Automated README summary
Automatically summarized from the README on 3 Nov 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
An intrusion detection system for a stream of network flows. It judges each flow as benign or attack, using a few labeled examples, and is evaluated on CIC-IDS2017 with delayed labels.
How it uses Jev
Jev receives a state with instructions, column names, category descriptions, selected labeled examples and the flow under test. It answers is_attack (noul, probability) and category (choice, six options with confidence). p_attack >= 0.58 raises an alarm; the category names the attack type.
Primitives:noulchoice
Technique worth stealing
KController adapts per-category example counts with AIMD on Jev's errors; Selector picks examples by similarity, recency, uncertainty and MMR.
Model judgments from README excerpts
Project signals use repository metadata, an existing summary and the first 700 README characters, not the full project. “Not found” means not detected in that material; it does not establish absence. These are the original judgments with recorded models and dates, not source audits or run results.
Models & evaluation dates
- Inclusion gate
jev-1.14.0- Project signals
jev-1.14.0- Category
jev-1.14.0- Pattern tags
jev-1.14.0
Evidence
These signals use repository metadata, an existing summary and at most 700 cleaned README characters. ≥ 0.60 means reported in that excerpt; ≤ 0.40 means not found there. The middle band is inconclusive. None is a source-code audit or a test result. The runnable-tool question excludes research experiments; the recommendation question asks for a learning shortlist, not a quality verdict.
- Jev is core to the projectFound in material0.90
- Shows a System One patternFound in material0.68
- Describes handling uncertaintynot found in the excerpt0.03
- Reports measured numbersunclear0.49
- Is a runnable toolunclear0.54
- Top-10 learning shortlist signalunclear0.55
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.50 / 2
- About JevFound in material0.99
no-judgment band (0.40–0.60)
no-judgment band (0.40–0.60)
The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 3 Nov 2026.