2605.30478) shows 0.6B–1B models gain +13pp pass@1 from unit-test-reward LoRA training — small models DO learn from verification feedback, which is exactly what AIDE's gates produce. …
Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/aide-house-model@sha256:c304ece9ff826832The line at the top of this page pins the label git:20260826.8da8b03, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_vht6j6h5vbeivun6)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 26, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4319 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
anonymousnomad/aide-sovereign-workbench · 53 stars · license Apache-2.0 · pushed 2026-10-26 · branch covert-production
API
GET https://markdownregistry.com/api/v1/artifacts/art_vht6j6h5vbeivun6 GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/aide-house-model GET https://markdownregistry.com/api/v1/blob/c304ece9ff82683225f40ab1e39844c9919d40e9b930361a6cdad33bbb2910b1
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.