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Inkling

▲ 121 points 4 comments by htrp 1mo ago HN discussion ↗

Pangram verdict · v3.3

We believe that this document is fully human-written

1 %

AI likelihood · overall

Human
100% human-written 0% AI-generated
SEGMENTS · HUMAN 1 of 1
SEGMENTS · AI 0 of 1
WORD COUNT 180
PEAK AI % 1% · §1
Analyzed
Jul 15
backend: pangram/v3.3
Segments scanned
1 windows
avg 180 words each
Distribution
100 / 0%
human / AI fraction
Verdict
Human
Pangram v3.3

Article text · 180 words · 1 segments analyzed

Human AI-generated
§1 Human · 1%

Inkling Open weights, ready to tinker An efficient open model for text, images, and audio, available to fine-tune.

Model at a glance

975B total, 41B active Parameters Mixture of Experts Architecture 1M tokens Context window64K / 256K on Tinker Text, Image, Audio Input modalities

A well-rounded, generalist model

Spider chart comparing Inkling, Nemotron 3 Ultra, GLM 5.2, GPT 5.6 Sol, and Claude Fable 5 on ten evaluations scored from zero to one hundred. Inkling is shown with the heavier cobalt line. Evaluations without a reported model score are plotted at zero. Hover an evaluation to compare every model's score.

General intelligence Performs well across knowledge, math, and science. Agentic coding & tools Writes code and uses tools to get work done. Audio & image input Natively multimodal on input, and at the open-source frontier for speech. Controllable effort Adjust thinking time to balance speed and performance. Forecasting & confidence Makes predictions with well-calibrated confidence. Instruction following Handles detailed, multi-step instructions reliably.

Ready to customize Fine-tune Inkling for your domain on Tinker, our training platform.

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Model card

Hugging Face