From 334aa698faed8de72c69ac19c17c56b6bd47d46f Mon Sep 17 00:00:00 2001 From: William Valentin Date: Sun, 2 Nov 2025 23:11:39 -0800 Subject: [PATCH] feat: implement news aggregator API with conventional commits - Add FastAPI application with complete router structure - Implement search, articles, ask, feedback, and health endpoints - Add comprehensive Pydantic schemas for API requests/responses - Include stub service implementations for all business logic - Add full test suite with pytest-asyncio integration - Configure conventional commits enforcement via git hooks - Add project documentation and contribution guidelines - Support both OpenAI and Gemini LLM integration options --- .github/copilot-instructions.md | 19 + AGENTS.md | 54 + CONTRIBUTING.md | 67 ++ GEMINI.md | 691 +++++++++++ INSTRUCTIONS.md | 45 +- apps/api/README.md | 3 + apps/api/pyproject.toml | 47 + apps/api/requirements.txt | 10 + apps/api/src/news_api/__init__.py | 5 + apps/api/src/news_api/config.py | 21 + apps/api/src/news_api/main.py | 22 + apps/api/src/news_api/routers/__init__.py | 18 + apps/api/src/news_api/routers/articles.py | 15 + apps/api/src/news_api/routers/ask.py | 15 + apps/api/src/news_api/routers/feedback.py | 15 + apps/api/src/news_api/routers/health.py | 19 + apps/api/src/news_api/routers/search.py | 22 + apps/api/src/news_api/schemas.py | 106 ++ apps/api/src/news_api/services/articles.py | 20 + apps/api/src/news_api/services/ask.py | 35 + apps/api/src/news_api/services/feedback.py | 12 + apps/api/src/news_api/services/search.py | 36 + apps/api/tests/test_main.py | 64 + apps/api/uv.lock | 1221 ++++++++++++++++++++ openspec/AGENTS.md | 456 ++++++++ openspec/project.md | 31 + 26 files changed, 3060 insertions(+), 9 deletions(-) create mode 100644 .github/copilot-instructions.md create mode 100644 AGENTS.md create mode 100644 CONTRIBUTING.md create mode 100644 GEMINI.md create mode 100644 apps/api/README.md create mode 100644 apps/api/pyproject.toml create mode 100644 apps/api/requirements.txt create mode 100644 apps/api/src/news_api/__init__.py create mode 100644 apps/api/src/news_api/config.py create mode 100644 apps/api/src/news_api/main.py create mode 100644 apps/api/src/news_api/routers/__init__.py create mode 100644 apps/api/src/news_api/routers/articles.py create mode 100644 apps/api/src/news_api/routers/ask.py create mode 100644 apps/api/src/news_api/routers/feedback.py create mode 100644 apps/api/src/news_api/routers/health.py create mode 100644 apps/api/src/news_api/routers/search.py create mode 100644 apps/api/src/news_api/schemas.py create mode 100644 apps/api/src/news_api/services/articles.py create mode 100644 apps/api/src/news_api/services/ask.py create mode 100644 apps/api/src/news_api/services/feedback.py create mode 100644 apps/api/src/news_api/services/search.py create mode 100644 apps/api/tests/test_main.py create mode 100644 apps/api/uv.lock create mode 100644 openspec/AGENTS.md create mode 100644 openspec/project.md diff --git a/.github/copilot-instructions.md b/.github/copilot-instructions.md new file mode 100644 index 0000000..2eef1c5 --- /dev/null +++ b/.github/copilot-instructions.md @@ -0,0 +1,19 @@ +Repository Copilot Instructions + +This repository is a Python 3.11 FastAPI service. Copilot suggestions should follow these rules: + +- Project scope: limit code suggestions to `apps/api/src/news_api/` unless asked to add infra or tooling. +- Imports: prefer stdlib → third-party → local (blank line between groups). +- Types: include type hints for public functions and methods; use Pydantic models for request/response shapes. +- FastAPI patterns: always use `response_model` on routers, async endpoints when I/O is involved, and router prefix `/v1`. +- Tests: include pytest async tests using `pytest.mark.anyio` and `httpx.AsyncClient`; run tests with `uv run pytest`. +- Small diffs: prefer minimal, focussed changes; do not refactor unrelated files. +- OpenSpec: for feature or breaking changes, reference `openspec/AGENTS.md` and suggest a change proposal before large design/code work. +- No new top-level dependencies without justification and an openspec proposal. +- Docstrings: add concise docstrings to public functions/classes. Do not add license headers. +- Secrets: never suggest committing secrets or .env values; recommend using env vars or vault. +- Error handling: follow existing patterns; surface errors clearly and keep tests deterministic (pytest treats warnings as errors for `news_api.*`). +- Naming: snake_case for functions/variables, PascalCase for classes, UPPER_CASE for constants. +- When suggesting code changes, include or update tests and schema changes as needed and mention the commands to run (`uv sync`, `uv run pytest`). + +If unsure about scope or a breaking change, ask for clarification and propose an openspec change-id. Please keep suggestions minimal and documented. \ No newline at end of file diff --git a/AGENTS.md b/AGENTS.md new file mode 100644 index 0000000..c8f270a --- /dev/null +++ b/AGENTS.md @@ -0,0 +1,54 @@ + +# OpenSpec Instructions + +These instructions are for AI assistants working in this project. + +Always open `@/openspec/AGENTS.md` when the request: +- Mentions planning or proposals (words like proposal, spec, change, plan) +- Introduces new capabilities, breaking changes, architecture shifts, or big performance/security work +- Sounds ambiguous and you need the authoritative spec before coding + +Use `@/openspec/AGENTS.md` to learn: +- How to create and apply change proposals +- Spec format and conventions +- Project structure and guidelines + +Keep this managed block so 'openspec update' can refresh the instructions. + + + +# Development Commands + +## Build/Test/Lint +- **Install deps**: `uv sync` (in apps/api/) +- **Run tests**: `uv run pytest` (all) or `uv run pytest tests/test_main.py::test_healthz` (single test) +- **Run app**: `uv run uvicorn news_api.main:app --reload` +- **Build**: `uv build` (in apps/api/) + +## Code Quality +- Run tests before commits: `uv run pytest` +- No linting/formatting tools configured yet + +# Code Style Guidelines + +## Python Conventions +- **Imports**: stdlib → third-party → local (blank lines between groups) +- **Types**: Use type hints everywhere, Pydantic for schemas +- **Naming**: snake_case functions/variables, PascalCase classes, UPPER_CASE constants +- **Docstrings**: Required for all public functions/classes +- **Error handling**: pytest treats warnings as errors (`filterwarnings = ["error:::news_api.*"]`) + +## FastAPI Patterns +- Use `response_model` for all endpoints +- Router prefix `/v1`, tags for grouping +- Async endpoints with httpx.AsyncClient for testing + +## Architecture +- Service layer separation (routers → services → schemas) +- Stub implementations until real DB/workers integrated +- Pydantic models for all request/response data + +# Project Context +- FastAPI news aggregator API with hybrid search +- Currently stubbed responses, PostgreSQL/pgvector planned +- Tech: FastAPI, Pydantic, httpx, pytest, uv, hatchling \ No newline at end of file diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 0000000..1b854aa --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,67 @@ +# Contributing to News Aggregator API + +## Commit Message Convention + +This project follows [Conventional Commits](https://www.conventionalcommits.org/en/v1.0.0/) specification. + +### Format + +``` +[optional scope]: + +[optional body] + +[optional footer(s)] +``` + +### Types + +- `feat`: New feature +- `fix`: Bug fix +- `docs`: Documentation changes +- `style`: Code style changes (formatting, missing semicolons, etc.) +- `refactor`: Code refactoring +- `perf`: Performance improvements +- `test`: Adding or updating tests +- `build`: Build system or dependency changes +- `ci`: CI configuration changes +- `chore`: Maintenance tasks +- `revert`: Reverting previous changes + +### Examples + +```bash +feat: add hybrid search endpoint +fix(api): resolve authentication bug +docs: update API documentation +style: fix code formatting +refactor: simplify search service logic +perf: optimize database queries +test: add integration tests for feedback endpoint +build: upgrade fastapi to v0.111 +ci: add github actions for testing +chore: update dependencies +revert: remove experimental feature +``` + +### Rules + +- Use lowercase types +- Keep first line under 72 characters +- Use imperative mood ("add" not "added" or "adds") +- Include scope when relevant (e.g., `fix(api):`, `feat(db):`) +- Provide detailed body for complex changes + +## Development Workflow + +1. Create feature branch from main +2. Make changes with conventional commits +3. Run tests: `uv run pytest` +4. Submit pull request + +## Code Quality + +- All Python files must compile without syntax errors +- No trailing whitespace +- Files under 5MB +- Follow existing code style and patterns \ No newline at end of file diff --git a/GEMINI.md b/GEMINI.md new file mode 100644 index 0000000..db1ac3d --- /dev/null +++ b/GEMINI.md @@ -0,0 +1,691 @@ +# SPEC-1 – Classy Perplexity‑style News Aggregator (Raspberry Pi 5 K8s) + +## Background + +You want a Perplexity‑style web app that aggregates news from a defined pool of reference websites and presents results in a classy, attractive, highly responsive UI. The target runtime is a Raspberry Pi 5 Kubernetes cluster, so the system must be lightweight, ARM64‑friendly, and resilient to node churn or SD‑card fragility. The product should feel like a modern AI assistant for news discovery: fast search, crisp summaries, clear source attributions, and mobile‑first ergonomics. + +Initial working assumptions (to be confirmed): + +* Content sources are a curated list of reputable outlets and blogs that permit aggregation with proper linking and snippet‑length quoting. +* We will index headlines, metadata, and short excerpts; full‑text storage will be minimized or avoided unless licensed. +* The app will support semantic search + conversational Q\&A over the indexed corpus, with citations to original articles. +* Real‑time(ish) freshness target: new articles discoverable within 2–5 minutes of publication. +* UI aims to echo Perplexity’s clean card layout, with source badges, inline citations, and a composer panel for queries. +* Deployment must fit on 2–4 ARM64 nodes, using lightweight containers and a small replicated datastore. + +## Requirements + +**Scope for MVP**: Start with **Reuters** as the single source. Use official **RSS/Atom feeds and daily sitemaps** when available; gracefully fall back to HTML scraping for sections without feeds, storing only metadata/snippets with links. Freshness target 2–5 minutes. UI mirrors Perplexity’s card+chat layout with inline citations. + +### MoSCoW + +**Must‑have** + +* Aggregate from Reuters via RSS/Atom + sitemaps; fallback HTML scraper with robots.txt compliance toggle. +* ARM64‑ready containers deployable on Raspberry Pi 5 K8s (k3s or MicroK8s). +* Ingest pipeline with deduplication, canonical URL normalization, and rate‑limit/backoff. +* Index headlines, authors, timestamps, topics, short excerpt (<= 320 chars), and source URL. +* Full‑text search over stored fields; semantic search embeddings over titles+snippets. +* Summarization and on‑page Q\&A with **clear citations** to source URLs. +* Classy, responsive UI with Perplexity‑style query composer, results cards, and source badges. +* Observability: structured logs, basic metrics (ingest latency, queue depth, 95p response), and alerting. +* Legal safety rails: configurable snippet length, per‑domain robots policy, and kill‑switch per source. + +**Should‑have** + +* Topic taxonomy and tags (World, Business, Tech, etc.). +* Incremental sitemap polling (by date) + change‑list RSS polling with jitter to avoid burst load. +* Reader mode extraction (readability‑style) used **only for summarization** in memory, not stored. +* Caching layer (HTTP + summary cache) to keep Raspberry Pi costs low. +* Multi‑node HA for index and queue; rolling updates. + +**Could‑have** + +* User accounts for saved searches and daily digests. +* Multi‑source expansion via declarative YAML for new sites. +* Related‑story clustering and timeline views. +* Basic mobile PWA installability and offline read‑later for snippets. + +**Won’t‑have (MVP)** + +* Paywalled content bypassing or full‑text storage of copyrighted articles. +* Personalized recommendations or email digests. +* Editorial curation tooling beyond tags and pinning. + +## Method + +### High‑level architecture + +```plantuml +@startuml +skinparam componentStyle rectangle +skinparam shadowing false +skinparam ArrowColor #888 +skinparam DefaultFontName Inter + +rectangle "k0s Cluster (ARM64 Raspberry Pi 5)" as K8S { + node "Namespace: news" as NS { + [Ingest Scheduler] +(CronJobs) + [Feed+Sitemap Poller] +(FastAPI Worker) + [HTML Scraper] +(Worker, Trafilatura) + [Normalizer/Dedupe] +(Worker) + [Embedder] +(Worker -> OpenAI embeddings) + [Summarizer] +(Worker -> OpenAI gpt-4o-mini) + + database "PostgreSQL + pgvector" as PG + [Redis] +(Cache + Queue) + + [API Gateway] +(FastAPI) + [Web UI] +(Next.js, Tailwind, shadcn) + } +} + +[Feed+Sitemap Poller] --> [HTML Scraper] +[HTML Scraper] --> [Normalizer/Dedupe] +[Normalizer/Dedupe] --> PG +[Embedder] --> PG +[Summarizer] --> PG + +[Ingest Scheduler] --> [Feed+Sitemap Poller] +[Embedder] --> [OpenAI Embeddings API] +[Summarizer] --> [OpenAI Chat Completions] + +[API Gateway] --> PG +[API Gateway] --> Redis +[Web UI] --> [API Gateway] +@enduml +``` + +**Why these choices (MVP):** + +* **Source**: Start with **Reuters** using news sitemaps (with pagination parameters) and RSS; where feeds don’t exist, scrape respectfully with robots awareness. +* **Storage**: **PostgreSQL + pgvector** keeps the stack compact (one DB for metadata, text search, and vectors). Postgres full‑text covers keyword search; pgvector powers semantic search. +* **Workers**: Python **FastAPI** workers using **Trafilatura** for robust article extraction and metadata parsing. **Redis** as the lightweight queue/cache (Dramatiq or RQ). +* **Summaries/Q\&A**: On‑demand summaries and answer synthesis via **gpt‑4o‑mini** with **inline citations**. Embeddings via **text‑embedding‑3‑small**. Both accessed through API keys/secrets in Kubernetes. +* **UI**: **Next.js 14 App Router**, Tailwind + shadcn for a Perplexity‑style, low‑latency interface. +* **k0s**: ARM64‑friendly. Use **nginx‑ingress** for HTTP routing, with optional **HAProxy Ingress** for TCP/advanced policies. + +### Data model (PostgreSQL) + +```sql +-- Sources (static for MVP) +CREATE TABLE sources ( + id SERIAL PRIMARY KEY, + name TEXT NOT NULL UNIQUE, -- e.g., 'Reuters' + base_url TEXT NOT NULL, -- e.g., https://www.reuters.com + rss_urls TEXT[] NOT NULL DEFAULT '{}', + sitemap_urls TEXT[] NOT NULL DEFAULT '{}', + robots_txt TEXT, + enabled BOOLEAN NOT NULL DEFAULT true +); + +-- Raw fetch jobs (observability + retries) +CREATE TABLE fetch_jobs ( + id BIGSERIAL PRIMARY KEY, + source_id INT REFERENCES sources(id), + url TEXT NOT NULL, + kind TEXT NOT NULL CHECK (kind IN ('rss','sitemap','article')), + status TEXT NOT NULL CHECK (status IN ('queued','fetched','parsed','failed')), + http_status INT, + etag TEXT, + last_modified TIMESTAMPTZ, + attempts INT NOT NULL DEFAULT 0, + error TEXT, + created_at TIMESTAMPTZ NOT NULL DEFAULT now(), + updated_at TIMESTAMPTZ NOT NULL DEFAULT now() +); +CREATE INDEX ON fetch_jobs (status, created_at); + +-- Canonical articles (no copyrighted full text stored) +CREATE TABLE articles ( + id BIGSERIAL PRIMARY KEY, + source_id INT REFERENCES sources(id) NOT NULL, + canonical_url TEXT NOT NULL, + url_hash BYTEA NOT NULL, -- SHA-256 of canonical_url + title TEXT NOT NULL, + author TEXT, + category TEXT, -- World, Business, Tech, etc. + published_at TIMESTAMPTZ, + fetched_at TIMESTAMPTZ NOT NULL DEFAULT now(), + snippet TEXT, -- <= 320 chars, from feed/lede + summary TEXT, -- model-generated abstract + image_url TEXT, + language TEXT DEFAULT 'en', + UNIQUE (source_id, url_hash) +); +CREATE INDEX ON articles (published_at DESC); +CREATE INDEX ON articles USING GIN (to_tsvector('english', coalesce(title,'') || ' ' || coalesce(snippet,''))); + +-- Embeddings for semantic search (title+snippet) +CREATE EXTENSION IF NOT EXISTS vector; +CREATE TABLE article_embeddings ( + article_id BIGINT PRIMARY KEY REFERENCES articles(id) ON DELETE CASCADE, + embedding vector(1536) -- dimension for text-embedding-3-small +); +CREATE INDEX ON article_embeddings USING ivfflat (embedding vector_cosine_ops); + +-- Tags and mapping (optional but handy) +CREATE TABLE tags ( + id SERIAL PRIMARY KEY, + name TEXT UNIQUE +); +CREATE TABLE article_tags ( + article_id BIGINT REFERENCES articles(id) ON DELETE CASCADE, + tag_id INT REFERENCES tags(id) ON DELETE CASCADE, + PRIMARY KEY (article_id, tag_id) +); +``` + +### Ingestion flow + +1. **Discovery** + +* Poll **RSS/Atom** endpoints with ETag/Last‑Modified to minimize bandwidth. +* Poll **news sitemaps** using incremental parameters (e.g., `from=` offsets when supported). Maintain per‑endpoint cursors. +* For sections without feeds, enqueue **HTML pages** discovered from site index pages (rate‑limited) and respect `robots.txt` (configurable). + +2. **Fetch & Extract** + +* HTTP client with retry + exponential backoff and per‑host concurrency caps (e.g., 2–4). Respect `Cache-Control` where present. +* Use **Trafilatura** with `favor_precision=true` to extract main content for **in‑memory summarization only**; do not persist full text. +* Generate a **canonical URL** (resolve redirects, strip tracking params) and compute `url_hash`. + +3. **Normalize & Deduplicate** + +* If `(source_id, url_hash)` exists, skip insert; else create `articles` row with metadata and **snippet** (<=320 chars). +* Classify category using rule‑based hints (URL path, RSS category) with a fallback lightweight classifier. + +4. **Summaries & Embeddings** + +* Create a short **summary** (60–90 words, neutral tone) with inline citation marker `[1]` → canonical URL. +* Compute **embedding** on `(title + " + " + snippet)` and upsert into `article_embeddings`. + +5. **Indexing & Cache** + +* Postgres GIN index supports keyword search; pgvector handles ANN semantic search. +* Cache hot queries and summaries in Redis for 5–15 minutes. + +### API design (FastAPI) + +* `GET /v1/search?q=&mode=hybrid&page=` — Hybrid search (keyword + vector rerank), returns cards with title, snippet, badges, and citations. +* `GET /v1/articles/{id}` — Metadata + summary. +* `POST /v1/ask` — Conversational answer over top‑k retrieved articles, always with citations. +* `POST /v1/feedback` — Thumbs up/down and optional comment. + +### UI flows (Next.js 14) + +* **Home**: Center composer, query suggestions, trending topics. +* **Results**: Perplexity‑style answer at top with source chips; below, cards for each cited article; sticky composer for follow‑ups. +* **Interactions**: Cmd/Ctrl‑K global search, `?` keyboard help, skeleton loaders, optimistic UI. + +### Kubernetes (k0s) deployment sketch + +* **Namespaces**: `news`, `news-observe`. +* **Ingress**: `nginx-ingress` for HTTPS; optional parallel **HAProxy Ingress** for TCP/advanced use. Certs via cert‑manager + DNS‑01 or HTTP‑01. +* **Deployments** (ARM64 images): + + * `api` (FastAPI, Uvicorn Gunicorn): 2 replicas, HPA on CPU 60% & p95 latency SLI. + * `web` (Next.js): 2 replicas, static export (optional) behind Node adapter. + * `worker` (ingest/summarize/embed): 2–4 replicas, separate queues for `poll`, `scrape`, `summ`, `embed`. + * `postgres` (Bitnami ARM64) with persistent volume; enable `pgvector` extension. + * `redis` (Bitnami ARM64) for cache/queue. +* **RBAC/Secrets**: Kubernetes Secrets for API keys; service accounts per deployment. +* **Resources (starting)**: api 200m/512Mi; web 100m/256Mi; worker 300m/1Gi; redis 50m/256Mi; postgres 250m/2Gi. +* **Autoscaling**: HPA + VPA recommendations; cluster metrics via kube‑metrics‑server. + +### Ranking & answer synthesis + +* **Hybrid search**: BM25 (Postgres full‑text) for recall → take top 50; compute cosine similarity on vectors → rerank → top 8. +* **Answer**: Prompt model with the top 6 snippets + titles and URLs; enforce **citation after each sentence** where evidence exists. Refuse to answer beyond source material. + +### Rate limiting & ethics + +* Per‑source QPS caps (e.g., 0.5–1 rps) and adaptive backoff. +* Honor robots.txt by default; switchable per your policy. Always link prominently to original. +* Snippets limited; no storage of full article text. + +## Implementation + +### 0) Repo layout + +``` +news-agg/ + apps/ + api/ # FastAPI (Python 3.11) + web/ # Next.js 14 UI + workers/ # poll/scrape/summarize/embed (FastAPI tasks + RQ/Dramatiq) + deploy/ + base/ # K8s Kustomize base (namespaces, RBAC, NetworkPolicies) + overlays/ + pi-prod/ + kustomization.yaml + postgres.yaml + redis.yaml + api.yaml + web.yaml + workers.yaml + cron-poller.yaml + ingress-nginx.yaml + ingress-haproxy.yaml (optional) + secrets.example.yaml + ops/ + helm-values/ + bitnami-postgresql.yaml + bitnami-redis.yaml + scripts/ + build.sh # multi-arch docker buildx + db_migrate.sql # tables + pgvector +``` + +### 1) Container images (ARM64) + +* **Python base**: `python:3.11-slim` + `uv`/`pip-tools`; compile wheels at build time. +* **Node**: `node:18-alpine` → `next build` then run with `node` or export static. +* Use **`docker buildx`** to produce `linux/arm64` images. Example: + +``` +docker buildx build --platform linux/arm64 -t registry/pi/news-api:0.1 -f apps/api/Dockerfile --push . +``` + +**apps/api/Dockerfile** (snippet) + +```Dockerfile +FROM python:3.11-slim +RUN apt-get update && apt-get install -y build-essential libpq-dev && rm -rf /var/lib/apt/lists/* +WORKDIR /app +COPY apps/api/pyproject.toml apps/api/uv.lock ./ +RUN pip install -U pip && pip install uv +RUN uv pip install --system -r requirements.txt || true +COPY apps/api/ . +CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "8080"] +``` + +### 2) k0s cluster prep (once) + +* Install **nginx‑ingress** and (optionally) **HAProxy Ingress** via manifests/Helm. +* Install **cert-manager** for TLS if exposing publicly. +* Add **metrics‑server** for HPA and **KEDA** (optional) for queue-based scaling. + +### 3) Datastores + +**PostgreSQL (Bitnami, pgvector)** + +```yaml +# deploy/overlays/pi-prod/postgres.yaml +apiVersion: v1 +kind: PersistentVolumeClaim +metadata: { name: pgdata, namespace: news } +spec: + accessModes: ["ReadWriteOnce"] + resources: { requests: { storage: 20Gi } } +--- +apiVersion: v1 +kind: ConfigMap +metadata: { name: pg-init, namespace: news } +data: + 00-init.sql: | + CREATE EXTENSION IF NOT EXISTS vector; + -- migrations applied by apps on startup too +--- +apiVersion: helm.cattle.io/v1 +kind: HelmChart +metadata: { name: pg, namespace: kube-system } +spec: + chart: oci://registry-1.docker.io/bitnamicharts/postgresql + targetNamespace: news + version: 15.x.x + valuesContent: | + image: + repository: bitnami/postgresql + tag: 15-debian-12 + primary: + extraVolumes: + - name: pg-init + configMap: { name: pg-init } + extraVolumeMounts: + - name: pg-init + mountPath: /docker-entrypoint-initdb.d + persistence: + existingClaim: pgdata + auth: + username: news + password: ${PG_PASSWORD} + database: news +``` + +**Redis (Bitnami)** + +```yaml +# deploy/overlays/pi-prod/redis.yaml +apiVersion: helm.cattle.io/v1 +kind: HelmChart +metadata: { name: redis, namespace: kube-system } +spec: + chart: oci://registry-1.docker.io/bitnamicharts/redis + targetNamespace: news + version: 18.x.x + valuesContent: | + architecture: standalone + auth: + enabled: false +``` + +### 4) Secrets & Config + +```yaml +# deploy/overlays/pi-prod/secrets.example.yaml (copy to secrets.yaml and fill) +apiVersion: v1 +kind: Secret +metadata: { name: app-secrets, namespace: news } +type: Opaque +data: + OPENAI_API_KEY: + APP_SIGNING_KEY: +--- +apiVersion: v1 +kind: ConfigMap +metadata: { name: app-config, namespace: news } +data: + SNIPPET_MAX: "320" + SOURCES: | + - name: Reuters + base_url: https://www.reuters.com + rss: + - https://www.reuters.com/rss/worldNews + sitemaps: + - https://www.reuters.com/sitemap_news.xml + robots_policy: honor + RANKING: "hybrid" +``` + +### 5) Workers (poll, scrape, summarize, embed) + +```yaml +# deploy/overlays/pi-prod/workers.yaml +apiVersion: apps/v1 +kind: Deployment +metadata: { name: workers, namespace: news } +spec: + replicas: 3 + selector: { matchLabels: { app: workers } } + template: + metadata: { labels: { app: workers } } + spec: + containers: + - name: workers + image: registry/pi/news-workers:0.1 + envFrom: + - secretRef: { name: app-secrets } + - configMapRef: { name: app-config } + env: + - { name: REDIS_URL, value: redis://redis-master.news.svc.cluster.local:6379/0 } + - { name: DATABASE_URL, value: postgresql://news:$(PG_PASSWORD)@pg-postgresql.news.svc.cluster.local:5432/news } + resources: + requests: { cpu: "300m", memory: "1Gi" } + limits: { cpu: "900m", memory: "2Gi" } + livenessProbe: { httpGet: { path: /healthz, port: 8080 }, initialDelaySeconds: 15 } + readinessProbe:{ httpGet: { path: /readyz, port: 8080 }, initialDelaySeconds: 5 } +``` + +**Cron: feed/sitemap polling** + +```yaml +apiVersion: batch/v1 +kind: CronJob +metadata: { name: poller, namespace: news } +spec: + schedule: "*/2 * * * *" # every 2 minutes + jobTemplate: + spec: + template: + spec: + restartPolicy: OnFailure + containers: + - name: poll + image: registry/pi/news-workers:0.1 + args: ["poll"] + envFrom: + - secretRef: { name: app-secrets } + - configMapRef: { name: app-config } +``` + +### 6) API service (FastAPI) + +```yaml +# deploy/overlays/pi-prod/api.yaml +apiVersion: apps/v1 +kind: Deployment +metadata: { name: api, namespace: news } +spec: + replicas: 2 + selector: { matchLabels: { app: api } } + template: + metadata: { labels: { app: api } } + spec: + containers: + - name: api + image: registry/pi/news-api:0.1 + ports: [{ containerPort: 8080 }] + envFrom: + - secretRef: { name: app-secrets } + - configMapRef: { name: app-config } + env: + - { name: REDIS_URL, value: redis://redis-master.news.svc.cluster.local:6379/0 } + - { name: DATABASE_URL, value: postgresql://news:$(PG_PASSWORD)@pg-postgresql.news.svc.cluster.local:5432/news } + resources: + requests: { cpu: "200m", memory: "512Mi" } + limits: { cpu: "600m", memory: "1Gi" } +--- +apiVersion: v1 +kind: Service +metadata: { name: api, namespace: news } +spec: + selector: { app: api } + ports: + - name: http + port: 80 + targetPort: 8080 +``` + +**FastAPI search (sketch)** + +```python +# apps/api/search.py +from pgvector.psycopg import register_vector +import psycopg, numpy as np + +EMBED_DIM = 1536 + +def hybrid_search(conn, q, k=8): + with conn.cursor() as cur: + # 1) Embedding + v = embed(q) # call OpenAI embeddings + # 2) Keyword recall + cur.execute(""" + SELECT id, title, snippet, canonical_url, + ts_rank(to_tsvector('english', coalesce(title,'')||' '||coalesce(snippet,'')), plainto_tsquery(%s)) AS rank + FROM articles + WHERE to_tsvector('english', coalesce(title,'')||' '||coalesce(snippet,'')) @@ plainto_tsquery(%s) + ORDER BY rank DESC + LIMIT 50 + """, (q, q)) + rows = cur.fetchall() + ids = [r[0] for r in rows] or [-1] + # 3) Vector rerank + cur.execute(""" + SELECT a.id, a.title, a.snippet, a.canonical_url, + 1 - (e.embedding <=> %s::vector) AS sim + FROM articles a + JOIN article_embeddings e ON e.article_id = a.id + WHERE a.id = ANY(%s) + ORDER BY sim DESC LIMIT %s + """, (np.array(v), ids, k)) + return cur.fetchall() +``` + +### 7) Web UI (Next.js 14) + +* App Router, Tailwind, shadcn/ui. Server actions call API. +* Components: `Composer`, `AnswerBox` (with sentence-level citations), `ResultCard`, `SourceChip`. +* Add **PWA** manifest + basic offline cache for shell. + +### 8) Ingress (nginx primary, HAProxy optional) + +```yaml +# deploy/overlays/pi-prod/ingress-nginx.yaml +apiVersion: networking.k8s.io/v1 +kind: Ingress +metadata: + name: news + namespace: news + annotations: + kubernetes.io/ingress.class: nginx + nginx.ingress.kubernetes.io/proxy-body-size: "1m" +spec: + tls: + - hosts: [news.local] + secretName: news-tls + rules: + - host: news.local + http: + paths: + - path: / + pathType: Prefix + backend: { service: { name: web, port: { number: 80 } } } + - path: /v1 + pathType: Prefix + backend: { service: { name: api, port: { number: 80 } } } +``` + +### 9) Observability + +* **Logging**: JSON logs via `structlog` (API/workers), `stdout` aggregated by k0s. +* **Metrics**: Prometheus scraping (use `prometheus-fastapi-instrumentator`), Grafana dashboards. +* **Tracing**: OpenTelemetry SDK exporting to Tempo/OTLP (optional). +* SLOs: p95 search < 600ms (warm); ingest freshness p95 < 5 min. + +### 10) CI/CD (GitHub Actions) + +* Build multi-arch images with `setup-buildx-action`, push to your registry. +* Deploy via `kubectl` or ArgoCD (optional). Gate with manual approval. + +### 11) Prompts & safety rails + +* **Summary prompt**: 60–90 words, neutral tone, forbid speculation, 1–2 citations with URLs. +* **Answer prompt**: Use only retrieved snippets; every sentence claims must cite `[n]`. If insufficient evidence, say so. +* **Guardrails**: Max 6 articles per answer; truncate inputs to token budget. + +### 12) Performance knobs (Raspberry Pi friendly) + +* Enable HTTP caching (ETag/If‑Modified‑Since). +* Redis cache TTL 10m for hot queries. +* Per‑host concurrency: 2 (scraper); global QPS: 0.5–1 for Reuters. +* Use gzip/deflate when fetching; strip images when scraping. + +### 13) Data retention + +* Keep `articles` 30 days rolling (configurable). Older rows archived to `articles_archive` without embeddings. + +### 14) Security + +* NetworkPolicies: only API/worker → DB/Redis; web → API; deny egress by default except OpenAI domains. +* Secrets from Kubernetes; rotate quarterly. Read‑only service accounts for web. +* TLS everywhere; CSP headers on web. + +## Milestones + +**MVP timeline: 2 weeks (LAN only, no TLS)** + +### Week 1 — Foundations & ingest + +* **Day 1–2**: Cluster prep (k0s), namespaces, nginx Ingress (HTTP only), metrics‑server. Registry access + buildx pipeline. +* **Day 3**: Postgres (pgvector) + Redis live; migrations applied. +* **Day 4**: Workers scaffolded (poll, scrape) with Reuters RSS + sitemap pollers; ETag/Last‑Modified implemented; robots policy set to *honor*. +* **Day 5**: Normalizer/dedupe; article schema writes; minimal admin page to view ingest logs. + +**Exit criteria**: Reuters articles flowing into DB with title/snippet/category/published\_at; p95 freshness under 10 min. + +### Week 2 — Search, summaries, UI polish + +* **Day 6**: Embeddings worker + index (pgvector ivfflat). Hybrid search in API. +* **Day 7**: Summarizer worker; store 60–90 word summaries; cache. +* **Day 8**: Next.js UI (composer, answer box, cards, source chips). Basic keyboard nav. +* **Day 9**: Observability: Prometheus scrape + Grafana dashboard; SLOs wired. +* **Day 10**: Hardening (quotas, retries), data retention job; smoke tests; cut **MVP v0.1.0**. + +**Exit criteria**: Query returns an answer with citations in < 800ms warm path; summaries stable; LAN users can search and read cited sources. + +## Gathering Results + +### KPIs (Primary) + +* **Freshness (p95)**: time from article publication → available in search. Target: ≤ 5 minutes; stretch ≤ 2 minutes. +* **Answer Accuracy**: % of answer sentences that have at least one valid citation to the retrieved set. Target: ≥ 95%. + +### KPIs (Secondary) + +* **Coverage**: % of Reuters articles discovered vs. listed in sitemaps over last 24h. Target: ≥ 98%. +* **Latency (p95)**: query → first contentful paint (UI) and API response time. Targets: API ≤ 600ms warm; UI FCP ≤ 1.5s on LAN. +* **Stability**: worker error rate < 1%; scraper retry rate < 10%. + +### Instrumentation + +* **Prometheus metrics** + + * `ingest_freshness_seconds{source=…}` (histogram) + * `ingest_discovered_total{kind= rss|sitemap|scrape}` + * `scrape_http_status_total{code=…}` + * `search_latency_seconds` (histogram) + * `answer_citation_coverage_ratio` (gauge) + * `worker_queue_depth{queue=…}` +* **Structured logs** (JSON): include `trace_id`, `job_id`, and normalized URL. +* **Dashboards (Grafana)**: Freshness, Search Latency, Coverage vs Sitemap, Error budget burn. + +### Accuracy evaluation + +* **Automatic**: + + * Parse answer into sentences; verify each sentence has at least one citation. + * Check that citation URLs match the top‑k retrieved set and that snippets contain supporting tokens (simple ROUGE‑like overlap). + * Flag low‑evidence sentences for review. +* **Human review** (1–2×/week): + + * 50 sampled answers; label: correct / partially supported / unsupported / off‑topic. + * Compute **hallucination rate** (unsupported sentences ÷ total) and track trend. + +### Feedback loop + +* UI **thumbs up/down** with optional comment saved to `feedback` table: + +```sql +CREATE TABLE feedback ( + id BIGSERIAL PRIMARY KEY, + query TEXT NOT NULL, + answer_id TEXT, + verdict TEXT CHECK (verdict IN ('up','down')), + comment TEXT, + created_at TIMESTAMPTZ NOT NULL DEFAULT now() +); +``` + +* Downvotes auto‑create a JIRA/GitHub issue if `answer_citation_coverage_ratio < 0.9`. + +### Experimentation + +* **Prompt variants** A/B via header flag in API (e.g., `x-prompt=v2`). +* **Ranking tweaks**: switch BM25 weight vs vector weight; record NDCG\@10 on labeled queries. + +### Post‑mortems & safety + +* Blameless post‑mortem for any incident where hallucination rate > 10% in a day or freshness p95 > 10 min for >1h. +* Daily data retention job verified; no full‑text persists beyond in‑memory summary context. diff --git a/INSTRUCTIONS.md b/INSTRUCTIONS.md index 86b06d6..4b4f032 100644 --- a/INSTRUCTIONS.md +++ b/INSTRUCTIONS.md @@ -74,9 +74,9 @@ rectangle "k0s Cluster (ARM64 Raspberry Pi 5)" as K8S { [Normalizer/Dedupe] (Worker) [Embedder] -(Worker -> OpenAI embeddings) +(Worker -> OpenAI embeddings/Gemini flash) [Summarizer] -(Worker -> OpenAI gpt-4o-mini) +(Worker -> OpenAI gpt-4o-mini/Gemini pro) database "PostgreSQL + pgvector" as PG [Redis] @@ -96,8 +96,8 @@ rectangle "k0s Cluster (ARM64 Raspberry Pi 5)" as K8S { [Summarizer] --> PG [Ingest Scheduler] --> [Feed+Sitemap Poller] -[Embedder] --> [OpenAI Embeddings API] -[Summarizer] --> [OpenAI Chat Completions] +[Embedder] --> [OpenAI Embeddings API/Gemini API] +[Summarizer] --> [OpenAI Chat Completions/Gemini API] [API Gateway] --> PG [API Gateway] --> Redis @@ -110,7 +110,7 @@ rectangle "k0s Cluster (ARM64 Raspberry Pi 5)" as K8S { * **Source**: Start with **Reuters** using news sitemaps (with pagination parameters) and RSS; where feeds don’t exist, scrape respectfully with robots awareness. * **Storage**: **PostgreSQL + pgvector** keeps the stack compact (one DB for metadata, text search, and vectors). Postgres full‑text covers keyword search; pgvector powers semantic search. * **Workers**: Python **FastAPI** workers using **Trafilatura** for robust article extraction and metadata parsing. **Redis** as the lightweight queue/cache (Dramatiq or RQ). -* **Summaries/Q\&A**: On‑demand summaries and answer synthesis via **gpt‑4o‑mini** with **inline citations**. Embeddings via **text‑embedding‑3‑small**. Both accessed through API keys/secrets in Kubernetes. +* **Summaries/Q\&A**: On‑demand summaries and answer synthesis via **gpt‑4o‑mini or Gemini pro** with **inline citations**. Embeddings via **text‑embedding‑3‑small or Gemini flash**. Both accessed through API keys/secrets in Kubernetes. * **UI**: **Next.js 14 App Router**, Tailwind + shadcn for a Perplexity‑style, low‑latency interface. * **k0s**: ARM64‑friendly. Use **nginx‑ingress** for HTTP routing, with optional **HAProxy Ingress** for TCP/advanced policies. @@ -169,7 +169,7 @@ CREATE INDEX ON articles USING GIN (to_tsvector('english', coalesce(title,'') || CREATE EXTENSION IF NOT EXISTS vector; CREATE TABLE article_embeddings ( article_id BIGINT PRIMARY KEY REFERENCES articles(id) ON DELETE CASCADE, - embedding vector(1536) -- dimension for text-embedding-3-small + embedding vector(1536) -- dimension for text-embedding-3-small or Gemini flash ); CREATE INDEX ON article_embeddings USING ivfflat (embedding vector_cosine_ops); @@ -390,6 +390,7 @@ metadata: { name: app-secrets, namespace: news } type: Opaque data: OPENAI_API_KEY: + GEMINI_API_KEY: APP_SIGNING_KEY: --- apiVersion: v1 @@ -509,7 +510,7 @@ EMBED_DIM = 1536 def hybrid_search(conn, q, k=8): with conn.cursor() as cur: # 1) Embedding - v = embed(q) # call OpenAI embeddings + v = embed(q) # call OpenAI embeddings or Gemini flash # 2) Keyword recall cur.execute(""" SELECT id, title, snippet, canonical_url, @@ -585,6 +586,32 @@ spec: * **Answer prompt**: Use only retrieved snippets; every sentence claims must cite `[n]`. If insufficient evidence, say so. * **Guardrails**: Max 6 articles per answer; truncate inputs to token budget. +## Gemini LLM Integration + +As an alternative to OpenAI models, this project supports Google's Gemini LLM for both embeddings and conversational tasks: + +### Available Models +- **gemini-2.5-flash**: Lightweight model optimized for fast responses and high throughput +- **gemini-2.5-pro**: Advanced "thinking" model with enhanced reasoning capabilities + +### Command Usage +Use the following commands to interact with Gemini models: + +```bash +# For fast, lightweight responses (embeddings, quick summaries) +gemini --model gemini-2.5-flash -p "" + +# For complex reasoning and detailed analysis (conversational answers) +gemini --model gemini-2.5-pro -p "" +``` + +### Integration Notes +- Gemini models can be used as drop-in replacements for OpenAI equivalents +- Flash model recommended for embeddings worker (text-embedding-3-small equivalent) +- Pro model recommended for summarizer worker (gpt-4o-mini equivalent) +- Configure via GEMINI_API_KEY in Kubernetes secrets alongside OPENAI_API_KEY +- Network policies should allow egress to generativelanguage.googleapis.com + ### 12) Performance knobs (Raspberry Pi friendly) * Enable HTTP caching (ETag/If‑Modified‑Since). @@ -598,8 +625,8 @@ spec: ### 14) Security -* NetworkPolicies: only API/worker → DB/Redis; web → API; deny egress by default except OpenAI domains. -* Secrets from Kubernetes; rotate quarterly. Read‑only service accounts for web. +* NetworkPolicies: only API/worker → DB/Redis; web → API; deny egress by default except OpenAI and Gemini domains (api.openai.com, generativelanguage.googleapis.com). +* Secrets from Kubernetes; rotate quarterly. Read‑only service accounts for web. Include both OPENAI_API_KEY and GEMINI_API_KEY in secret management. * TLS everywhere; CSP headers on web. ## Milestones diff --git a/apps/api/README.md b/apps/api/README.md new file mode 100644 index 0000000..201e0b6 --- /dev/null +++ b/apps/api/README.md @@ -0,0 +1,3 @@ +# News API + +FastAPI service that exposes search, article metadata, conversational answers, and feedback endpoints for the news aggregator MVP. The implementation currently provides stubbed responses that will later be wired to PostgreSQL, Redis, and worker outputs. diff --git a/apps/api/pyproject.toml b/apps/api/pyproject.toml new file mode 100644 index 0000000..d02769b --- /dev/null +++ b/apps/api/pyproject.toml @@ -0,0 +1,47 @@ +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[project] +name = "news-api" +version = "0.1.0" +description = "FastAPI service for the classy Reuters news aggregator" +readme = "README.md" +requires-python = ">=3.11" +authors = [{ name = "News Aggregator Team" }] +keywords = ["fastapi", "news", "aggregator", "hybrid search"] +dependencies = [ + "fastapi>=0.111.0,<0.112.0", + "uvicorn[standard]>=0.30.0,<0.31.0", + "pydantic>=2.7.0,<3.0.0", + "pydantic-settings>=2.2.1,<3.0.0", + "psycopg[binary]>=3.1.18,<4.0.0", + "pgvector>=0.2.4,<0.3.0", + "httpx>=0.27.0,<0.28.0", + "structlog>=24.1.0,<25.0.0" +] + +[project.optional-dependencies] +dev = [ + "pytest>=8.2.0,<9.0.0", + "pytest-cov>=4.1.0,<5.0.0" +] + +[tool.pytest.ini_options] +addopts = "-q" +testpaths = ["tests"] +filterwarnings = ["error:::news_api.*"] +asyncio_mode = "auto" + +[tool.hatch.metadata] +allow-direct-references = true + +[tool.hatch.build.targets.wheel] +packages = ["src/news_api"] + +[dependency-groups] +dev = [ + "pytest>=8.4.2", + "pytest-asyncio>=1.2.0", + "pytest-cov>=4.1.0", +] diff --git a/apps/api/requirements.txt b/apps/api/requirements.txt new file mode 100644 index 0000000..5acee1b --- /dev/null +++ b/apps/api/requirements.txt @@ -0,0 +1,10 @@ +fastapi>=0.111.0,<0.112.0 +uvicorn[standard]>=0.30.0,<0.31.0 +pydantic>=2.7.0,<3.0.0 +pydantic-settings>=2.2.1,<3.0.0 +psycopg[binary]>=3.1.18,<4.0.0 +pgvector>=0.2.4,<0.3.0 +httpx>=0.27.0,<0.28.0 +structlog>=24.1.0,<25.0.0 +pytest>=8.2.0,<9.0.0 +pytest-cov>=4.1.0,<5.0.0 diff --git a/apps/api/src/news_api/__init__.py b/apps/api/src/news_api/__init__.py new file mode 100644 index 0000000..f6e6c2f --- /dev/null +++ b/apps/api/src/news_api/__init__.py @@ -0,0 +1,5 @@ +"""News API package exposing the FastAPI application factory.""" + +from .main import create_app + +__all__ = ["create_app"] diff --git a/apps/api/src/news_api/config.py b/apps/api/src/news_api/config.py new file mode 100644 index 0000000..4887769 --- /dev/null +++ b/apps/api/src/news_api/config.py @@ -0,0 +1,21 @@ +"""Application configuration via Pydantic settings.""" + +from functools import lru_cache +from pydantic_settings import BaseSettings, SettingsConfigDict + + +class Settings(BaseSettings): + """Runtime configuration for the API service.""" + + app_name: str = "News Aggregator API" + default_search_mode: str = "hybrid" + max_page_size: int = 8 + + model_config = SettingsConfigDict(env_prefix="NEWS_API_", extra="ignore") + + +@lru_cache(maxsize=1) +def get_settings() -> Settings: + """Return cached settings instance to avoid re-parsing env vars.""" + + return Settings() diff --git a/apps/api/src/news_api/main.py b/apps/api/src/news_api/main.py new file mode 100644 index 0000000..c7c0bc1 --- /dev/null +++ b/apps/api/src/news_api/main.py @@ -0,0 +1,22 @@ +"""FastAPI application factory.""" + +from fastapi import FastAPI + +from .config import get_settings +from .routers import register + + +def create_app() -> FastAPI: + """Create and configure the FastAPI application instance.""" + + settings = get_settings() + app = FastAPI( + title=settings.app_name, + version="0.1.0", + summary="Hybrid search and conversational answers over Reuters articles.", + ) + register(app) + return app + + +app = create_app() diff --git a/apps/api/src/news_api/routers/__init__.py b/apps/api/src/news_api/routers/__init__.py new file mode 100644 index 0000000..cf6b795 --- /dev/null +++ b/apps/api/src/news_api/routers/__init__.py @@ -0,0 +1,18 @@ +"""Router registration utilities.""" + +from fastapi import APIRouter + +from . import articles, ask, feedback, health, search + + +def register(api: APIRouter) -> None: + """Attach all endpoint groups to the provided router or application.""" + + api.include_router(health.router) + api.include_router(search.router) + api.include_router(articles.router) + api.include_router(ask.router) + api.include_router(feedback.router) + + +__all__ = ["register"] diff --git a/apps/api/src/news_api/routers/articles.py b/apps/api/src/news_api/routers/articles.py new file mode 100644 index 0000000..5b0aad4 --- /dev/null +++ b/apps/api/src/news_api/routers/articles.py @@ -0,0 +1,15 @@ +"""Article metadata endpoints.""" + +from fastapi import APIRouter + +from ..schemas import ArticleResponse +from ..services.articles import fetch_article + +router = APIRouter(prefix="/v1", tags=["articles"]) + + +@router.get("/articles/{article_id}", response_model=ArticleResponse) +def get_article(article_id: str) -> ArticleResponse: + """Return metadata for a specific article.""" + + return fetch_article(article_id) diff --git a/apps/api/src/news_api/routers/ask.py b/apps/api/src/news_api/routers/ask.py new file mode 100644 index 0000000..22526d4 --- /dev/null +++ b/apps/api/src/news_api/routers/ask.py @@ -0,0 +1,15 @@ +"""Conversational answer endpoint.""" + +from fastapi import APIRouter + +from ..schemas import AskRequest, AskResponse +from ..services.ask import answer_question + +router = APIRouter(prefix="/v1", tags=["ask"]) + + +@router.post("/ask", response_model=AskResponse) +def ask(payload: AskRequest) -> AskResponse: + """Return an answer to the user query.""" + + return answer_question(payload) diff --git a/apps/api/src/news_api/routers/feedback.py b/apps/api/src/news_api/routers/feedback.py new file mode 100644 index 0000000..dcc74c4 --- /dev/null +++ b/apps/api/src/news_api/routers/feedback.py @@ -0,0 +1,15 @@ +"""Feedback intake endpoint.""" + +from fastapi import APIRouter + +from ..schemas import FeedbackRequest, FeedbackResponse +from ..services.feedback import record_feedback + +router = APIRouter(prefix="/v1", tags=["feedback"]) + + +@router.post("/feedback", response_model=FeedbackResponse) +def feedback(payload: FeedbackRequest) -> FeedbackResponse: + """Accept thumbs up/down feedback for later processing.""" + + return record_feedback(payload) diff --git a/apps/api/src/news_api/routers/health.py b/apps/api/src/news_api/routers/health.py new file mode 100644 index 0000000..6ccbb16 --- /dev/null +++ b/apps/api/src/news_api/routers/health.py @@ -0,0 +1,19 @@ +"""Health endpoints for Kubernetes probes.""" + +from fastapi import APIRouter + +router = APIRouter(tags=["health"]) + + +@router.get("/healthz") +def health() -> dict[str, str]: + """Return a simple ok response for liveness probes.""" + + return {"status": "ok"} + + +@router.get("/readyz") +def ready() -> dict[str, str]: + """Return ready until upstream dependencies are integrated.""" + + return {"status": "ready"} diff --git a/apps/api/src/news_api/routers/search.py b/apps/api/src/news_api/routers/search.py new file mode 100644 index 0000000..0fe8e98 --- /dev/null +++ b/apps/api/src/news_api/routers/search.py @@ -0,0 +1,22 @@ +"""Search endpoints.""" + +from fastapi import APIRouter, Depends, Query + +from ..config import Settings, get_settings +from ..schemas import SearchMode, SearchResponse +from ..services.search import perform_search + +router = APIRouter(prefix="/v1", tags=["search"]) + + +@router.get("/search", response_model=SearchResponse) +def search( + q: str = Query("", description="User supplied search query"), + mode: SearchMode | None = Query(None, description="Search mode override"), + page: int = Query(1, ge=1, description="1-indexed page number"), + settings: Settings = Depends(get_settings), +) -> SearchResponse: + """Return hybrid search results (stubbed until storage wiring lands).""" + + chosen_mode = mode or SearchMode(settings.default_search_mode) + return perform_search(q, chosen_mode, page, settings.max_page_size) diff --git a/apps/api/src/news_api/schemas.py b/apps/api/src/news_api/schemas.py new file mode 100644 index 0000000..89cedd1 --- /dev/null +++ b/apps/api/src/news_api/schemas.py @@ -0,0 +1,106 @@ +"""Pydantic models for API requests and responses.""" + +from datetime import datetime +from enum import Enum +from typing import List, Optional +from pydantic import BaseModel, Field, HttpUrl + + +class SearchMode(str, Enum): + """Supported search modes.""" + + HYBRID = "hybrid" + KEYWORD = "keyword" + SEMANTIC = "semantic" + + +class SourceBadge(BaseModel): + """Represents a human friendly badge for a source.""" + + name: str + url: HttpUrl + + +class Citation(BaseModel): + """Citation metadata for an answer.""" + + id: str + title: str + url: HttpUrl + + +class SearchResult(BaseModel): + """Single search result card.""" + + id: str + title: str + snippet: str + canonical_url: HttpUrl = Field(..., description="Canonical link to the source article") + published_at: datetime + score: float = Field(..., ge=0) + badges: List[SourceBadge] + +class SearchResponse(BaseModel): + """Response envelope for search requests.""" + + query: str + mode: SearchMode + page: int = Field(..., ge=1) + results: List[SearchResult] + + +class ArticleResponse(BaseModel): + """Metadata and summary for a single article.""" + + id: str + title: str + snippet: str + summary: Optional[str] + canonical_url: HttpUrl = Field(..., description="Canonical link to the source article") + published_at: datetime + authors: List[str] + topics: List[str] = [] + +class AskRequest(BaseModel): + """Request payload for the conversational endpoint.""" + + query: str + conversation_id: Optional[str] = None + + +class AnswerSentence(BaseModel): + """Single sentence in an answer with citations.""" + + text: str + citations: List[str] # citation ids referencing SearchResult IDs + + +class AskResponse(BaseModel): + """Answer payload with citations.""" + + answer: List[AnswerSentence] + citations: List[Citation] + conversation_id: str + + +class FeedbackVerdict(str, Enum): + """Allowed feedback verdicts.""" + + UP = "up" + DOWN = "down" + + +class FeedbackRequest(BaseModel): + """Request payload for feedback submission.""" + + query: str + answer_id: Optional[str] = None + verdict: FeedbackVerdict + comment: Optional[str] = Field(None, max_length=500) + + +class FeedbackResponse(BaseModel): + """Acknowledgement response for feedback.""" + + status: str + received_at: datetime diff --git a/apps/api/src/news_api/services/articles.py b/apps/api/src/news_api/services/articles.py new file mode 100644 index 0000000..09ac5be --- /dev/null +++ b/apps/api/src/news_api/services/articles.py @@ -0,0 +1,20 @@ +"""Article retrieval stubs.""" + +from datetime import datetime + +from ..schemas import ArticleResponse + + +def fetch_article(article_id: str) -> ArticleResponse: + """Return static article metadata while the DB layer is stubbed.""" + + return ArticleResponse( + id=article_id, + title="Stubbed Reuters piece", + snippet="An ingest worker will eventually populate this field with live data.", + summary="This summary is generated by the summarizer worker during ingestion.", + canonical_url="https://www.reuters.com/world/stubbed-piece-2024-01-01/", + published_at=datetime(2024, 1, 1, 0, 0, 0), + authors=["Reuters Staff"], + topics=["world"], + ) diff --git a/apps/api/src/news_api/services/ask.py b/apps/api/src/news_api/services/ask.py new file mode 100644 index 0000000..71296e0 --- /dev/null +++ b/apps/api/src/news_api/services/ask.py @@ -0,0 +1,35 @@ +"""Conversational answer scaffolding.""" + +from datetime import datetime +from typing import List + +from ..schemas import ( + AnswerSentence, + AskRequest, + AskResponse, + Citation, +) +from .search import generate_conversation_id + + +def answer_question(payload: AskRequest) -> AskResponse: + """Produce a placeholder answer that references stub citations.""" + + conversation_id = payload.conversation_id or generate_conversation_id() + sentences: List[AnswerSentence] = [ + AnswerSentence( + text=( + "This is a placeholder answer generated by the API skeleton; " + "it will be replaced once the summarizer worker is connected." + ), + citations=["stub-1"], + ) + ] + citations = [ + Citation( + id="stub-1", + title="Stubbed Reuters piece", + url="https://www.reuters.com/world/stubbed-piece-2024-01-01/", + ) + ] + return AskResponse(answer=sentences, citations=citations, conversation_id=conversation_id) diff --git a/apps/api/src/news_api/services/feedback.py b/apps/api/src/news_api/services/feedback.py new file mode 100644 index 0000000..221100d --- /dev/null +++ b/apps/api/src/news_api/services/feedback.py @@ -0,0 +1,12 @@ +"""Feedback persistence placeholder.""" + +from datetime import datetime, timezone + +from ..schemas import FeedbackRequest, FeedbackResponse + + +def record_feedback(payload: FeedbackRequest) -> FeedbackResponse: + """Return a simple acknowledgement until persistence is wired up.""" + + # A real implementation would enqueue this payload to Redis or persist to Postgres. + return FeedbackResponse(status="queued", received_at=datetime.now(tz=timezone.utc)) diff --git a/apps/api/src/news_api/services/search.py b/apps/api/src/news_api/services/search.py new file mode 100644 index 0000000..109425b --- /dev/null +++ b/apps/api/src/news_api/services/search.py @@ -0,0 +1,36 @@ +"""Stubbed search service that will later interface with PostgreSQL and pgvector.""" + +from datetime import datetime +from typing import List +from uuid import uuid4 + +from ..schemas import SearchMode, SearchResponse, SearchResult, SourceBadge + + +def perform_search(query: str, mode: SearchMode, page: int, page_size: int) -> SearchResponse: + """Return a deterministic stub search response for scaffolding purposes.""" + + normalized_query = query.strip() or "latest news" + # Provide a single deterministic card to unblock UI development. + result_id = f"stub-{page}-{abs(hash(normalized_query)) % 10_000}" + badges: List[SourceBadge] = [ + SourceBadge(name="Reuters", url="https://www.reuters.com"), + ] + results = [ + SearchResult( + id=result_id, + title=f"Stubbed headline for '{normalized_query}'", + snippet="This is placeholder snippet text until the ingest pipeline is ready.", + canonical_url="https://www.reuters.com/world/europe/stubbed-headline-2024-01-01/", + published_at=datetime(2024, 1, 1, 0, 0, 0), + score=0.42, + badges=badges, + ) + ] + return SearchResponse(query=normalized_query, mode=mode, page=page, results=results) + + +def generate_conversation_id() -> str: + """Return a predictable opaque identifier for conversations.""" + + return uuid4().hex diff --git a/apps/api/tests/test_main.py b/apps/api/tests/test_main.py new file mode 100644 index 0000000..20381ee --- /dev/null +++ b/apps/api/tests/test_main.py @@ -0,0 +1,64 @@ +import pytest +import httpx + +from news_api.main import create_app + + +@pytest.fixture() +async def client(): + app = create_app() + async with httpx.AsyncClient(app=app, base_url="http://testserver") as async_client: + yield async_client + + +@pytest.mark.asyncio +async def test_healthz(client: httpx.AsyncClient) -> None: + response = await client.get("/healthz") + assert response.status_code == 200 + assert response.json() == {"status": "ok"} + + +@pytest.mark.asyncio +async def test_search_defaults(client: httpx.AsyncClient) -> None: + response = await client.get("/v1/search", params={"q": "energy"}) + assert response.status_code == 200 + payload = response.json() + assert payload["mode"] == "hybrid" + assert payload["page"] == 1 + assert payload["results"], "Expected at least one search result" + first = payload["results"][0] + assert first["title"].startswith("Stubbed headline") + assert first["badges"][0]["name"] == "Reuters" + + +@pytest.mark.asyncio +async def test_get_article_by_id(client: httpx.AsyncClient) -> None: + article_id = "stub-article" + response = await client.get(f"/v1/articles/{article_id}") + assert response.status_code == 200 + payload = response.json() + assert payload["id"] == article_id + assert payload["canonical_url"].startswith("https://www.reuters.com") + + +@pytest.mark.asyncio +async def test_ask_endpoint_returns_citations(client: httpx.AsyncClient) -> None: + response = await client.post("/v1/ask", json={"query": "What is the latest in energy?"}) + assert response.status_code == 200 + payload = response.json() + assert payload["answer"], "Expected sentences in answer" + assert payload["citations"], "Expected citations" + assert all(sentence["citations"] for sentence in payload["answer"]) + assert payload["conversation_id"], "Expected conversation id" + + +@pytest.mark.asyncio +async def test_feedback_endpoint_acknowledges(client: httpx.AsyncClient) -> None: + response = await client.post( + "/v1/feedback", + json={"query": "test", "answer_id": "stub", "verdict": "up", "comment": "nice"}, + ) + assert response.status_code == 200 + payload = response.json() + assert payload["status"] == "queued" + 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upload-time = "2025-03-05T20:03:39.41Z" }, +] diff --git a/openspec/AGENTS.md b/openspec/AGENTS.md new file mode 100644 index 0000000..d84d6df --- /dev/null +++ b/openspec/AGENTS.md @@ -0,0 +1,456 @@ +# OpenSpec Instructions + +Instructions for AI coding assistants using OpenSpec for spec-driven development. + +## TL;DR Quick Checklist + +- Search existing work: `openspec spec list --long`, `openspec list` (use `rg` only for full-text search) +- Decide scope: new capability vs modify existing capability +- Pick a unique `change-id`: kebab-case, verb-led (`add-`, `update-`, `remove-`, `refactor-`) +- Scaffold: `proposal.md`, `tasks.md`, `design.md` (only if needed), and delta specs per affected capability +- Write deltas: use `## ADDED|MODIFIED|REMOVED|RENAMED Requirements`; include at least one `#### Scenario:` per requirement +- Validate: `openspec validate [change-id] --strict` and fix issues +- Request approval: Do not start implementation until proposal is approved + +## Three-Stage Workflow + +### Stage 1: Creating Changes +Create proposal when you need to: +- Add features or functionality +- Make breaking changes (API, schema) +- Change architecture or patterns +- Optimize performance (changes behavior) +- Update security patterns + +Triggers (examples): +- "Help me create a change proposal" +- "Help me plan a change" +- "Help me create a proposal" +- "I want to create a spec proposal" +- "I want to create a spec" + +Loose matching guidance: +- Contains one of: `proposal`, `change`, `spec` +- With one of: `create`, `plan`, `make`, `start`, `help` + +Skip proposal for: +- Bug fixes (restore intended behavior) +- Typos, formatting, comments +- Dependency updates (non-breaking) +- Configuration changes +- Tests for existing behavior + +**Workflow** +1. Review `openspec/project.md`, `openspec list`, and `openspec list --specs` to understand current context. +2. Choose a unique verb-led `change-id` and scaffold `proposal.md`, `tasks.md`, optional `design.md`, and spec deltas under `openspec/changes//`. +3. Draft spec deltas using `## ADDED|MODIFIED|REMOVED Requirements` with at least one `#### Scenario:` per requirement. +4. Run `openspec validate --strict` and resolve any issues before sharing the proposal. + +### Stage 2: Implementing Changes +Track these steps as TODOs and complete them one by one. +1. **Read proposal.md** - Understand what's being built +2. **Read design.md** (if exists) - Review technical decisions +3. **Read tasks.md** - Get implementation checklist +4. **Implement tasks sequentially** - Complete in order +5. **Confirm completion** - Ensure every item in `tasks.md` is finished before updating statuses +6. **Update checklist** - After all work is done, set every task to `- [x]` so the list reflects reality +7. **Approval gate** - Do not start implementation until the proposal is reviewed and approved + +### Stage 3: Archiving Changes +After deployment, create separate PR to: +- Move `changes/[name]/` → `changes/archive/YYYY-MM-DD-[name]/` +- Update `specs/` if capabilities changed +- Use `openspec archive [change] --skip-specs --yes` for tooling-only changes +- Run `openspec validate --strict` to confirm the archived change passes checks + +## Before Any Task + +**Context Checklist:** +- [ ] Read relevant specs in `specs/[capability]/spec.md` +- [ ] Check pending changes in `changes/` for conflicts +- [ ] Read `openspec/project.md` for conventions +- [ ] Run `openspec list` to see active changes +- [ ] Run `openspec list --specs` to see existing capabilities + +**Before Creating Specs:** +- Always check if capability already exists +- Prefer modifying existing specs over creating duplicates +- Use `openspec show [spec]` to review current state +- If request is ambiguous, ask 1–2 clarifying questions before scaffolding + +### Search Guidance +- Enumerate specs: `openspec spec list --long` (or `--json` for scripts) +- Enumerate changes: `openspec list` (or `openspec change list --json` - deprecated but available) +- Show details: + - Spec: `openspec show --type spec` (use `--json` for filters) + - Change: `openspec show --json --deltas-only` +- Full-text search (use ripgrep): `rg -n "Requirement:|Scenario:" openspec/specs` + +## Quick Start + +### CLI Commands + +```bash +# Essential commands +openspec list # List active changes +openspec list --specs # List specifications +openspec show [item] # Display change or spec +openspec diff [change] # Show spec differences +openspec validate [item] # Validate changes or specs +openspec archive [change] [--yes|-y] # Archive after deployment (add --yes for non-interactive runs) + +# Project management +openspec init [path] # Initialize OpenSpec +openspec update [path] # Update instruction files + +# Interactive mode +openspec show # Prompts for selection +openspec validate # Bulk validation mode + +# Debugging +openspec show [change] --json --deltas-only +openspec validate [change] --strict +``` + +### Command Flags + +- `--json` - Machine-readable output +- `--type change|spec` - Disambiguate items +- `--strict` - Comprehensive validation +- `--no-interactive` - Disable prompts +- `--skip-specs` - Archive without spec updates +- `--yes`/`-y` - Skip confirmation prompts (non-interactive archive) + +## Directory Structure + +``` +openspec/ +├── project.md # Project conventions +├── specs/ # Current truth - what IS built +│ └── [capability]/ # Single focused capability +│ ├── spec.md # Requirements and scenarios +│ └── design.md # Technical patterns +├── changes/ # Proposals - what SHOULD change +│ ├── [change-name]/ +│ │ ├── proposal.md # Why, what, impact +│ │ ├── tasks.md # Implementation checklist +│ │ ├── design.md # Technical decisions (optional; see criteria) +│ │ └── specs/ # Delta changes +│ │ └── [capability]/ +│ │ └── spec.md # ADDED/MODIFIED/REMOVED +│ └── archive/ # Completed changes +``` + +## Creating Change Proposals + +### Decision Tree + +``` +New request? +├─ Bug fix restoring spec behavior? → Fix directly +├─ Typo/format/comment? → Fix directly +├─ New feature/capability? → Create proposal +├─ Breaking change? → Create proposal +├─ Architecture change? → Create proposal +└─ Unclear? → Create proposal (safer) +``` + +### Proposal Structure + +1. **Create directory:** `changes/[change-id]/` (kebab-case, verb-led, unique) + +2. **Write proposal.md:** +```markdown +## Why +[1-2 sentences on problem/opportunity] + +## What Changes +- [Bullet list of changes] +- [Mark breaking changes with **BREAKING**] + +## Impact +- Affected specs: [list capabilities] +- Affected code: [key files/systems] +``` + +3. **Create spec deltas:** `specs/[capability]/spec.md` +```markdown +## ADDED Requirements +### Requirement: New Feature +The system SHALL provide... + +#### Scenario: Success case +- **WHEN** user performs action +- **THEN** expected result + +## MODIFIED Requirements +### Requirement: Existing Feature +[Complete modified requirement] + +## REMOVED Requirements +### Requirement: Old Feature +**Reason**: [Why removing] +**Migration**: [How to handle] +``` +If multiple capabilities are affected, create multiple delta files under `changes/[change-id]/specs//spec.md`—one per capability. + +4. **Create tasks.md:** +```markdown +## 1. Implementation +- [ ] 1.1 Create database schema +- [ ] 1.2 Implement API endpoint +- [ ] 1.3 Add frontend component +- [ ] 1.4 Write tests +``` + +5. **Create design.md when needed:** +Create `design.md` if any of the following apply; otherwise omit it: +- Cross-cutting change (multiple services/modules) or a new architectural pattern +- New external dependency or significant data model changes +- Security, performance, or migration complexity +- Ambiguity that benefits from technical decisions before coding + +Minimal `design.md` skeleton: +```markdown +## Context +[Background, constraints, stakeholders] + +## Goals / Non-Goals +- Goals: [...] +- Non-Goals: [...] + +## Decisions +- Decision: [What and why] +- Alternatives considered: [Options + rationale] + +## Risks / Trade-offs +- [Risk] → Mitigation + +## Migration Plan +[Steps, rollback] + +## Open Questions +- [...] +``` + +## Spec File Format + +### Critical: Scenario Formatting + +**CORRECT** (use #### headers): +```markdown +#### Scenario: User login success +- **WHEN** valid credentials provided +- **THEN** return JWT token +``` + +**WRONG** (don't use bullets or bold): +```markdown +- **Scenario: User login** ❌ +**Scenario**: User login ❌ +### Scenario: User login ❌ +``` + +Every requirement MUST have at least one scenario. + +### Requirement Wording +- Use SHALL/MUST for normative requirements (avoid should/may unless intentionally non-normative) + +### Delta Operations + +- `## ADDED Requirements` - New capabilities +- `## MODIFIED Requirements` - Changed behavior +- `## REMOVED Requirements` - Deprecated features +- `## RENAMED Requirements` - Name changes + +Headers matched with `trim(header)` - whitespace ignored. + +#### When to use ADDED vs MODIFIED +- ADDED: Introduces a new capability or sub-capability that can stand alone as a requirement. Prefer ADDED when the change is orthogonal (e.g., adding "Slash Command Configuration") rather than altering the semantics of an existing requirement. +- MODIFIED: Changes the behavior, scope, or acceptance criteria of an existing requirement. Always paste the full, updated requirement content (header + all scenarios). The archiver will replace the entire requirement with what you provide here; partial deltas will drop previous details. +- RENAMED: Use when only the name changes. If you also change behavior, use RENAMED (name) plus MODIFIED (content) referencing the new name. + +Common pitfall: Using MODIFIED to add a new concern without including the previous text. This causes loss of detail at archive time. If you aren’t explicitly changing the existing requirement, add a new requirement under ADDED instead. + +Authoring a MODIFIED requirement correctly: +1) Locate the existing requirement in `openspec/specs//spec.md`. +2) Copy the entire requirement block (from `### Requirement: ...` through its scenarios). +3) Paste it under `## MODIFIED Requirements` and edit to reflect the new behavior. +4) Ensure the header text matches exactly (whitespace-insensitive) and keep at least one `#### Scenario:`. + +Example for RENAMED: +```markdown +## RENAMED Requirements +- FROM: `### Requirement: Login` +- TO: `### Requirement: User Authentication` +``` + +## Troubleshooting + +### Common Errors + +**"Change must have at least one delta"** +- Check `changes/[name]/specs/` exists with .md files +- Verify files have operation prefixes (## ADDED Requirements) + +**"Requirement must have at least one scenario"** +- Check scenarios use `#### Scenario:` format (4 hashtags) +- Don't use bullet points or bold for scenario headers + +**Silent scenario parsing failures** +- Exact format required: `#### Scenario: Name` +- Debug with: `openspec show [change] --json --deltas-only` + +### Validation Tips + +```bash +# Always use strict mode for comprehensive checks +openspec validate [change] --strict + +# Debug delta parsing +openspec show [change] --json | jq '.deltas' + +# Check specific requirement +openspec show [spec] --json -r 1 +``` + +## Happy Path Script + +```bash +# 1) Explore current state +openspec spec list --long +openspec list +# Optional full-text search: +# rg -n "Requirement:|Scenario:" openspec/specs +# rg -n "^#|Requirement:" openspec/changes + +# 2) Choose change id and scaffold +CHANGE=add-two-factor-auth +mkdir -p openspec/changes/$CHANGE/{specs/auth} +printf "## Why\n...\n\n## What Changes\n- ...\n\n## Impact\n- ...\n" > openspec/changes/$CHANGE/proposal.md +printf "## 1. Implementation\n- [ ] 1.1 ...\n" > openspec/changes/$CHANGE/tasks.md + +# 3) Add deltas (example) +cat > openspec/changes/$CHANGE/specs/auth/spec.md << 'EOF' +## ADDED Requirements +### Requirement: Two-Factor Authentication +Users MUST provide a second factor during login. + +#### Scenario: OTP required +- **WHEN** valid credentials are provided +- **THEN** an OTP challenge is required +EOF + +# 4) Validate +openspec validate $CHANGE --strict +``` + +## Multi-Capability Example + +``` +openspec/changes/add-2fa-notify/ +├── proposal.md +├── tasks.md +└── specs/ + ├── auth/ + │ └── spec.md # ADDED: Two-Factor Authentication + └── notifications/ + └── spec.md # ADDED: OTP email notification +``` + +auth/spec.md +```markdown +## ADDED Requirements +### Requirement: Two-Factor Authentication +... +``` + +notifications/spec.md +```markdown +## ADDED Requirements +### Requirement: OTP Email Notification +... +``` + +## Best Practices + +### Simplicity First +- Default to <100 lines of new code +- Single-file implementations until proven insufficient +- Avoid frameworks without clear justification +- Choose boring, proven patterns + +### Complexity Triggers +Only add complexity with: +- Performance data showing current solution too slow +- Concrete scale requirements (>1000 users, >100MB data) +- Multiple proven use cases requiring abstraction + +### Clear References +- Use `file.ts:42` format for code locations +- Reference specs as `specs/auth/spec.md` +- Link related changes and PRs + +### Capability Naming +- Use verb-noun: `user-auth`, `payment-capture` +- Single purpose per capability +- 10-minute understandability rule +- Split if description needs "AND" + +### Change ID Naming +- Use kebab-case, short and descriptive: `add-two-factor-auth` +- Prefer verb-led prefixes: `add-`, `update-`, `remove-`, `refactor-` +- Ensure uniqueness; if taken, append `-2`, `-3`, etc. + +## Tool Selection Guide + +| Task | Tool | Why | +|------|------|-----| +| Find files by pattern | Glob | Fast pattern matching | +| Search code content | Grep | Optimized regex search | +| Read specific files | Read | Direct file access | +| Explore unknown scope | Task | Multi-step investigation | + +## Error Recovery + +### Change Conflicts +1. Run `openspec list` to see active changes +2. Check for overlapping specs +3. Coordinate with change owners +4. Consider combining proposals + +### Validation Failures +1. Run with `--strict` flag +2. Check JSON output for details +3. Verify spec file format +4. Ensure scenarios properly formatted + +### Missing Context +1. Read project.md first +2. Check related specs +3. Review recent archives +4. Ask for clarification + +## Quick Reference + +### Stage Indicators +- `changes/` - Proposed, not yet built +- `specs/` - Built and deployed +- `archive/` - Completed changes + +### File Purposes +- `proposal.md` - Why and what +- `tasks.md` - Implementation steps +- `design.md` - Technical decisions +- `spec.md` - Requirements and behavior + +### CLI Essentials +```bash +openspec list # What's in progress? +openspec show [item] # View details +openspec diff [change] # What's changing? +openspec validate --strict # Is it correct? +openspec archive [change] [--yes|-y] # Mark complete (add --yes for automation) +``` + +Remember: Specs are truth. Changes are proposals. Keep them in sync. diff --git a/openspec/project.md b/openspec/project.md new file mode 100644 index 0000000..3da5119 --- /dev/null +++ b/openspec/project.md @@ -0,0 +1,31 @@ +# Project Context + +## Purpose +[Describe your project's purpose and goals] + +## Tech Stack +- [List your primary technologies] +- [e.g., TypeScript, React, Node.js] + +## Project Conventions + +### Code Style +[Describe your code style preferences, formatting rules, and naming conventions] + +### Architecture Patterns +[Document your architectural decisions and patterns] + +### Testing Strategy +[Explain your testing approach and requirements] + +### Git Workflow +[Describe your branching strategy and commit conventions] + +## Domain Context +[Add domain-specific knowledge that AI assistants need to understand] + +## Important Constraints +[List any technical, business, or regulatory constraints] + +## External Dependencies +[Document key external services, APIs, or systems]