dsh-anchored-standard README

The project's README from github.com/xiaobright/dsh-anchored-standard. As one markdown file: README.md.

dsh-anchored-standard

中文说明

Experimental DeepSeek Harness agent presets — a base mode, two live-anchor variants, and one seeded prefab mode — that anchor a session's model trajectory on the Minimal condition (real Minimal tool schema, no auto-injected context), then promote to a small resident catalog once the session is durable, unlocking heavier Standard tools on demand.

This is a community project. It is not an official DeepSeek preset and is not affiliated with or endorsed by DeepSeek.

The project is frozen — new issues and pull requests are no longer accepted (see Project status). For ideas for new plugins or useful findings, please submit them under the repository.

Project status (frozen 2026-09-10)

This project is frozen. On 2026-09-10 DeepSeek released V4.1 Flash and announced that V4 Pro — the model these presets were measured on and tuned for — is retired on 2026-09-14 12:00, with its traffic routed to V4.1 Flash. The presets exist to re-anchor a trajectory that the successor does not appear to need patched: the flash family anchored under every condition in our first-round dose-response probes (32/32), which is why the project never tuned for it. V4.1 Flash's own first-round trajectory has NOT been measured (no API budget in maintenance mode), so treat that as an inference from the earlier flash data, not a result. The model the work was built around is going away, so the maintenance period ends here. New issues and pull requests are no longer accepted or handled. The repository stays online with its history, data and acknowledgement record intact.

This is the ending FAREWELL.md asked for: "let the next model eat more diverse harness environments during training, so that patch engineering like this is no longer necessary." That file now ends with a closing note written by the successor model itself, V4.1 Flash. What stays valid is the model-agnostic part — the context-gate unified injection control, the prefab pipeline, the discovery-tool dose-response data, and the general observation that the API-visible surface conditions the trajectory. Research material remains open in DeepseekCotexplorations.

Earlier status (2026-08-17, kept for the record): following the price increases on both the DeepSeek official API and the opencode go subscription, active development had already stopped — the evaluation loops these presets depend on (Project2-class runs and multi-trial roll/probe experiments) were no longer affordable, leaving the repository in maintenance only mode (bug fixes and harness-compatibility updates when feasible). A personal note from the maintainer: FAREWELL.md (Chinese). Contributors and collaborators are listed in ACKNOWLEDGEMENTS.md.

Community projects that users report perform better in some scenarios, plus ecosystem tooling built around these presets:

Modes at a glance

Mode Directory First model request Anchor mechanism Promotion signal Cost
Anchored Standard preset/ 2 tools (the Minimal pair) Minimal tool schema first durable tool/call or assistant/message (promoteOn: either) none
Zero-Anchored Standard zero-anchored-standard/ 0 tools one fixed anchor turn the anchor reply (assistant/message) +1 model call
Whoami Standard whoami-standard/ 0 tools one "你是谁" self-introduction turn the self-introduction reply (assistant/message) +1 model call
Prefab Anchored Standard prefab/ seeded rolled history bundled successful trajectory already promoted in the seed no model call to instantiate
Eternal Minimal eternal-minimal/ 2 tools, forever the visible catalog never grows; heavier tools run via the dshx bash gateway none (no phases) none
Wire Think-Execute Standard wire-think-standard/ tools present, tool_choice: none on the wire sibling provider route per think step per-turn: the steer itself +1 model call/turn, prefix-cache churn
Combo Anchored combo-anchored/ 0 tools, on every user turn think/execute split + depth gate + deliberation drip as three independent rows per-mechanism +1 model call/turn

Every mode directory is self-contained and installs alone under whatever id you copy it to (see Install). The prefab hydrates the blank session in place when its preset is selected; no per-workspace import is required.

Terminology

How it works

The base mode in one request lifecycle (the variants change only the first turn — see their sections):

user's first message
        │
        ▼
┌ request #1 ─ bootstrap phase ──────────────────────────────┐
│ tools    : bash + str_replace_editor (Minimal's real pair) │
│ context  : no AGENTS.md digest, no skill-catalog reminder  │
│ budget   : adapter default (`bootstrapMaxTokens` optional) │
└─────────────────────────────────────────────────────────────┘
        │ first durable tool/call OR assistant/message
        ▼ PROMOTION — derived from durable events, resume-safe
┌ request #2+ ─ resident phase ──────────────────────────────┐
│ tools    : bootstrap pair + discovery tools + unlocked     │
│ context  : standard injections restored                    │
│ budget   : adapter default (a cap is stripped on promote)  │
└─────────────────────────────────────────────────────────────┘

Three first-request levers decide the trajectory (issue #11):

  1. Tool schema — the decisive variable at the adapter-default maxTokens (256000). The real Minimal pair anchored 5/5; every standard-family schema fell standard-like 11/11.
  2. Output budget — a 1024 first-request cap also anchored the trajectory (26/32), independent of the tool descriptions. That measurement kept the first round inside the cap; when the first reply exceeds it, the truncation-continuation loop amplifies drift instead (we-fingerprint 0.17 capped vs 0.98 uncapped, #85). The base mode leaves this lever unset (bootstrapMaxTokens is opt-in).
  3. Injected reminders — the AGENTS.md/CLAUDE.md digest and the available-skills reminder. With the skill catalog present, the anchor did not reproduce at all (0/9). The base mode now suppresses EVERY automatic injection during bootstrap at the harness's two unified injection paths (the context-gate plugin), not just the two measured ones.

Why

DeepSeek V4 Pro conditions strongly on the API-visible tool catalog. In the Project2 evaluation, Standard and PTC produced scores of 91 and 92, while the official Minimal preset produced 99 and 96. Permanently staying on Minimal, however, gives up the Standard preset's broader tool set.

Anchored Standard separates initial trajectory selection from later tool use:

  1. Keep the complete Minimal system prompt.
  2. Expose the Minimal preset's REAL tool schemas — persistent bash + str_replace_editor, byte-identical to the official Minimal composition — on the first model request (lever 1 above).
  3. Suppress EVERY auto-injected context on that first request — at the harness's unified injection paths, not per source name (the context-gate row, mounted FIRST; lever 3). While the session is unpromoted the assembly's dynamic runtime-context contributions are blanked (the whole SystemPrompt.context() family: sandbox/approval policy snapshots and any third-party context provider), and the pre-step waterfall keeps only the CLAIMED message batch plus a small kind allowlist (a user-initiated skill gesture survives; skill catalog, AGENTS.md digest, time/tmux context, hooks, and unknown third-party injections are stripped by default). After promotion the gate opens and the loop's own snapshot projection diffs exactly ONE fresh runtime-context message into the next request — minimal first round, injections on the second round. A compaction/end boundary re-closes the gate the same way.
  4. After the session records its first durable promotion signal — a tool/call or the first assistant/message, whichever comes first — promote to the RESIDENT catalog: the bootstrap pair plus the discovery tools plus whatever the model has explicitly unlocked via dev_tool_search. Dumping the full Standard catalog at promotion pulled the trajectory back to standard-like behavior (the post-promotion regression), so heavier tools — web_search, subagent, workflow, … — stay one dev_tool_search call away. Request #1 always sees the bootstrap catalog; request #2 always sees the resident catalog, so a text-only first reply can no longer trap the session in bootstrap. (promoteOn in the tool-bootstrap row selects the trigger: either default, tool-call, or assistant-message.)
  5. Derive the phase from durable session events so resume and reload preserve it.

The bootstrap catalog is the same on every platform: the Minimal pair (bash/str_replace_editor). The preset's shell is the persistent PTY bash (the sandboxed Standard bash row is disabled — both register the bash name into the same layer, and the tools registry rejects duplicates; Windows never had the sandboxed bash anyway). pwsh remains available in the promoted catalog on Windows.

Results

The anchored family was validated on Project2 with three V4 Pro scores of 98, 99, and 99. Provenance note (issue #60): those three runs predate the current composition — they used the Minimal system prompt with a first-request pwsh + read surface and promoted to the full 25-tool Standard catalog; the exact Minimal pair (persistent bash + str_replace_editor) with the small resident catalog was introduced afterward. The bundled generic prefab removes Project2-specific warm-up facts and was not re-benchmarked before the API price change, so those scores must not be attributed to the generic template.

Independent replications: the trajectory anchoring reproduces strongly, but the ability gap is unresolved at small n — see #65 (anchoring 9/9 separated by preset; anchored−standard +3.3, 95% CI [−2.6, +9.3]) and #51 (multi-env, Ability 85–90, 98/99 not reproduced). Treat the scores above as our original observations, not a settled effect size.

Research write-ups live in the companion exploration repository DeepseekCotexplorations (data and methodology; this repository keeps the code):

Development-process records (what was done, why, and the pitfall lists) are kept in this repository as HANDOFF.md and HANDOFF-2.md.

Configuration reference

All knobs are rows in each mode's agent.cordis.yml. Unknown keys fail at preset mount.

context-gate (mounted FIRST in preset/, zero-anchored-standard/, and whoami-standard/ — waterfall registration order makes the gate the outermost transform; the plugin lives in shared/context-gate.mjs and is reusable by any other composition that wants unified injection control alone):

Key Default Meaning
promoteOn either Promotion trigger: either, tool-call, or assistant-message (the variants use assistant-message).
includeSubagents false Gate subagents too (true in the base mode and whoami; keep in sync with the bootstrap row).
enabled true false disables both interception paths (A/B testing without touching the row set).
allowKinds [skill-invocation] source.kind values allowed beyond the claimed batch; [] keeps ONLY the claimed batch.

Injection control division of labor: session-phase suppression (everything keyed on a promotion boundary) belongs to context-gate. Two documented exceptions keep their own enumerated suppressedContextSources strip because the gate's phase machine does not map onto their scope: the think-step strip in think-phase/wire-think (per-step, not per-session-phase) and the permanent every-request strip in eternal-minimal (no promotion boundary; frozen to the configuration its recorded measurements were taken under).

tool-bootstrap (in preset/agent.cordis.yml; mount right after context-gate):

Key Default Meaning
bootstrapTools [bash, str_replace_editor] Tools visible on request #1.
promoteOn either Promotion trigger: either, tool-call, or assistant-message.
bootstrapMaxTokens unset Optional output cap for request #1; stripped after promotion. A cap below the first round's actual output truncates it and amplifies drift (#85) — the default stays unset for this reason.
includeSubagents false Subagents take the bootstrap phase too (true in the base mode).
compactionTools [] Extra tools available between a compaction boundary and re-promotion.

zero-tool-bootstrap (in zero-anchored-standard/ and whoami-standard/): compactionTools has the same semantics (promotion is always the first assistant/message), plus includeSubagents, whether subagents also take the anchor phase (set true in whoami-standard, false in zero-anchored-standard). Context suppression is NOT here — both variants mount the context-gate row (above) with promoteOn: assistant-message; the bootstrap's former suppressedContextSources key now fails at mount.

anchor-turn (in both variants): text — the synthetic first user message (default "This round is a test. Tools are not open yet; all tools will open next round." in zero-anchored, "你是谁" in whoami); includeSubagents — whether subagents also take the anchor turn.

eternal-minimal (in eternal-minimal/; the row must stay FIRST):

Key Default Meaning
guide true Append the short dshx capability guide to the system prompt; false keeps the persona byte-pure.
gateway true Intercept dshx shell commands and execute the real tools; false leaves the bare Minimal pair.
gatewayCommand dshx The interception word.
maxGatewayChars 12000 Cap on one gateway result payload.
suppressedContextSources [agent-instructions, skill-catalog] Stripped on every request (no promotion boundary; the enum intentionally stays — see the division-of-labor note above).

cot-drip (in combo-anchored/):

Key Default Meaning
every 4 Attach one deliberation beat after every Nth tool result; 0 disables the drip.
maxPerTurn 1 Beats per turn.
text built-in beat The reminder text (one "We …" sentence restating the remaining goal).
includeSubagents false Whether subagent calls are dripped too.

toolchoice-adapter (in wire-think-standard/; the row must stay the first LOCAL row):

Key Default Meaning
provider deepseek-wire-think The sibling route id the adapter owns; registering an id twice throws DUPLICATE_ADAPTER (caught, degraded).
toolChoice none The wire tool_choice sent whenever tool definitions are present.
baseURL / apiKeyEnv settings/env Row config first, then the llm-deepseek settings section, then DEEPSEEK_BASE_URL / DEEPSEEK_API_KEY.
logprobs false Opt-in research hook: request token logprobs and log a per-request mean summary (no StreamChunk surface exists).

wire-think (in wire-think-standard/): same mode / suppressedContextSources / includeSubagents / steerText semantics as think-phase, plus provider (must match the toolchoice-adapter row's id) and defaultProvider (the route execute steps restore onto, default deepseek-official).

instruction-hint (all modes): promoteOn matching the mode's promotion semantics (either in the base mode, assistant-message in the variants) — the one-shot "instruction files exist, read them before acting" hint waits for promotion.

Repository layout

preset/                  Anchored Standard — the base mode
zero-anchored-standard/  variant: fixed zero-tool anchor turn
whoami-standard/         variant: "你是谁" anchor turn, subagents inherit
eternal-minimal/         variant: Minimal pair forever + dshx bash gateway

dsh-anchored-standard (xiaobright/dsh-anchored-standard)

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What is this?A set of experimental DeepSeek Harness (dsh) presets that anchor a session's reasoning trajectory on the official Minimal tool schema with no auto-injected context, then quietly promote to a small resident catalog that unlocks heavier Standard tools once the session is durable. It ships several variant modes (Zero-Anchored, Whoami, Prefab, Eternal Minimal, Wire Think-Execute, Combo Anchored) plus a reusable context-gate plugin for unified injection control.
Is this a standalone app or a plugin for something else?It's a plugin/preset collection for DeepSeek Harness (dsh) — YAML config rows (agent.cordis.yml) plus a small JS context-gate plugin — not a standalone application. Each mode directory installs on its own under whatever harness preset id you copy it to.
How do I install one of the preset modes?Copy the mode directory you want (preset/, zero-anchored-standard/, whoami-standard/, prefab/, eternal-minimal/, wire-think-standard/, or combo-anchored/) into your DeepSeek Harness preset location under any id you like; the prefab mode hydrates the session in place with no extra import step. Run 'npm run sync' to regenerate the materialized plugin copies inside each mode directory.
Do I need DeepSeek Harness itself to use this?Yes — these presets only make sense running inside DeepSeek Harness (dsh); you also need Node.js >=22.19.0 for the sync/test scripts, and a DeepSeek API key to actually run sessions against the model.
Is this project still maintained?No — it's frozen as of 2026-09-10: DeepSeek retired V4 Pro, the model these presets were measured and tuned for, routing its traffic to V4.1 Flash, and the maintainer no longer accepts new issues or pull requests. The repo stays online with its history and data intact, but newer models may not need this patching at all.
Does it behave the same on Windows as on Linux/Mac?Mostly — the bootstrap catalog (the Minimal bash/strreplaceeditor pair) is identical across platforms, but Windows never had the sandboxed Standard bash, so pwsh remains the tool available in the promoted catalog there instead.
What problem does the two-phase anchoring actually solve?DeepSeek V4 Pro's first reasoning style ('We need...' vs 'Let me...') is strongly set by which tools are visible on the very first request. This preset keeps the official Minimal schema visible at first, then promotes to a bigger tool catalog only after the session is already durable, avoiding the regression seen when the full Standard catalog is dumped immediately.
What's the difference between the Anchored Standard mode and the other variants?The base mode anchors using the real Minimal tool pair on request #1; Zero-Anchored and Whoami variants instead spend one extra model call on a fixed anchor turn or self-introduction before promoting; Prefab seeds a pre-recorded successful trajectory with no extra model call at all.
How much better does this actually perform than plain Standard?On the internal Project2 benchmark the anchored family scored 98/99/99 versus 91-92 for plain Standard and PTC, but the maintainer flags small-sample caveats — one replication saw only a +3.3 point gap with a wide confidence interval, and another didn't reproduce the top scores at all.
Why would anyone use this now that V4 Pro is retired?Mainly for the model-agnostic parts that stay valid — the context-gate's unified injection control and the prefab pipeline — rather than V4 Pro-specific tuning, since the successor V4.1 Flash didn't show the same first-round drift these presets were built to fix.
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