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1분 만에 확인하기Novadiem's agentic engineering system for complex software work, with isolated specialists, durable run state and independent cold review.
저장소 README에서 가져옴
README 전체를 불러오는 중입니다. 아래는 저장된 발췌입니다.
Novadiem Studio's agentic engineering system for turning complex software briefs into reviewed, traceable delivery.
Explore the Bureau | Read the Novadiem case study | Browse the Records | Work with Novadiem
The Bureau routes work through isolated specialist agents, carries decisions forward in durable artifacts, and places explicit gates around review, external actions, and production boundaries. Novadiem uses it to plan, build, review, and document software across studio projects.README 전문 보기 ↗The Bureau coordinates software planning, implementation and review across isolated agent contexts, with file-based handoffs and resumable run state.
This is Novadiem's internal engineering system, published for inspection and still changing. It is not a supported self-serve product and has no open-source license. Hash and coverage checks validate the reported evidence set, not whether a model understood it or reached a sound verdict. Cold review also lacks unwritten context; the review contract records the remaining judgment gaps. Isolation depends on the host adapter.
Run the packet self-test with Git, Bash, Python 3, jq and cmp installed. It uses temporary files and stub responses, with no model calls or credentials.
git clone https://github.com/Novadiem-Studio/bureau.git
cd bureau
bash scripts/check-cold-reviewer-packet.sh
The fixtures cover a complete two-document review, a skipped specification, missing coverage, an unstaged-file claim and a changed packet on resume. They test validation behavior, not the quality of a live model's review.
The checkpoint review tour connects packet construction, artifact hashing, response checks and acceptance rules. Read the host constraints for adapter-specific boundaries and the workflow registry for feature, bug-fix and plan execution.
Long software jobs need decisions and handoffs to survive beyond one model session.
A single session often interprets the brief, chooses an architecture, writes the code and reviews its own choices. Decisions can get buried in chat history. After an interruption, the next session has to reconstruct what happened and which decisions still apply.
The Bureau separates those responsibilities:
By default, a single run has two coordinators. The Delegate manages checkpoints and keeps one resumable Conductor. The Conductor assigns work to fresh specialists and assesses their findings. For a planned series of runs, the Envoy reads an INDEX.md, launches each run through its own Delegate and supervises one run at a time.
flowchart LR
A["Human brief"] --> B["Delegate<br/>flow and gates"]
B --> C["Conductor<br/>dispatch and adjudication"]
C --> D["Fresh specialist<br/>bounded context"]
D --> E["Artifact on disk"]
E --> F["Cold review"]
F -->|revise| C
F -->|proceed| G["Reviewed plan or<br/>dev-verified build"]
B -->|genuine product fork| H["Human decision"]
H --> B
The Conductor selects the smallest workflow that fits the task from the workflow registry and records the choice before work begins. Bug fixes and new product features follow different paths.
Specialists start without the manager's conversation. Reviewers examine the written work in a fresh context, without the discussion that produced it.
For integrated checkpoint review, the Bureau prepares an evidence packet and starts a temporary reviewer. The packet excludes the full run log and transcript-like material. The response must identify the artifacts under review and match their hashes. See the host runtime contract and the integrated Delegate bridge.
Each run has a directory containing its state, decisions, specifications, plans, reviews, prompts and build evidence. Another Conductor can resume from those files without the previous session's transcript.
Anatomy of a Run explains the record a run leaves behind. The run protocol defines how it is written and used.
The Bureau can continue when routine checks pass. It stops for product choices, new authority or external actions the task has not already authorized.
Build workflows stop at the development boundary unless a separate, explicit production action is approved. The standing rules are documented in the Conductor gates and the external-action boundary.
Code-changing runs receive their own branch and worktree. Concurrent runs can work against the same repository without sharing a checkout or writing directly to the integration branch. The git worktree contract defines setup, integration and cleanup.
For public GitHub repositories, the delivery unit is a linked issue and pull request: Bureau opens a draft early, publishes test and cold-review evidence, marks it ready only after review passes, and merges through GitHub. Private repositories may opt in; non-GitHub work keeps an explicit local fallback. See GitHub delivery.
The close-out record distinguishes exact, estimated, inferred, partial, and unavailable evidence. Missing provider data is recorded as unavailable rather than counted as zero. See run accounting.
Lessons from repeated failures become conventions, script changes or committed regression fixtures. The standing suite checks artifact binding, verdict validation, run isolation, accounting integrity and gates that refuse to proceed when required evidence is missing or invalid.
.bureau/regression/README.md explains the suite and how run-local fixtures enter it. check-framework.sh checks consistency across framework files.
The registered workflows cover different kinds of work:
| Workflow | Purpose | Typical result |
|---|---|---|
feature | Define a substantial feature or new product | Requirements, architecture, plan, and scoped prompts |
bug-fix | Reproduce, locate, fix, and verify a known defect | Code change, regression test, cold diff review, and dev verification |
build-review-cold | Build a contained change with risk-triggered cold review | Dev-verified change with review when silent failure is plausible |
execute-plan | Turn an approved plan into vetted prompts and build them | Isolated implementation with per-part review |
design-build | Implement an existing design handoff | Design manifest, build prompts, implementation, and fidelity review |
code-review | Review a branch, pull request, diff, or working tree | Findings-first cold review with no edits by default |
upstream-contribution | Contribute a real fix to an unrelated dependency or tool | Focused, tested, cold-reviewed upstream pull request |
workflows/index.md has the complete list. When no entry fits, the Conductor defines a workflow before proceeding.
Each named role has a written contract:
| Role | Responsibility |
|---|---|
| The Envoy | Cross-run supervisor when pointed at a plan; launches each run as a Delegate |
| The Delegate | Routine flow and checkpoint gating for a single run |
| The Conductor | Triage, dispatch, adjudication, state, and close-out |
| Analizer 2000 | Requirements, assumptions, edge cases, and acceptance criteria |
| The Architect | Architecture, dependency mapping, and phased plans |
| The Challenger | Cold review of specifications, prompts, code, and evidence |
| The Cleric | Design need, design handoff, and fidelity review |
| The Spellwright | Scoped build instructions from approved plans |
| The Mage | Frontend implementation |
| The Systemsmith | Backend implementation and contracts |
| The Mechanic |
Cast identities and voice live in LORE.md. Mechanics take precedence when lore and runtime behavior differ.
Each task owns one RUN_DIR. For a targeted repository, new runs live under:
<target-repo>/.bureau/runs/<yyyymmdd>-<task-slug>/
The exact artifact set depends on the workflow. Common files include:
| Artifact | Purpose |
|---|---|
state.json | Short, machine-readable run state |
log.md | Append-only human record of spawns, decisions, findings, and handoffs |
model-routing.json | Runtime, model, and reasoning assignment by role |
spec.md | Requirements and architecture when the workflow calls for them |
plan.md | Phased delivery plan |
prompts.md or a prompt folder | Approved, scoped build instructions |
design/ | Design brief, handoff, and manifest when a visual surface is involved |
coupling/ | Evidence from cross-surface integration checks |
regression/ | Run-local regression fixtures before promotion |
accounting.json | Close-out record with evidence confidence |
Model routing chooses which model a role uses. The host transport creates and resumes its agent context.
| Runtime | Agent host | Status |
|---|---|---|
| Claude | Claude Code Agent tool | Supported |
| OpenAI | Codex collaboration tools | Supported |
| Codex | Alias for OpenAI at startup and reviewer boundaries | Supported |
| OpenRouter | Model routing only | No native run transport; fails closed |
| Hermes | Model routing only | No native run transport; fails closed |
Every specialist receives an explicit model assignment from the run's routing file. Current mappings and known accounting gaps are documented in docs/host-runtime.md, model routing and cast, and config/runtimes/README.md.
| Path | What it contains |
|---|---|
agents/ | Specialist contracts, output formats, and boundaries |
workflows/ | Task-specific routing and execution paths |
docs/ | Runtime, run-state, gate, worktree, accounting, and convention contracts |
scripts/ | Deterministic helpers for startup, verification, review, accounting, and close-out |
config/ | Model policy, runtime adapters, schemas, and experiments |
templates/ | Run state, project context, accounting, and decision templates |
.bureau/regression/ | Committed regression fixtures for framework behavior |
reference/ | Visual references and design canon |
Start with the entrypoint for your host, then load the contracts needed for the task:
AGENTS.md and CODEX.mdCLAUDE.mdGROK.mdCURSOR.mdworkflows/index.mddocs/run-protocol.mddocs/host-runtime.mddocs/existing-project-mode.mddocs/git-worktree.mddocs/conductor-gates.md and docs/external-action-boundary.mdThese documents assume an operator working from the repository. Novadiem does not currently provide a beginner installer, hosted control plane or general installation support.
The Bureau changes as we use it. Interfaces, workflow contracts, model mappings and operator instructions may change without a stable release boundary.
No open-source license is currently attached to this repository. Public visibility should not be read as a supported self-serve distribution. Contact Novadiem Studio to discuss project use or commercial terms.
To discuss using the Bureau to define a product, improve an existing codebase or build an agent workflow, contact Novadiem.
docs-reconcile| Reconcile planning or status documents with code |
| Updated documents rechecked against repository ground truth |
operational-build | Run a defined build or operations runbook | Verified build or operations record, stopping before production |
message-framing and copy-review | Frame and review public-facing language | Audience-aware copy with a separate voice pass |
write-article | Produce a long-form article through staged review | Versioned drafts, grounding, cold proof, and a publish gate |
| Builds, infrastructure, and operations tasks |
| The Counselor | Audience framing and public-copy review |
| The Witness | Cross-run status and studio briefings |
| The Coupler | Verification where parallel build surfaces meet |
| The Notary | External cold attestation of a sealed artifact packet |
docs/run-accounting.mdscripts/README.mdDEPENDENCIES.md