Credence – Jev-style typed decisions from a local GGUF model

Credence – Jev-style typed decisions from a local GGUF model bulyaki / Credence Public Notifications You must be signed in to change notification settings Fork 0 Star 0 Branches Tags Open more actions menu Latest commit History 3 Commits 3 Commits Folders and files Name Name Last commit message Last commit date docs docs include/ credence include/ credence profiles profiles src src tests tests third_party third_party tools tools .clang-format .clang-format .clang-tidy .clang-tidy .gitignore .gitignore .gitmodules .gitmodules CHANGELOG.md CHANGELOG.md CMakeLists.txt CMakeLists.txt CMakePresets.json CMakePresets.json DEPENDENCIES.md DEPENDENCIES.md LICENSE LICENSE NOTICE NOTICE README.md README.md THIRD_PARTY_NOTICES.md THIRD_PARTY_NOTICES.md build.bat build.bat build.sh build.sh Repository files navigation Credence Credence is an embeddable local inference runtime for typed probabilistic decisions from GGUF language models. It is built on a pinned llama.cpp dependency and is intentionally independent of any agent framework.

This OpenSourceRelease is relevant to the technology intelligence record because it involves Meta, Apple, Intel, llama. The source article should remain the factual reference for follow-up coverage.

• bulyaki / Credence Public Notifications You must be signed in to change notification settings Fork 0 Star 0 Branches Tags Open more actions menu Latest commit History 3 Commits 3 Commits Folders and files Name Name Last commit message Last commit date docs docs include/ credence include/ credence profiles profiles src src tests tests third_party third_party tools tools .clang-format .clang-format .clang-tidy .clang-tidy .gitignore .gitignore .gitmodules .gitmodules CHANGELOG.md CHANGELOG.md CMakeLists.txt CMakeLists.txt CMakePresets.json CMakePresets.json DEPENDENCIES.md DEPENDENCIES.md LICENSE LICENSE NOTICE NOTICE README.md README.md THIRD_PARTY_NOTICES.md THIRD_PARTY_NOTICES.md build.bat build.bat build.sh build.sh Repository files navigation Credence Credence is an embeddable local inference runtime for typed probabilistic decisions from GGUF language models.
• It is built on a pinned llama.cpp dependency and is intentionally independent of any agent framework.
• A decision is scored from the model's next-token distribution over a fixed set of permitted labels.
• No text is generated, so a call costs one prompt decode and returns a boolean, the probability the model assigned to true , and the uncertainty diagnostics needed to know whether that probability is worth anything.
• Status Phase 1 is in progress.
• The repository has a real model-backed boolean decision path, explicit profile-bound labels with stated semantics, a Qwen3 ChatML-style profile, a generic raw-text profile that resolves labels on BPE vocabularies, single- and multi-token scoring, top-token diagnostics, two labelled evaluation sets, and Platt (temperature plus bias) calibration fitted from them.