malevrigns/agent-jev
AgentJev-0.6B - a fast 'System One' decision model for AI Agents: feed it any unstructured state (diffs, traces, logs) and structured questions, get calibrated probability distributions back in one ~50ms forward pass. Zero output-token decoding.
From the publisher
README & documentation
Source previewRead the project’s overview, installation instructions and usage examples. The original README is the source of truth.
Weights: https://huggingface.co/aimeigaoshou/agent-jev The job · Primitives · Forward pass · Results · Latency · Run it · HTTP · Repository AgentJev-0.6B does not write. You hand it a state and questions you have already phrased. One forward pass returns a probability for every option. The number of decoded tokens is zero. Put it where an agent loop needs a gate, a route, or a score. Leave the prose to a larger model. A coding agent, a triage bot, or a workflow spends most of its steps on questions that are not writing problems. Did the tests pass. Which tool is next. Is this command safe to run. The usual answer is to ask a 27B–70B model to talk its way to a boolean, then parse the talk. The state stays unstructured. The questions are typed. The answer is the distribution. The state can be a diff, a stack trace, a…
Read the full README ↗ · Preview checked 2026-09-23T12:43:25.516Z
Inside the original README — Document outline
- The job
- Primitives
- One forward pass
- Typed Decisions
- By workflow
- By primitive
- How to read the table
- Latency & throughput
- Run it
- Client
- HTTP
- A gate in front of the tool
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Links from the README
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Documentation belongs to its respective authors. Reported project/model license: Apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.
What this repository does
AgentJev-0.6B - a fast 'System One' decision model for AI Agents: feed it any unstructured state (diffs, traces, logs) and structured questions, get calibrated probability distributions back in one ~50ms forward pass. Zero output-token decoding.
Repository facts
- Owner
- malevrigns
- Primary language
- Python
- Stars
- 259
- Forks
- 20
- Open issues + pull requests
- 0
- License
- Apache-2.0
- Archived
- No
- Default branch
- main
- Created
- 2026-09-21T16:24:42.000Z
- Last push
- 2026-09-23T09:16:37.000Z
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Source and freshness
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