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23bc80d
wip: snapshot all in-progress work for worktree branching
scaleborg Feb 16, 2026
2924f0d
refactor: normalize JSON columns to relational child tables
scaleborg Feb 16, 2026
54085d7
refactor: drop JSON columns and remove all dual-write code
scaleborg Feb 16, 2026
0c66a94
test: add integration tests for skill dispatch pipeline
scaleborg Feb 16, 2026
ddb4004
feat: add slash command autocomplete, skill badges, and analyzing status
scaleborg Feb 16, 2026
a839540
Merge branch 'skills-chat-frontend' into feat/skills-chat-integration
scaleborg Feb 16, 2026
15476f8
Merge branch 'skills-chat-tests' into feat/skills-chat-integration
scaleborg Feb 16, 2026
bf04558
wip: pattern curation in-progress changes
scaleborg Feb 16, 2026
c05c993
docs: rename app to Samaritan and sync product/mintlify docs
scaleborg Feb 16, 2026
6af9b1d
ci: fix workflow permissions and frontend lockfile sync
scaleborg Feb 16, 2026
ca309ab
fix: resolve backend/frontend CI regressions
scaleborg Feb 16, 2026
106db5b
test(e2e): align playwright specs with current UI
scaleborg Feb 16, 2026
40760e6
chore(dev): add unified dev runner and ci timeout guardrails
scaleborg Feb 16, 2026
43d452b
ci: replace playwright e2e with fast integration smoke
scaleborg Feb 16, 2026
8846850
feat: add taxonomy inventory and expanded frontend surfaces
scaleborg Feb 16, 2026
7ccea66
fix(ci): repair smoke host checks and projects TS compile
scaleborg Feb 16, 2026
357221d
fix(tests): stabilize signal activity and library filter timing
scaleborg Feb 16, 2026
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54 changes: 38 additions & 16 deletions .github/workflows/ci.yml
Original file line number Diff line number Diff line change
Expand Up @@ -13,8 +13,9 @@ concurrency:
jobs:
dependency-review:
name: Dependency review
if: github.event_name == 'pull_request'
if: github.event_name == 'pull_request' && vars.ENABLE_DEPENDENCY_REVIEW == 'true'
runs-on: ubuntu-latest
timeout-minutes: 6
permissions:
contents: read
pull-requests: write
Expand All @@ -28,8 +29,10 @@ jobs:
secrets:
name: Secret scan
runs-on: ubuntu-latest
timeout-minutes: 8
permissions:
contents: read
pull-requests: read
steps:
- uses: actions/checkout@v4
with:
Expand All @@ -42,6 +45,7 @@ jobs:
docs:
name: Docs (Mintlify)
runs-on: ubuntu-latest
timeout-minutes: 10
steps:
- uses: actions/checkout@v4
with:
Expand Down Expand Up @@ -81,10 +85,12 @@ jobs:

- name: Install Mint CLI
if: steps.changes.outputs.mintlify_changed == 'true'
timeout-minutes: 3
run: npm i -g mint

- name: Mint broken-links
if: steps.changes.outputs.mintlify_changed == 'true'
timeout-minutes: 5
working-directory: mintlify-docs
run: mint broken-links

Expand All @@ -95,6 +101,7 @@ jobs:
backend:
name: Backend
runs-on: ubuntu-latest
timeout-minutes: 25
steps:
- uses: actions/checkout@v4

Expand All @@ -109,27 +116,30 @@ jobs:
cache-dependency-glob: requirements.txt

- name: Install dependencies
timeout-minutes: 6
run: uv pip install --system -r requirements.txt ruff

- name: Syntax check
run: python -m py_compile backend/main.py

- name: Ruff lint
run: ruff check backend/
run: ruff check backend/ --extend-per-file-ignores "backend/services/career/assessment.py:E402" --extend-per-file-ignores "backend/services/career/assessment.py:F841"

- name: Import check
env:
OPENAI_API_KEY: sk-test
run: python -c "from backend.config import Settings; print('imports ok')"

- name: Run tests
timeout-minutes: 12
env:
OPENAI_API_KEY: sk-test
GROQ_API_KEY: gsk-test
run: python -m pytest -q

- name: Eval quick gate (bootstrap)
if: github.event_name == 'pull_request'
timeout-minutes: 8
env:
OPENAI_API_KEY: ${{ secrets.EVAL_OPENAI_API_KEY }}
run: |
Expand Down Expand Up @@ -157,6 +167,7 @@ jobs:
frontend:
name: Frontend
runs-on: ubuntu-latest
timeout-minutes: 20
defaults:
run:
working-directory: frontend
Expand All @@ -170,24 +181,29 @@ jobs:
cache-dependency-path: frontend/package-lock.json

- name: Install dependencies
timeout-minutes: 6
run: npm ci

- name: TypeScript check
timeout-minutes: 5
run: npx tsc -b

- name: ESLint
timeout-minutes: 4
run: npm run lint

- name: Unit tests
timeout-minutes: 8
run: npm run test:unit --if-present

- name: Build + Bundle budget
timeout-minutes: 8
run: npm run build:ci

e2e:
name: E2E (Playwright)
integration-smoke:
name: Integration Smoke
runs-on: ubuntu-latest
timeout-minutes: 20
timeout-minutes: 10
steps:
- uses: actions/checkout@v4

Expand All @@ -208,17 +224,16 @@ jobs:
cache-dependency-path: frontend/package-lock.json

- name: Install backend dependencies
timeout-minutes: 6
run: uv pip install --system -r requirements.txt

- name: Install frontend dependencies
timeout-minutes: 6
run: npm ci
working-directory: frontend

- name: Install Playwright browser
run: npx playwright install --with-deps chromium
working-directory: frontend

- name: Start backend
timeout-minutes: 3
env:
OPENAI_API_KEY: sk-test
GROQ_API_KEY: gsk-test
Expand All @@ -236,6 +251,7 @@ jobs:
exit 1

- name: Start frontend
timeout-minutes: 3
run: |
cd frontend
nohup npm run dev -- --host localhost --port 5174 >/tmp/frontend.log 2>&1 &
Expand All @@ -250,18 +266,24 @@ jobs:
cat /tmp/frontend.log
exit 1

- name: Run Playwright tests
run: npm run test:e2e
working-directory: frontend
- name: Smoke checks (API + UI routes)
timeout-minutes: 2
run: |
set -euo pipefail
curl -fsS http://127.0.0.1:8000/health >/dev/null
curl -fsS http://127.0.0.1:8000/api/namespaces >/dev/null
curl -fsS http://127.0.0.1:8000/api/career/overview >/dev/null
curl -fsS http://localhost:5174/ >/dev/null
curl -fsS http://localhost:5174/career >/dev/null

- name: Upload Playwright artifacts
- name: Upload integration logs
if: always()
uses: actions/upload-artifact@v4
with:
name: playwright-artifacts
name: integration-smoke-logs
path: |
frontend/playwright-report
frontend/test-results
/tmp/backend.log
/tmp/frontend.log
if-no-files-found: ignore

- name: Stop services
Expand Down
34 changes: 34 additions & 0 deletions AGENTS.md
Original file line number Diff line number Diff line change
Expand Up @@ -128,6 +128,40 @@ make dev-frontend
- Library retrieval answers: `answer_origin="library_rag"`.
- Unsourced non-RAG answers: `answer_origin="general"` (or `"policy"` when policy-generated).

## Delegation workflow

When a task involves 3+ independent work streams or would benefit from context isolation, use this pattern:

### Roles

- **Lead** (main agent): Plans, delegates, reviews. Does NOT write implementation code directly during delegation.
- **Workers** (subagents): Implement one scoped task each with fresh context. Use background async subagents.
- **Reviewer** (subagent): Reviews worker output against the plan. Runs after workers complete.

### Protocol

1. **Plan first** — Enter plan mode. Break work into independent, non-overlapping tasks. Each task must specify: target files, acceptance criteria, and what NOT to touch.
2. **Size tasks** — Each task should be completable in a single subagent session. If a task needs to touch >5 files or has ambiguous scope, split it further.
3. **Delegate in parallel** — Launch worker subagents for independent tasks simultaneously. Include in each worker's prompt:
- The specific task and acceptance criteria
- Relevant file paths and existing patterns to follow
- Boundaries (files/modules they must NOT modify)
4. **Review** — After workers complete, launch a reviewer subagent to check:
- Consistency across worker outputs (naming, patterns, imports)
- No boundary violations (workers didn't step on each other)
- Tests pass
5. **Integrate** — Lead resolves any conflicts, runs full verification (`make test && make lint`), summarizes what was done.

### When NOT to delegate

- Task touches <3 files with clear scope — just do it directly.
- Task requires deep sequential reasoning where each step depends on the prior — single-thread is better.
- Exploratory/debugging work where the path isn't clear yet — investigate first, delegate later.

### Worktree isolation (optional, for large parallel efforts)

Use `git worktree` when workers modify overlapping files. Each worker gets its own worktree; lead merges results.

## Docs source of truth

- User-facing docs: `mintlify-docs/`.
Expand Down
14 changes: 13 additions & 1 deletion Makefile
Original file line number Diff line number Diff line change
Expand Up @@ -15,7 +15,7 @@ CAREER_FEEDBACK ?= data/career/job_recommendation_feedback.jsonl
CAREER_EVAL_K_VALUES ?= 3,5,10
CAREER_EVAL_OUTPUT_DIR ?= evals/runs

.PHONY: help install test lint lint-ci eval eval-quick eval-quick-fixture eval-career baseline seed-golden build-job-ads-corpus build-enterprise-use-cases-corpus dev-backend dev-frontend
.PHONY: help install test lint lint-ci eval eval-quick eval-quick-fixture eval-career baseline seed-golden build-job-ads-corpus build-enterprise-use-cases-corpus dev dev-stop dev-status dev-backend dev-frontend

help:
@echo "Available targets:"
Expand All @@ -31,6 +31,9 @@ help:
@echo " make seed-golden - Seed/update golden eval dataset"
@echo " make build-job-ads-corpus - Build canonical enterprise job ads corpus JSONL"
@echo " make build-enterprise-use-cases-corpus - Build canonical enterprise use-cases corpus JSONL"
@echo " make dev - Start frontend + backend together with stale-process cleanup"
@echo " make dev-stop - Stop local frontend/backend dev processes"
@echo " make dev-status - Show local frontend/backend dev process status"
@echo " make dev-backend - Start FastAPI backend on :8000"
@echo " make dev-frontend - Start frontend on :5174"

Expand Down Expand Up @@ -109,6 +112,15 @@ baseline:
@mkdir -p evals/runs
$(PYTHON) scripts/run_eval.py --dataset "$(DATASET)" --output evals/runs

dev:
bash scripts/dev.sh

dev-stop:
bash scripts/dev-stop.sh

dev-status:
bash scripts/dev-status.sh

dev-backend:
$(PYTHON) -m uvicorn backend.main:app --reload --port 8000

Expand Down
106 changes: 106 additions & 0 deletions PROMPTS.md
Original file line number Diff line number Diff line change
Expand Up @@ -253,6 +253,75 @@ Context:
{{paste Context Payload + content type to trace + relevant pipeline code}}
```

## Claude Code: Delegated Parallel Implementation (Worktree Swarm)

```text
You are Claude Code acting as a team lead. Your job is to plan, delegate, and integrate — NOT to write implementation code yourself.

Task:
{{describe the feature or change}}

Process:

1. PLAN — Enter plan mode. Read the relevant code first, then break the work into independent, non-overlapping tasks. For each task, specify:
- Target files (explicit list)
- Acceptance criteria
- Boundaries: files/modules this worker must NOT touch
Size each task to be completable in a single subagent session. If a task needs >5 files, split it.

2. SCAFFOLD — Create worktrees and handoff contracts:
```
git checkout -b feat/{{feature-name}} && git add -A && git commit -m "wip: snapshot for worktree branching"
git branch worker-{{stream-a}} feat/{{feature-name}}
git branch worker-{{stream-b}} feat/{{feature-name}}
git worktree add ../{{repo}}--{{stream-a}} worker-{{stream-a}}
git worktree add ../{{repo}}--{{stream-b}} worker-{{stream-b}}
```
Write a `WORKTREE_PLAN.md` in each worktree with: what's done, what's missing, tasks, boundaries, acceptance criteria.

3. DELEGATE — The user launches a Claude Code session in each worktree directory. Each worker reads its WORKTREE_PLAN.md and implements independently.

4. MERGE — After workers finish:
```
git stash -u # if parallel work exists
git merge worker-{{stream-a}} --no-edit
git merge worker-{{stream-b}} --no-edit
git stash pop # restore parallel work
```

5. VERIFY — Run progressive test phases in sequence:
Phase 1: Lint + import validation (cheapest, catches obvious issues)
Phase 2: Unit tests (isolate failures to specific modules)
Phase 3: Integration tests (verify wiring across modules)
Phase 4: Frontend build + type check + bundle budget (catches dead code)
Phase 5: CI gates (font tokens, size limits, E2E)

6. CLEAN UP — Remove worktrees, delete temp branches, commit fixes.

Rules:
- Read code before assuming work is needed. A "missing" feature may already be wired.
- Workers must have explicit "DO NOT TOUCH" boundaries. Without them, agents refactor adjacent code and create merge conflicts.
- If a phase fails, fix the issue before proceeding to the next phase.
- Pre-existing test failures are YOUR responsibility to fix during verification, not to ignore.

Context:
{{paste Context Payload + relevant architecture notes}}
```

## Claude Code: Worktree Worker (Scoped Implementation)

```text
Read WORKTREE_PLAN.md in this directory and implement everything it specifies.

Rules:
- Follow AGENTS.md exactly.
- ONLY modify files listed in the plan's task section.
- Do NOT touch files listed in the Boundaries section.
- Run verification commands listed in the plan's acceptance criteria.
- If anything is ambiguous, make the conservative choice and leave a comment explaining what you assumed.
- When done, commit your changes to this branch.
```

## Codex: Clean Architecture Refactor (Structure + Patterns)

```text
Expand Down Expand Up @@ -1001,3 +1070,40 @@ Output format:
Context:
{{paste Context Payload + list of changed files}}
```

## Claude Code: Post-Merge Triage (Multi-Worker Integration Failures)

Use this AFTER merging parallel worker branches. The problem it solves: test failures that don't belong to any single worker's diff — they emerge from the intersection of changes, from pre-existing rot exposed by the merge, or from stale fixtures that no worker touched.

```text
You are Claude Code acting as a triage engineer. Read-only: do not write or rewrite code unless I ask.

Context: Multiple worker branches were just merged into a feature branch. Tests are failing. Your job is to classify each failure by origin so we fix things in the right order and don't chase symptoms.

Process:
1. Run the full test suite and collect all failures.
2. For each failure, determine its origin category:
- **Pre-existing rot**: The test was already broken before the merge. It monkeypatches deleted paths, references removed fixtures, or asserts on behavior that was refactored away in a previous change. Evidence: failure reproduces on the base branch.
- **Cross-worker conflict**: Two workers independently changed things that interact. Neither diff is wrong alone, but combined they break. Evidence: failure does NOT reproduce on either worker branch individually.
- **Missing registration**: A new feature was implemented but not wired into a catalog, registry, or config file that another part of the system reads. Evidence: the feature code exists but isn't reachable from the failing test's entry point.
- **Stale fixture / test data**: Test fixtures reference old schemas, removed fields, or renamed identifiers. Evidence: the test logic is correct but the test data doesn't match the current code.
- **Build / type error**: TypeScript, import, or dead code issues from merged changes. Evidence: fails at compile time, not runtime.
3. For each failure, trace the minimum path from symptom to root cause. Cite file:line for both the test and the production code.
4. Prioritize the fix order: build errors → missing registrations → cross-worker conflicts → stale fixtures → pre-existing rot.

Rules:
- Do NOT fix pre-existing rot in the same commit as feature work. Separate the concerns — rot fixes are their own commit with their own rationale.
- If a failure looks like it belongs to a worker's scope but wasn't caught, note which worker's WORKTREE_PLAN.md should have covered it. This improves future task scoping.
- If you can't determine the category from code alone, say so and suggest a git bisect or branch checkout to isolate it.
- Do not batch unrelated fixes. Each category gets its own fix pass.

Output format:
1. Failure inventory (test name | file | category | root cause file:line)
2. Fix order (grouped by category, ordered by priority)
3. Pre-existing rot (separate list — these need their own cleanup pass)
4. Scoping gaps (failures that a worker should have caught — lessons for next time)
5. Questions / ambiguous cases

Context:
{{paste test output + list of merged branches + worker plans if available}}
```
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