dsh-plugin-codemode

English | 中文说明

Pi-style Code Mode (Programmatic Tool Calling) for DeepSeek Harness (DSH).
Turn verbose O(N) multi-turn ReAct loops into a single O(1) JavaScript orchestration script executed in a memory-isolated sandbox — see Security Model for what that does and does not guarantee.

⚡ The Benchmark: Hard Numbers

Measured 2026-10-15 against the 17 real markdown documents in the DeepSeekHarness repository's docs/ folder (including the 282,842-char operational ledger known-issues.md) — 414,346 raw characters in total. The task: scan all documents, filter by keywords (JEV, Polymarket, Architecture), extract titles & line metrics, and return a sorted Top-5 summary JSON.

Metric	Traditional ReAct Loop	Code Mode (Sandbox Orchestration)	Measured Improvement
Data Loaded into Context	414,346 chars	677 chars	99.8% Reduction (612:1 distillation)
Estimated Input Tokens	~129,483 tokens	~212 tokens	99.8% Saved (129k tokens spared)
Agent / LLM Turns	19 round trips	1 turn	94.7% Fewer Turns (18 turns eliminated)
End-to-End Elapsed Time	~47.5 s (at 2.5s / LLM turn)	~2.5 s	19× Faster (94.7% latency drop)
Computation Accuracy	Prone to LLM counting hallucinations	Native JS `Array.filter().sort()`	100% Deterministic & Accurate

⚠ The absolute figures are a dated snapshot, not a constant. The corpus keeps growing — it was 215,011 chars when this table was first written, and is 414,346 as of 2026-10-15. The ratios are the stable part; refresh the absolutes by re-running:

node <DeepSeekHarness>/tests/benchmark-codemode-vs-react.mjs — from the DeepSeekHarness repo root, because the corpus is that repo's docs/, not this plugin's (this plugin's own docs/ holds a single file).

End-to-End Elapsed Time is modelled (19 turns × 2.5 s/turn assumed), not stopwatch-measured.

💡 Why Code Mode?

Modern LLM agents suffer from tool explosion and context pollution:

Context Bloat: Reading 20 files fills the transcript with 200k tokens of raw data. The model loses track, forgets system instructions, or triggers expensive context compaction.
High Latency: Every single tool call requires a full round trip of network latency and model inference.
Calculation Flaws: Asking LLMs to count lines, sort arrays, or calculate statistics over huge text chunks often yields subtle hallucinations.

The Code Mode Paradigm

"Put deterministic things in code, non-deterministic in LLM." — Hacker News Community Consensus on Code Mode

Inspired by Pi 1.0 (Earendil)'s Code Mode architecture and Cloudflare's production agent rewrite:

Pi.dev 1.0 Official Codemode Docs: Established the Programmatic Tool Calling paradigm via memory-isolated sandboxing and deferred tool exposure.
Cloudflare / CamelAI Case Study: Rewrote agents from heavy VM containers to Pi Code Mode in Durable Objects, reporting an order-of-magnitude reduction in latency and token costs.
Hacker News Discussion (#49019301): Highlighted that orchestrating multi-tool workflows via local sandboxed code delivers up to a 99.2% cost reduction compared to traditional ReAct loops.

With Code Mode, the agent writes a concise JavaScript async function. The script executes inside an isolated sandbox, concurrently calls registered host and MCP tools, filters out unnecessary data in memory, and only returns the final distilled result to the conversation context.

🏗 Architecture

┌──────────────────────────────────────────────────────────┐
│                   DeepSeek Harness (DSH)                 │
│                                                          │
│  ┌──────────────────────┐      ┌──────────────────────┐  │
│  │ LLM Conversation     │      │   ctx.tools / MCP    │  │
│  │ (Main Context)       │      │  (read, pwsh, mcp..) │  │
│  └──────────┬───────────┘      └──────────▲───────────┘  │
│             │ script                       │             │
│             ▼                              │ invoke      │
│  ┌─────────────────────────────────────────┴──────────┐  │
│  │ dsh-plugin-codemode (Cordis Extension)             │  │
│  │                                                    │  │
│  │  ┌──────────────────────────────────────────────┐  │  │
│  │  │ Dual-Engine Sandbox (Isolated Context)       │  │  │
│  │  │                                              │  │  │
│  │  │  • V8 VM Sandbox (Default): native speed,    │  │  │
│  │  │    zero memory caps, unconstrained concurrency│  │  │
│  │  │  • QuickJS-WASM: WebAssembly memory sandbox   │  │  │
│  │  │                                              │  │  │
│  │  │  - Proxy bridge: tools.<name>(args)          │  │  │
│  │  │  - Supports Promise.all concurrency          │  │  │
│  │  │  - Hard timeout guard (default 60s)          │  │  │
│  │  │  - Recursion & leak prevention               │  │  │
│  │  └──────────────────────────────────────────────┘  │  │
│  └──────────────────────────┬─────────────────────────┘  │
│                             │ distilled output only      │
│                             ▼                            │
│  ┌────────────────────────────────────────────────────┐  │
│  │ Return to LLM: [Logs] + [Return Value]             │  │
│  └────────────────────────────────────────────────────┘  │
└──────────────────────────────────────────────────────────┘

✨ Features

🚀 Dual-Engine Execution:
- V8 VM Engine (engine: 'vm', Default): Aligns with DSH's official PTC workflow architecture. Zero overhead, handles multi-megabyte payloads, native microsecond performance.
- QuickJS-WASM Engine (engine: 'quickjs'): Strict WebAssembly memory isolation, zero Node/OS footprint.
🔄 Universal Tool Proxy & Dynamic Introspection:
- Access all DSH built-in tools (read, edit, pwsh, glob) and MCP tools (mcp__github__*, mcp__cua*, mcp__tavily__*) via tools.<tool_name>(args).
- Zero-Token Tool Discovery: Introspect tools dynamically at runtime without polluting system prompts or wasting context tokens:
  - tools.list(): Returns the full array of registered tool names in memory.
  - tools.help('namePattern'): Inspects parameters and JSON Schemas on-demand inside the sandbox, cutting system prompt bloat by over 90%.
🛡 Hard-Safety Protections:
- Hard timeout (default 60,000 ms). The host channel yields a macrotask and re-checks the deadline on every tool call, so await-driven infinite loops are terminated instead of starving the event loop. Pure synchronous loops are caught by V8's own runInContext timeout.
- Escape guard test suite (test/escape.test.js, 11 cases) pins 10 known node:vm prototype-chain escape vectors plus a host-process probe. See Security Model.
- QuickJS tool-loop guard (test/quickjs-tool-loop.test.js, 6 cases) pins sequential cross-WASM tool orchestration.
- Recursion blocker prevents scripts from invoking codemode inside codemode.
- Result truncator caps output at 50,000 characters to prevent accidental prompt floods.
📦 Zero-Patch, 100% Reversible: Pure dynamic Cordis extension. Modifies zero core DSH runtime files.

🔐 Security Model

The sandbox executes model-generated code. Treat that code as untrusted — prompt injection can reach it through any tool result or file it reads.

What is enforced

Guarantee	Engine	How
No host object crosses into the sandbox	`vm`, `quickjs`	The host exposes exactly one channel and it carries strings only; the sandbox-side `tools` proxy and its `JSON.parse` are built inside the context
Sandbox global has no host prototype	`vm`	`vm.createContext(Object.create(null))` — a plain literal's prototype is the host `Object.prototype`, which handed `globalThis.constructor` straight to the host `Function` constructor
Tool return values cannot be an escape channel	`vm`, `quickjs`	Values are serialized on the host and re-parsed by the sandbox's own `JSON`
`await`-driven infinite loops terminate	`vm`	The host channel yields a macrotask and re-checks a deadline on every call
Synchronous infinite loops terminate	`vm`	V8 `runInContext({ timeout })`
Any infinite loop terminates, including a pure `await` loop that never calls a tool	`vm` + `hardIsolation: true`	The sandbox runs in a worker thread, so the host's event loop stays free and `worker.terminate()` always fires. Without this flag the host and the sandbox share one event loop and no in-process timer can fire
WASM / QuickJS-level crashes cannot take down DSH	`quickjs` + `hardIsolation: true`	The crash kills the worker; the host receives a clean failure result
Sequential tool orchestration cannot kill the process	`quickjs`	Manual `newPromise` instead of `newAsyncifiedFunction`
Output cannot exceed `maxResultChars`	both	The cap is applied to the whole rendered result, logs included

What is not guaranteed

node:vm is not a security boundary. Node's own documentation states: "The node:vm module is not a security mechanism. Do not use it to run untrusted code." The hardening above closes 10 known prototype-chain vectors (pinned by test/escape.test.js), but a vm context still shares the host process and heap. It is a defense-in-depth measure, not a boundary. For a real boundary, run the whole DSH process inside a container or a separate OS user.
hardIsolation defaults to false. With it off, a script that loops on await without ever calling a tool starves the shared event loop and hangs the DSH process until it is restarted. Set hardIsolation: true in the profile config if you want that class closed.
No network isolation. The sandbox has no fetch because none is injected — a convenience property, not an enforced capability.
No approval gate. Every tool call the script makes executes immediately; DSH's own approval surface is not consulted by codemode.
The quickjs engine is slower. It is an interpreter (roughly 10–50× slower than V8 JIT per the comparison in Simon Willison's sandboxing research), and it has no setTimeout.

Fixed vulnerabilities (2026-10-14 audit)

Three defects were found by PoC and fixed the same day. Full evidence, sources and remaining gaps: docs/best-practice-research-2026-10-14.md.

ID	Defect	Evidence before fix	Fix
P0-1	Host-realm builtins injected into the `vm` context → `constructor.constructor` chain reached the host `Function` constructor	7 of 10 escape vectors succeeded, all reaching the host `process` (`envKeyCount: 80`; `kill`/`dlopen` available)	Host channel reduced to strings; sandbox global is `Object.create(null)`; `console`/`text`/`tools` built inside the context
P0-2	The `Promise.race` timeout used `setTimeout`, a macrotask; an `await` loop starved the microtask queue so it never fired	Script hung indefinitely; a 15 s in-script watchdog also never fired	Host channel yields a macrotask + deadline check
P0-3	`newAsyncifiedFunction` corrupted the QuickJS refcount across sequential suspensions	`Aborted(Assertion failed: p->ref_count == 0, quickjs.c:5512)` / `memory access out of bounds`, escaping try/catch and killing the host process (4/4 runs)	Manual `newPromise` + pump loop (4/4 runs pass)
P0-2 (residual)	A pure `await` loop that never calls a tool starves the shared event loop, so no in-process timer can ever fire	Script hung; a 20 s watchdog never returned	`hardIsolation` runs the sandbox in a worker thread; `worker.terminate()` is a real hard kill. Guarded by `test/worker-isolation.test.js`
P1	`maxResultChars` capped only the return value; the `[Logs]` section was unbounded, so `for(...) console.log(...)` could flood the context past the advertised 50,000-char limit	Code inspection of `truncator.ts`	The cap is now applied to the whole rendered result
P2	`test/bundle-declaration.test.js` silently skipped on machines that do have DSH installed — it read `start-dsh.ps1` as UTF-8, but that file is UTF-16LE (`FF FE`), so `$dshEntry` never matched	Test reported `skipped: 1` on a machine with the runtime present	BOM-aware read; the test now fails loudly if DSH is installed but the path cannot be derived, and only skips when `start-dsh.ps1` is absent

📖 Example Scripts

1. Parallel File Scan & Distillation

// Scan 10 files simultaneously and extract matching headers
const files = await tools.glob({ path: 'src', pattern: '**/*.ts' });
const results = await Promise.all(files.slice(0, 10).map(async (file) => {
  const code = await tools.read({ file_path: file });
  const exportedFns = code.match(/export (?:async )?function \w+/g) || [];
  return { file, count: exportedFns.length, functions: exportedFns };
}));

// Sort by number of exports and return top 3
return results.sort((a, b) => b.count - a.count).slice(0, 3);

2. Zero-Token Dynamic Introspection & On-Demand MCP Execution

// Discover tools dynamically without polluting the prompt with 140+ tool schemas
const available = tools.list();
console.log(`Discovered ${available.length} active tools`);

// Inspect parameters on-demand only when needed
const issueHelp = tools.help('github__list_issues');
console.log(issueHelp);

// Fetch latest issues via GitHub MCP and summarize in memory
const issues = await tools.mcp__github__list_issues({ owner: 'deepseek-ai', repo: 'deepseek-harness' });
const topIssues = issues.slice(0, 3).map(i => ({
  number: i.number,
  title: i.title,
  author: i.user?.login
}));

return topIssues;

🚀 Installation & Setup

Option A: `dsh plugin add` (Recommended)

dsh plugin add dsh-plugin-codemode

The package declares dsh.bundle.patch (cordis.patch.yml), so the host row is inserted into your profile automatically — nothing to hand-edit. Restart DSH and the codemode tool appears.

Option B: Install from npm manually

In your DSH profile directory (e.g. ~/.dsh/profiles/web):

pnpm add dsh-plugin-codemode
# or: npm install dsh-plugin-codemode

Then add the row yourself to ~/.dsh/profiles/web/cordis.patch.yml:

- insert:
    - id: plugin-codemode
      name: 'dsh-plugin-codemode'
      config:                  # 全部可选;省略即用默认值
        toolName: 'codemode'
        engine: 'vm'           # 'vm' (default) or 'quickjs'
        maxResultChars: 50000
        timeoutMs: 60000
        injectGuidance: true

Option C: Install from Source (Development)

git clone https://github.com/Yum-wu/dsh-plugin-codemode.git
cd dsh-plugin-codemode
npm install
npm run build

Link into your DSH web profile (~/.dsh/profiles/web/package.json):

{
  "dependencies": {
    "dsh-plugin-codemode": "link:C:/Users/Yum/Desktop/dsh-plugin-codemode"
  }
}

Then add the row from Option B.

Restart DSH

Restart the DSH service from your desktop management console. The agent will immediately receive the codemode tool declaration and execution guidance.

⚙️ Configuration Reference

Option	Type	Default	Description
`toolName`	`string`	`'codemode'`	Name of the tool declared to the LLM.
`engine`	`'vm' \| 'quickjs'`	`'vm'`	Execution engine: high-throughput V8 VM or WASM sandbox.
`hardIsolation`	`boolean`	`false`	Run the sandbox in a worker thread and kill it with `worker.terminate()`. Closes the one remaining hang class (a pure `await` loop that never calls a tool) and turns WASM-level crashes into clean failures. Costs one worker spawn per call. Recommended for untrusted input — see Security Model.
`maxResultChars`	`number`	`50000`	Maximum length of distilled output returned to context.
`timeoutMs`	`number`	`60000`	Hard deadline per script before auto-termination.
`injectGuidance`	`boolean`	`true`	Injects Code Mode orchestration tips into system prompt.
`collapseTopLevelTools`	`boolean`	`false`	When on, only whitelisted tools stay visible at the top level; the rest vanish from the model’s view.
`allowedTopLevelTools`	`string[]`	`DEFAULT_CORE_TOOLS` (37 items)	The whitelist. ⚠ Full-replacement semantics (not additive) — see warning below.

⚠️ allowedTopLevelTools REPLACES the default, it does not extend it. The implementation is new Set(config.allowedTopLevelTools || DEFAULT_CORE_TOOLS) — once you set this array, DEFAULT_CORE_TOOLS is ignored entirely. Tools you leave out disappear from the top level silently: no error, no warning, nothing in the logs. The model simply cannot see them. Measured 2026-10-05: the old DEFAULT_CORE_TOOLS had only 11 entries while the runtime registered 36 non-MCP tools — 24 were swallowed, subagent among them. Now completed to 37 entries with a guard test. |

🧠 Auto Reasoning Effort — moved out (2026-10-05)

This plugin no longer implements reasoning-effort selection. It now lives in a standalone plugin: dsh-auto-reasoning.

Why it moved. The old code here mounted the platform hook agent/request, read agent/session + session/event, called ctx.llm.resolveModelInfo() and registered a host /api route — not one line of it belonged to codemode's sandbox / tool-bridge / truncator. The hook position was right; the plugin identity was wrong.

How the two are wired now. The declaration row for dsh-auto-reasoning is shipped by the dsh-jev-preset bundle (same insert group, second row), so installing the JEV preset brings auto effort with it. codemode is not involved either way.

⚠️ Remove autoReasoning: true from your profile's cordis.patch.yml. The config key no longer exists, and cordis validates a whole entry at once — a leftover unknown key makes the entire plugin-codemode entry fail to activate, which shows up as "the codemode tool vanished".

⚠️ Do not add auto: auto to a model's reasoningEfforts. That advice used to live in this README and it is wrong: auto is not a legal effort key (the legal set is off/minimal/low/medium/high/xhigh/max), and declaring it there makes the whole provider entry fail to activate — every model under it disappears from the picker. Verified against a real profile on 2026-10-04; a guard test now ships in DeepSeekHarness (tests/11-cordis-efforts-schema.test.mjs).

🛟 3-Level Zero-Risk Rollback Strategy

Level	Scenario	Action	Recovery Time	Impact
Level 1 (Soft Disable)	Unstable model behavior	Add `disabled: true` to `plugin-codemode` in `cordis.patch.yml` and restart DSH.	< 15 seconds	Unregisters `codemode`, reverts to standard single-turn tools.
Level 2 (Runtime Fallback)	Script syntax or runtime error	Automatic: plugin catches errors and prompts model to fallback to native step-by-step tools.	0 seconds (instant)	Session is never interrupted; graceful degradation.
Level 3 (Physical Clean)	Complete uninstall	Remove from `cordis.patch.yml` and `package.json`, delete directory.	< 15 seconds	0 runtime traces, 0 configuration residues.

🧪 Testing

npm test

Runs the unit suite (37 cases, node --test test/*.test.js):

sandbox.test.js (4): basic evaluation and return values, console.log/text() capture, isolation (no Node process/filesystem leaks), hard timeout on infinite loops.
bridge.test.js (3): Promise.all parallel tool execution, rejection of recursive codemode calls, oversized-output truncation.
apply-guard.test.js (2): regression guards — apply() must never call ctx.waterfall (it is an emitter; doing so took the host down as fatal on 2026-10-03), and apply() no longer depends on the llm/connection services after auto-effort moved out.
escape.test.js (11): escape guard — 10 known node:vm prototype-chain vectors (this.constructor.constructor, globalThis.constructor.constructor, Object.constructor, JSON.constructor.constructor, Promise.constructor.constructor, JSON.parse("{}").constructor.constructor, (await tools.read({})).constructor.constructor, (function(){}).constructor, [].constructor.constructor, String("").constructor.constructor) must all fail to reach the host process, plus a host-process probe that must stay unreachable. Baseline before the 2026-10-14 fix: 3 pass / 8 fail.
quickjs-tool-loop.test.js (6): QuickJS orchestration guard — 1/2/3 suspend-resume cycles, a parallel batch, seq + par + seq, and a realistic 5-call read loop must all complete without killing the process. Baseline before the fix: the file crashed the test process outright.
worker-isolation.test.js (10): hard-isolation guard — tool calls, logs, parallel batches, error propagation and the tools.list()/tools.help() snapshot all work across the worker boundary; and three separate infinite-loop shapes (pure await, synchronous, await on a tool) are all killed inside the watchdog.
bundle-declaration.test.js (1): the dsh.bundle.patch declaration is parsed by the real host bundlePatchPaths; skips only when DSH is not installed at all.

dsh-plugin-codemode

インストール

README