# yibie/jev-engineering-zh > A full Chinese translation of the Jev Engineering notes on a coding-agent harness that assembles context per query instead of accumulating it. Covers the six KV-cache symptoms, token economics, and model routing. - Magnitude: 3.5 out of 10 — Early signal - Stars: 104 total · +0 stars today, ≈ 18 by evening - Star trust: star growth looks organic - Category: AI agents · Created: 2026-09-22 · Last push: 2026-09-22 - GitHub: https://github.com/yibie/jev-engineering-zh · Page: https://gitnova.dev/en/r/yibie/jev-engineering-zh ## Useful for - Study an alternative coding-agent harness architecture built on explicit typed state - Work through the Opus-to-Sonnet routing cost calculation for a sample session - Compare the compiled notes with the original design notes in source-notes/ ## Why it’s here - 0 stars so far today, about 18 expected by the end of the day. - The spike has held for 3 days in a row — not a one-off blip. - The repository is 2 days old and already has 104 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #164. - About 8 forks a day — people are taking the code. ## Star trust Star growth looks organic. Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer. ## Numbers - Forks: 10 - Issues and pull requests: 1 - Watchers: 0 - Average over the last week: 37 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 3 ## Stars per day, last 5 days (oldest → newest, today is partial) 2026-09-20 … 2026-09-24: 0, 12, 70, 23, 0 ## Spotted in now - Top new repositories this week: #164 ## More in this category 1. **NandhaKishorM/laya** — 8.2 · Peaking · AI agents · Python · +0 stars today, ≈ 2,247 by evening Laya is a non-autoregressive decision engine that answers typed questions (choice, score, noul) over any state (text, email, ticket, JSON) in a single forward pass (~35 ms on GPU) with calibrated probabilities. Full card: https://gitnova.dev/en/r/NandhaKishorM/laya.md 2. **google/ax** — 8.1 · Breakout · AI agents · Go · +0 stars today, ≈ 935 by evening A declarative orchestrator for running autonomous AI agent workloads in a cluster, using a Kubernetes-like model with Task, Workspace, Gateway, and Model manifests. It sandboxes agents, pre-wires their environment, and restricts network… Full card: https://gitnova.dev/en/r/google/ax.md 3. **unreallabsai/unreal-agent** — 8.0 · Breakout · AI agents · Go · +0 stars today, ≈ 382 by evening Async-first agent harness in Go: sessions with persisted forkable history, input deduplication, an LLM-turn coordinator, and asynchronous operation execution via swappable components. Full card: https://gitnova.dev/en/r/unreallabsai/unreal-agent.md 4. **CopilotKit/openmuse** — 7.5 · Breakout · AI agents · TypeScript · +0 stars today, ≈ 493 by evening A personal AI agent with a browser, terminal, and files that carries out tasks on request and shows its work. Built with CopilotKit and AG-UI for iOS, Android, and web. Full card: https://gitnova.dev/en/r/CopilotKit/openmuse.md 5. **strands-agents/harness-sdk** — 7.3 · Breakout · AI agents · Python · +0 stars today, ≈ 238 by evening Open-source Python and TypeScript SDK for building and running AI agents: agent loop, tools, MCP, memory, multi-agent patterns and tracing in one package. Runs in your process with no hosted control plane and supports multiple model… Full card: https://gitnova.dev/en/r/strands-agents/harness-sdk.md --- Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score. Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast. Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself. Data as of 2026-09-24 02:50 UTC, updated every 30 minutes.