Releases·Model Release
CLM-8B: A 9x Faster System 1 Decision Model Than Jev
CLM-8B: A 9x Faster System 1 Decision Model Than Jev
0 engagement1 sourceThu, Sep 24, 2026, 03:05 AM
Related
Social·Community
Jev already has rivals: 3 open-source alternatives that are faster, can see, or run locally
A Medium post argues that three weeks after System One models emerged, the category already includes open-source rivals to Jev. The author compares CLM-8B, Clef and Laya on speed, vision capability, and local runnability.
A Medium post argues that three weeks after System One models emerged, the category already includes open-source rivals to Jev. The author compares CLM-8B, Clef and Laya on speed, vision capability, and local runnability.
0 engagement1 sourcerssFri, Oct 9, 2026, 04:06 AM
Developments·Benchmark
ASSAY-001 pre-registered eval of Jev's hallucination claim: 0 type violations, calibration split by dataset
An independent pre-registered evaluation, ASSAY-001, tested Jev's claim that it cannot hallucinate values outside a schema. Across 8,576 responses on Banking77 and CLINC150 it emitted zero schema violations, but confidence calibration failed on Banking77 (ECE 0.0936) while passing on CLINC150 (ECE 0.0204). Two additional independent evals found Jev losing to Claude Haiku 4.5 on phishing classification and to bge-m3 on reranking unless fused.
An independent pre-registered evaluation, ASSAY-001, tested Jev's claim that it cannot hallucinate values outside a schema. Across 8,576 responses on Banking77 and CLINC150 it emitted zero schema violations, but confidence calibration failed on Banking77 (ECE 0.0936) while passing on CLINC150 (ECE 0.0204). Two additional independent evals found Jev losing to Claude Haiku 4.5 on phishing classification and to bge-m3 on reranking unless fused.
1 engagement1 sourceredditSun, Sep 20, 2026, 05:02 PM
Releases·Model Releasefeatured
Ex-OpenAI researcher Diogo Almeida builds Jev, a 'System 1' AI model that skips language
A Fireship video covers Jev, a 'System 1' AI model built in stealth over two years by ex-OpenAI researcher Diogo Almeida. The model cannot talk or write code but is claimed to run 200x faster and 400x cheaper than LLMs while being hallucination-free. Its launch challenges the assumption that language is necessary for AI reasoning.
A Fireship video covers Jev, a 'System 1' AI model built in stealth over two years by ex-OpenAI researcher Diogo Almeida. The model cannot talk or write code but is claimed to run 200x faster and 400x cheaper than LLMs while being hallucination-free. Its launch challenges the assumption that language is necessary for AI reasoning.
24.5k engagement1 sourceyoutubeMon, Sep 21, 2026, 05:52 PM
Releases·Tool Release
Developer releases Gutsy, an open-source tool running decision-model inference on CPU in under a second without API calls
Show HN: Gutsy, subsecond decision model inference on CPU, no API
Show HN: Gutsy, subsecond decision model inference on CPU, no API
3 engagement1 sourcehackernewsMon, Oct 5, 2026, 08:03 AM
Releases·Tool Release
Jeeves: reasoning improves Jev-like decision models
Jeeves: reasoning improves Jev-like decision models
Jeeves: reasoning improves Jev-like decision models
326 engagement1 sourcehackernewsTue, Sep 29, 2026, 11:13 AM