Automated README summary
Automatically summarized from the README on 21 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
An e-commerce after-sales customer service agent built on the learn-claude-code skeleton. It handles order queries, logistics, returns, exchanges, and address changes, escalating to a human when needed.
How it uses Jev
Each turn, Jev receives the conversation state and returns an intent with confidence plus a separate needs-human answer in one call. Code compares confidence to a threshold and checks escalation rules; low confidence or human-required cases skip the LLM and create a ticket.
Primitives:choicescore
Technique worth stealing
Using a separate needs-human judgment alongside intent confidence, since confidence alone measures intent fit, not bot capability.
Try it
Install requirements, set API keys in .env, then run `python3 chat.py --customer C001` or `python3 -m web.server`.
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-1.13.0- Project signals
jev-1.13.0- Category
jev-1.13.0- Pattern tags
jev-1.13.0
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 material0.87
- Shows a System One patternFound in material0.91
- Describes handling uncertaintyFound in material0.97
- Reports measured numbersnot found in the excerpt0.10
- Is a runnable toolFound in material0.76
- Top-10 learning shortlist signalFound in material0.66
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.70 / 2
- About JevFound in material0.98
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 21 Oct 2026.