organisation card

README.md

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 ---
 title: README
-emoji: 🌍
+emoji: 🧾
 colorFrom: gray
-colorTo: red
+colorTo: blue
 sdk: static
 pinned: false
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# Anomly
+
+Anomly builds **exact, verifiable AI computation**: inference and training whose arithmetic is
+reproducible bit for bit, with cryptographic receipts a third party can re-execute.
+
+The core is a 256-bit exact accumulator (a *quire*) paired with narrow posit-style operands
+(**b-posit**). Every multiply-accumulate inside a matmul is an integer operation with one
+rounding at the output, so the same weights and inputs give the same bits on an x86 CPU, an
+NVIDIA GPU or an ARM board, and an independent implementation can reproduce a served answer
+or a training step from the receipt.
+
+## What is here
+
+- **[INVAR](https://github.com/anomly-labs/invar)** (Apache-2.0): a local, OpenAI-compatible LLM
+  endpoint that emits a hash-chained receipt for every completion, with attestation binding,
+  TPM signing, SCITT-style statements, a transparency log, per-matmul spot-checks and two
+  independent reference re-executors (Python and Go). Under its exact profile the whole model
+  graph is bit-identical across CPU, CUDA and aarch64 for the llama, Qwen2, Gemma 3 and Mistral
+  families; the arithmetic is written down as a specification with conformance fixtures.
+- **[qwen3.6-27b-exact-w8-seed4](https://huggingface.co/Anomly/qwen3.6-27b-exact-w8-seed4)**:
+  a paired QLoRA of Qwen3.6-27B, one arm in bf16 and one with every linear GEMM run as exact
+  8/10-bit integer tensor-core products, reaching the same held-out loss across five seeds, with
+  both training runs bound into receipt chains and a bit-exact replay segment. Parity, not
+  lift, is the claim.
+- b-posit8 GGUFs of open models for the exact profile, as they are published.
+
+## What we do not claim
+
+Exactness is not confidentiality (that is a TEE property INVAR composes with, not replaces),
+and reproducibility does not make a model better. Every number we publish carries the
+measurement that produced it and the limits of what it shows.
+
+Contact: https://anomly.com/contact

index.html

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-<!doctype html>
-<html>
-	<head>
-		<meta charset="utf-8" />
-		<meta name="viewport" content="width=device-width" />
-		<title>My static Space</title>
-		<link rel="stylesheet" href="style.css" />
-	</head>
-	<body>
-		<div class="card">
-			<h1>Welcome to your static Space!</h1>
-			<p>You can modify this app directly by editing <i>index.html</i> in the Files and versions tab.</p>
-			<p>
-				Also don't forget to check the
-				<a href="https://huggingface.co/docs/hub/spaces" target="_blank">Spaces documentation</a>.
-			</p>
-		</div>
-	</body>
-</html>
+<!doctype html><meta charset="utf-8"><meta http-equiv="refresh" content="0; url=https://huggingface.co/Anomly"><title>Anomly</title>