feat: initial scaffold with context adapters and litellm pkg
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
This commit is contained in:
Mathias Bergqvist
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read: .aider.conventions.md
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auto-commits: false
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.aider.conventions.md
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# Agent context — Mathias workspace
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<!-- Canonical root context for all AI coding agents.
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Lives at: ~/dev/.context/AGENT.md
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Applies to every project under ~/dev/ unless overridden.
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Run `task context:sync` from ~/dev/ to regenerate harness-specific files.
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Project-level context in .context/PROJECT.md layers on top of this. -->
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## Who I am
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I'm Mathias, a digital product manager and technology consultant based in Sweden.
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I build software, research emerging tech, and deliver consulting engagements
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for clients under NDA. I work across AI/ML, financial automation, web applications,
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and climate/sustainability tech.
|
||||||
|
|
||||||
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## How I work with agents
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||||||
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||||||
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- I think like a product manager — I care about *why* before *how*
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- I want agents to be opinionated and push back, not just execute blindly
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- I prefer concise responses; skip ceremony and get to the point
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- When I say "build this", I mean production-quality with tests, not a demo
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- Ask me before making irreversible changes or adding heavy dependencies
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- I work with confidential client data — never send it to cloud APIs unless I explicitly say it's OK
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## Behavior rules
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These rules apply to every task across every project, regardless of harness.
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1. **No assumptions.** Don't hide confusion — surface it. Surface tradeoffs explicitly.
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Think before coding; if the problem is unclear, ask or state assumptions before acting.
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2. **Minimum viable code.** Solve with the smallest change that works. Nothing
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speculative, no "while we're here" cleanups, no premature abstractions. Simplicity first.
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3. **Surgical changes.** Touch only what the task requires. Leave unrelated code,
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files, and formatting alone. Diffs should be small and reviewable.
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4. **Goal-driven execution.** Define clear success criteria up front for every task.
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Loop — implement, verify, refine — until those criteria are met. Don't claim
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completion without evidence (tests pass, command output, observed behavior).
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5. **Trunk-Based Development — commit directly to main.** Every commit is one
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logical change (one tool, one fix, one test) with passing tests. Main is always
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deployable. Never create long-lived feature branches.
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**Exception — parallel agents on same repo:** If another agent is known to be
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actively working on the same repo simultaneously, create a short-lived branch
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(`agent/<description>`), finish the task, and merge to main within the same
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session. Do not leave agent branches open between sessions.
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**Exception — external contributor or client four-eyes requirement:** Use
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PR flow only when a human reviewer outside the project is required. Document
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the reason in PROJECT.md.
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## Default stack
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| Layer | Default | Fallback | Last resort |
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|-------|---------|----------|-------------|
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| Language | Go | Python | TypeScript, Java, C |
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| UI | HTMX + Templ | Server-rendered HTML | React (only if SPA is justified) |
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| Build | Task (taskfile.dev) | Make | — |
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| Containers | Docker Compose (dev), k3s (prod) | — | — |
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| DB | PostgreSQL + sqlc | SQLite | — |
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| Search | pgvector (vector), BM25 | Qdrant (when >1M vectors or hybrid retrieval) | — |
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| Logging | slog (structured) | — | — |
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| Testing | Table-driven, testify | — | — |
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| Agents (Go) | google.golang.org/adk + pkg/litellm adapter | — | — |
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Exploratory: Rust, Zig — I'll tell you when I want these.
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## Code conventions
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- **Go style**: golines, gofumpt, golangci-lint
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- **Errors**: `fmt.Errorf("operation: %w", err)` — never naked, never log-and-return
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- **Naming**: stdlib conventions, no stuttering
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- **Architecture**: prefer stdlib over frameworks, constructor injection, env-var config parsed into typed structs
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- **Git**: conventional commits (`feat:`, `fix:`, `chore:`), commit directly to main,
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one logical change per commit, CI is the quality gate
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- **Never**: long-lived feature branches, PRs for solo work, direct push without
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passing `task check` locally first
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- **Security**: no secrets in code, govulncheck before adding deps, SOPS for encrypted config
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- **Dependencies**: prefer stdlib. testify, slog, templ, sqlc, google.golang.org/adk (agent projects only) are pre-approved; anything else needs justification in the commit message
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## Infrastructure
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Three machines on Tailscale:
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| Machine | Role | Key specs |
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|---------|------|-----------|
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| koala | GPU inference, heavy compute | RTX 5070, runs k3s + llama-swap + shared postgres18/pgvector |
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| iguana | Services, builds | M2 Ultra Mac |
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| flamingo | Daily driver, edge | Mac mini, ~/dev is here |
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- **Model routing**: LiteLLM in front of llama-swap (local) + cloud APIs (when permitted)
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- **Orchestration**: k3s cluster across all three machines
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- **Networking**: Tailscale mesh
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## Project landscape
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All development repos live at `~/dev/` (softlink from `~/Documents/local-dev/`).
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Organized in thematic folders:
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| Folder | Focus | Count |
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|--------|-------|-------|
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| `GO/` | Go web frameworks, API integrations, learning projects | ~10 |
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| `AI/` | ML research, AI frameworks (FinRL, DSPy, crawl4ai) | ~6 |
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| `AGENTS/` | Autonomous agents, coding agents, MCP servers, infra | ~15 |
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| `QKX/` | Invoice processing, financial automation, payment systems | ~13 |
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| `XT/` | Climate data, sustainability (Klimatkollen, Garbo) | ~2 |
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See `~/dev/PROJECT_SUMMARY.md` for detailed descriptions of each project.
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### Key active projects
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- **super-koala** (`AGENTS/`) — multi-component agent stack with LangGraph, DSPy, MCP
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- **azure-tiger** (`QKX/`) — invoice extraction → ISO 20022 payment instructions
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- **gocrwl** (`AGENTS/`) — Go web crawler with containerized deployment
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- **koala-ai-stack** (`AGENTS/`) — local AI server infrastructure management
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- **klimatkollen** (`XT/`) — Swedish municipal climate data platform
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## Knowledge base — actively use it
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A persistent brain (BM25 search + LLM-synthesised Q&A) survives across sessions,
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hosts, and harnesses. It holds 100+ hard-won entries: infra incident postmortems,
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Go pitfalls, framework gotchas, design principles, ADRs. **It is not optional
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reference material — query it actively, not just when explicitly told.**
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### When to query (treat as a reflex)
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- **Before** starting a non-trivial task — search for prior art with the symptom
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AND the system component ("how did we solve X in Y?"). 5 seconds beats 5 hours.
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- **When debugging** — search for the error string, the stack frame, the affected
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service. Past you may have already paid this tax.
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- **Before adopting** a pattern, library, framework, or model name — check if it
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was tried and rejected, or what the integration footguns are.
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- **When making architectural decisions** — search for the domain + "ADR" or
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"decision" to find prior reasoning before re-deriving it.
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- **When a recommendation feels novel** — challenge yourself: "has this been
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documented?" The brain often has it.
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### When to write
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After you discover something that **future-you would forget** and that **isn't
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recoverable from the code, git log, or PR description alone**:
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- Bugs whose root cause is non-obvious and generalisable beyond this project.
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- Framework / library / model-name quirks that bit you and would bite anyone.
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- Design principles validated under fire (e.g. "every `_get` needs a `_list`").
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- Postmortems for incidents: what broke, why, how diagnosed, what to do next time.
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DON'T write project status, sprint progress, PR summaries, or "what I did this
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session" — those rot fast and the originals are in git/gitea anyway. Brain
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entries that age well are about *why*, *how to avoid*, and *what to do when*.
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### How to access (per harness)
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| Harness | Query | Write |
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|---------|-------|-------|
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| **Claude Code, Claude Desktop** | `brain_query` (BM25), `brain_answer` (LLM-synth + sources) MCP tools | `brain_write` MCP tool |
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| **Crush, Pi, Antigravity, other MCP-capable** | same MCP server: `ingestion-brain` (via the `mcp__*_brain__*` namespace once authenticated) | same |
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| **Anything HTTP-only (curl, scripts)** | `POST https://brain-mcp.d-ma.be/query` with `{"query":"..."}` (auth via `BRAIN_MCP_TOKEN`) | `POST .../write` with `{"content":"...","filename":"..."}` |
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| **Browser / human inspection** | `https://gitea.d-ma.be/mathias/hyperguild` → `knowledge/` and `wiki/` markdown files |
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- **Scoping**: defaults to `public` collection; client projects filter to `{client}` + `public`.
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- **Routing**: brain_answer's LLM uses berget.ai as primary, iguana ollama as
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fallback. Both are configurable in the `supervisor/ingestion-deployment.yaml`
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on the koala k3s cluster; don't hardcode local-only model names into the
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berget URL (see knowledge entry on namespace mismatches).
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### Quick reflex checks
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If you find yourself about to say any of these out loud, you owe yourself a brain query first:
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- "I think the issue might be..."
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- "Let me try X and see..."
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- "I'll just write a script to..."
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- "This is probably a new bug..."
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- "Has anyone done this before?" — *yes, probably, go check.*
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## Client work rules
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When working on a project tagged with a client name:
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1. Never send code, data, or context to cloud APIs — use local models only
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2. Never reference other client projects or their data
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3. Keep all artifacts within the client's git org / directory
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4. Treat everything as confidential unless told otherwise
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## Harness-agnostic principles
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This context is designed to work with any AI coding tool:
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- Claude Code, Cursor, Aider, Open WebUI, Charmbracelet Mods/Crush
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- Pi Coding Agent, Mistral Vibe, Antigravity
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- Any tool that accepts a system prompt or reads a markdown context file
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The canonical source is always `.context/AGENT.md` (root) and `.context/PROJECT.md` (per-project).
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Derived files are committed (see *How context propagates* below) so a `git pull` on any host yields full agent context with no setup.
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## How context propagates
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Canonical sources of truth:
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- Universal: `~/dev/.context/AGENT.md` (this file)
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- Project: `<repo>/.context/PROJECT.md` (per-repo)
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Derived files (committed, regenerated by `task context:sync`):
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- `CLAUDE.md`, `AGENTS.md`, `.cursorrules`, `.aider.conventions.md`,
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`.context/system-prompt.txt`
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Workflow:
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1. Edit a canonical file. Run `task context:sync`. Commit canonical and
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derived together. Push.
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2. On any other host, `git pull` brings both. Claude Code (tree-walking)
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uses `CLAUDE.md`; Crush / Pi / Antigravity (cwd-only) use `AGENTS.md`;
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Cursor uses `.cursorrules`; Aider uses `.aider.conventions.md`.
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3. `task check` runs `context:sync` then asserts `git status --porcelain`
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is empty over the derived files (catches both modified-tracked drift
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and missing-untracked adapters). A drift fails the check with a
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message telling you to stage the regenerated files.
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Behavior rules in this file and per-project rules in `PROJECT.md` apply
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unconditionally on every host, every harness.
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## Engineering Skills
|
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Shared engineering skills are available in `~/dev/.skills/`. Load on demand via the index.
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See `~/dev/.skills/SKILLS_INDEX.md` for the full list with descriptions and "use when" triggers.
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Key skills:
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- **TDD**: always write tests first — load `tdd` skill
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- **Code Review**: load `code-review` skill before any review
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- **SOLID/Clean Code**: load `solid` or `clean-code` skill for design work
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- **Problem first**: load `problem-analysis` skill before coding non-trivial features
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---
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# __PROJECT_NAME__
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## Identity
|
||||||
|
|
||||||
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- **Name**: __PROJECT_NAME__
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||||||
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- **Owner**: Mathias
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- **Client**: personal
|
||||||
|
- **Repo**: gitea.d-ma.be/mathias/__PROJECT_NAME__
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- **Status**: active
|
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|
|
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|
## Stack
|
||||||
|
|
||||||
|
Go + ADK + LiteLLM. See `~/dev/.context/AGENT.md` for cross-project conventions.
|
||||||
|
|
||||||
|
## Agent
|
||||||
|
|
||||||
|
TODO: describe what this agent does, what tools it has, and what it's responsible for.
|
||||||
|
|
||||||
|
## Observability
|
||||||
|
|
||||||
|
Traces → Jaeger via `OTLP_ENDPOINT`. Set `ADK_SERVICE_NAME=__PROJECT_NAME__` per deployment.
|
||||||
|
Spans emitted: `invoke_agent`, `generate_content`. Tool spans require custom callbacks.
|
||||||
22
.context/PROJECT.md
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.context/PROJECT.md
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|||||||
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# __PROJECT_NAME__
|
||||||
|
|
||||||
|
## Identity
|
||||||
|
|
||||||
|
- **Name**: __PROJECT_NAME__
|
||||||
|
- **Owner**: Mathias
|
||||||
|
- **Client**: personal
|
||||||
|
- **Repo**: gitea.d-ma.be/mathias/__PROJECT_NAME__
|
||||||
|
- **Status**: active
|
||||||
|
|
||||||
|
## Stack
|
||||||
|
|
||||||
|
Go + ADK + LiteLLM. See `~/dev/.context/AGENT.md` for cross-project conventions.
|
||||||
|
|
||||||
|
## Agent
|
||||||
|
|
||||||
|
TODO: describe what this agent does, what tools it has, and what it's responsible for.
|
||||||
|
|
||||||
|
## Observability
|
||||||
|
|
||||||
|
Traces → Jaeger via `OTLP_ENDPOINT`. Set `ADK_SERVICE_NAME=__PROJECT_NAME__` per deployment.
|
||||||
|
Spans emitted: `invoke_agent`, `generate_content`. Tool spans require custom callbacks.
|
||||||
26
.context/mcp.json
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26
.context/mcp.json
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@@ -0,0 +1,26 @@
|
|||||||
|
{
|
||||||
|
"mcpServers": {
|
||||||
|
"knowledge": {
|
||||||
|
"url": "http://localhost:3100/mcp",
|
||||||
|
"description": "Project knowledge base — vector + graph retrieval"
|
||||||
|
},
|
||||||
|
"brain": {
|
||||||
|
"type": "http",
|
||||||
|
"url": "https://brain-mcp.d-ma.be/mcp",
|
||||||
|
"headers": {
|
||||||
|
"Authorization": "Bearer ${BRAIN_MCP_TOKEN}"
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"gitea": {
|
||||||
|
"type": "http",
|
||||||
|
"url": "https://git-mcp.d-ma.be/mcp",
|
||||||
|
"headers": {
|
||||||
|
"Authorization": "Bearer ${GITEA_MCP_TOKEN}"
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"infra": {
|
||||||
|
"type": "http",
|
||||||
|
"url": "https://infra-mcp.d-ma.be/mcp"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
262
.context/system-prompt.txt
Normal file
262
.context/system-prompt.txt
Normal file
@@ -0,0 +1,262 @@
|
|||||||
|
You are a coding assistant working on a specific project.
|
||||||
|
Follow all conventions from both the root agent context and project context.
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
# Agent context — Mathias workspace
|
||||||
|
|
||||||
|
<!-- Canonical root context for all AI coding agents.
|
||||||
|
Lives at: ~/dev/.context/AGENT.md
|
||||||
|
Applies to every project under ~/dev/ unless overridden.
|
||||||
|
|
||||||
|
Run `task context:sync` from ~/dev/ to regenerate harness-specific files.
|
||||||
|
Project-level context in .context/PROJECT.md layers on top of this. -->
|
||||||
|
|
||||||
|
## Who I am
|
||||||
|
|
||||||
|
I'm Mathias, a digital product manager and technology consultant based in Sweden.
|
||||||
|
I build software, research emerging tech, and deliver consulting engagements
|
||||||
|
for clients under NDA. I work across AI/ML, financial automation, web applications,
|
||||||
|
and climate/sustainability tech.
|
||||||
|
|
||||||
|
## How I work with agents
|
||||||
|
|
||||||
|
- I think like a product manager — I care about *why* before *how*
|
||||||
|
- I want agents to be opinionated and push back, not just execute blindly
|
||||||
|
- I prefer concise responses; skip ceremony and get to the point
|
||||||
|
- When I say "build this", I mean production-quality with tests, not a demo
|
||||||
|
- Ask me before making irreversible changes or adding heavy dependencies
|
||||||
|
- I work with confidential client data — never send it to cloud APIs unless I explicitly say it's OK
|
||||||
|
|
||||||
|
## Behavior rules
|
||||||
|
|
||||||
|
These rules apply to every task across every project, regardless of harness.
|
||||||
|
|
||||||
|
1. **No assumptions.** Don't hide confusion — surface it. Surface tradeoffs explicitly.
|
||||||
|
Think before coding; if the problem is unclear, ask or state assumptions before acting.
|
||||||
|
2. **Minimum viable code.** Solve with the smallest change that works. Nothing
|
||||||
|
speculative, no "while we're here" cleanups, no premature abstractions. Simplicity first.
|
||||||
|
3. **Surgical changes.** Touch only what the task requires. Leave unrelated code,
|
||||||
|
files, and formatting alone. Diffs should be small and reviewable.
|
||||||
|
4. **Goal-driven execution.** Define clear success criteria up front for every task.
|
||||||
|
Loop — implement, verify, refine — until those criteria are met. Don't claim
|
||||||
|
completion without evidence (tests pass, command output, observed behavior).
|
||||||
|
5. **Trunk-Based Development — commit directly to main.** Every commit is one
|
||||||
|
logical change (one tool, one fix, one test) with passing tests. Main is always
|
||||||
|
deployable. Never create long-lived feature branches.
|
||||||
|
|
||||||
|
**Exception — parallel agents on same repo:** If another agent is known to be
|
||||||
|
actively working on the same repo simultaneously, create a short-lived branch
|
||||||
|
(`agent/<description>`), finish the task, and merge to main within the same
|
||||||
|
session. Do not leave agent branches open between sessions.
|
||||||
|
|
||||||
|
**Exception — external contributor or client four-eyes requirement:** Use
|
||||||
|
PR flow only when a human reviewer outside the project is required. Document
|
||||||
|
the reason in PROJECT.md.
|
||||||
|
|
||||||
|
## Default stack
|
||||||
|
|
||||||
|
| Layer | Default | Fallback | Last resort |
|
||||||
|
|-------|---------|----------|-------------|
|
||||||
|
| Language | Go | Python | TypeScript, Java, C |
|
||||||
|
| UI | HTMX + Templ | Server-rendered HTML | React (only if SPA is justified) |
|
||||||
|
| Build | Task (taskfile.dev) | Make | — |
|
||||||
|
| Containers | Docker Compose (dev), k3s (prod) | — | — |
|
||||||
|
| DB | PostgreSQL + sqlc | SQLite | — |
|
||||||
|
| Search | pgvector (vector), BM25 | Qdrant (when >1M vectors or hybrid retrieval) | — |
|
||||||
|
| Logging | slog (structured) | — | — |
|
||||||
|
| Testing | Table-driven, testify | — | — |
|
||||||
|
| Agents (Go) | google.golang.org/adk + pkg/litellm adapter | — | — |
|
||||||
|
|
||||||
|
Exploratory: Rust, Zig — I'll tell you when I want these.
|
||||||
|
|
||||||
|
## Code conventions
|
||||||
|
|
||||||
|
- **Go style**: golines, gofumpt, golangci-lint
|
||||||
|
- **Errors**: `fmt.Errorf("operation: %w", err)` — never naked, never log-and-return
|
||||||
|
- **Naming**: stdlib conventions, no stuttering
|
||||||
|
- **Architecture**: prefer stdlib over frameworks, constructor injection, env-var config parsed into typed structs
|
||||||
|
- **Git**: conventional commits (`feat:`, `fix:`, `chore:`), commit directly to main,
|
||||||
|
one logical change per commit, CI is the quality gate
|
||||||
|
- **Never**: long-lived feature branches, PRs for solo work, direct push without
|
||||||
|
passing `task check` locally first
|
||||||
|
- **Security**: no secrets in code, govulncheck before adding deps, SOPS for encrypted config
|
||||||
|
- **Dependencies**: prefer stdlib. testify, slog, templ, sqlc, google.golang.org/adk (agent projects only) are pre-approved; anything else needs justification in the commit message
|
||||||
|
|
||||||
|
## Infrastructure
|
||||||
|
|
||||||
|
Three machines on Tailscale:
|
||||||
|
|
||||||
|
| Machine | Role | Key specs |
|
||||||
|
|---------|------|-----------|
|
||||||
|
| koala | GPU inference, heavy compute | RTX 5070, runs k3s + llama-swap + shared postgres18/pgvector |
|
||||||
|
| iguana | Services, builds | M2 Ultra Mac |
|
||||||
|
| flamingo | Daily driver, edge | Mac mini, ~/dev is here |
|
||||||
|
|
||||||
|
- **Model routing**: LiteLLM in front of llama-swap (local) + cloud APIs (when permitted)
|
||||||
|
- **Orchestration**: k3s cluster across all three machines
|
||||||
|
- **Networking**: Tailscale mesh
|
||||||
|
|
||||||
|
## Project landscape
|
||||||
|
|
||||||
|
All development repos live at `~/dev/` (softlink from `~/Documents/local-dev/`).
|
||||||
|
|
||||||
|
Organized in thematic folders:
|
||||||
|
|
||||||
|
| Folder | Focus | Count |
|
||||||
|
|--------|-------|-------|
|
||||||
|
| `GO/` | Go web frameworks, API integrations, learning projects | ~10 |
|
||||||
|
| `AI/` | ML research, AI frameworks (FinRL, DSPy, crawl4ai) | ~6 |
|
||||||
|
| `AGENTS/` | Autonomous agents, coding agents, MCP servers, infra | ~15 |
|
||||||
|
| `QKX/` | Invoice processing, financial automation, payment systems | ~13 |
|
||||||
|
| `XT/` | Climate data, sustainability (Klimatkollen, Garbo) | ~2 |
|
||||||
|
|
||||||
|
See `~/dev/PROJECT_SUMMARY.md` for detailed descriptions of each project.
|
||||||
|
|
||||||
|
### Key active projects
|
||||||
|
|
||||||
|
- **super-koala** (`AGENTS/`) — multi-component agent stack with LangGraph, DSPy, MCP
|
||||||
|
- **azure-tiger** (`QKX/`) — invoice extraction → ISO 20022 payment instructions
|
||||||
|
- **gocrwl** (`AGENTS/`) — Go web crawler with containerized deployment
|
||||||
|
- **koala-ai-stack** (`AGENTS/`) — local AI server infrastructure management
|
||||||
|
- **klimatkollen** (`XT/`) — Swedish municipal climate data platform
|
||||||
|
|
||||||
|
## Knowledge base — actively use it
|
||||||
|
|
||||||
|
A persistent brain (BM25 search + LLM-synthesised Q&A) survives across sessions,
|
||||||
|
hosts, and harnesses. It holds 100+ hard-won entries: infra incident postmortems,
|
||||||
|
Go pitfalls, framework gotchas, design principles, ADRs. **It is not optional
|
||||||
|
reference material — query it actively, not just when explicitly told.**
|
||||||
|
|
||||||
|
### When to query (treat as a reflex)
|
||||||
|
|
||||||
|
- **Before** starting a non-trivial task — search for prior art with the symptom
|
||||||
|
AND the system component ("how did we solve X in Y?"). 5 seconds beats 5 hours.
|
||||||
|
- **When debugging** — search for the error string, the stack frame, the affected
|
||||||
|
service. Past you may have already paid this tax.
|
||||||
|
- **Before adopting** a pattern, library, framework, or model name — check if it
|
||||||
|
was tried and rejected, or what the integration footguns are.
|
||||||
|
- **When making architectural decisions** — search for the domain + "ADR" or
|
||||||
|
"decision" to find prior reasoning before re-deriving it.
|
||||||
|
- **When a recommendation feels novel** — challenge yourself: "has this been
|
||||||
|
documented?" The brain often has it.
|
||||||
|
|
||||||
|
### When to write
|
||||||
|
|
||||||
|
After you discover something that **future-you would forget** and that **isn't
|
||||||
|
recoverable from the code, git log, or PR description alone**:
|
||||||
|
|
||||||
|
- Bugs whose root cause is non-obvious and generalisable beyond this project.
|
||||||
|
- Framework / library / model-name quirks that bit you and would bite anyone.
|
||||||
|
- Design principles validated under fire (e.g. "every `_get` needs a `_list`").
|
||||||
|
- Postmortems for incidents: what broke, why, how diagnosed, what to do next time.
|
||||||
|
|
||||||
|
DON'T write project status, sprint progress, PR summaries, or "what I did this
|
||||||
|
session" — those rot fast and the originals are in git/gitea anyway. Brain
|
||||||
|
entries that age well are about *why*, *how to avoid*, and *what to do when*.
|
||||||
|
|
||||||
|
### How to access (per harness)
|
||||||
|
|
||||||
|
| Harness | Query | Write |
|
||||||
|
|---------|-------|-------|
|
||||||
|
| **Claude Code, Claude Desktop** | `brain_query` (BM25), `brain_answer` (LLM-synth + sources) MCP tools | `brain_write` MCP tool |
|
||||||
|
| **Crush, Pi, Antigravity, other MCP-capable** | same MCP server: `ingestion-brain` (via the `mcp__*_brain__*` namespace once authenticated) | same |
|
||||||
|
| **Anything HTTP-only (curl, scripts)** | `POST https://brain-mcp.d-ma.be/query` with `{"query":"..."}` (auth via `BRAIN_MCP_TOKEN`) | `POST .../write` with `{"content":"...","filename":"..."}` |
|
||||||
|
| **Browser / human inspection** | `https://gitea.d-ma.be/mathias/hyperguild` → `knowledge/` and `wiki/` markdown files |
|
||||||
|
|
||||||
|
- **Scoping**: defaults to `public` collection; client projects filter to `{client}` + `public`.
|
||||||
|
- **Routing**: brain_answer's LLM uses berget.ai as primary, iguana ollama as
|
||||||
|
fallback. Both are configurable in the `supervisor/ingestion-deployment.yaml`
|
||||||
|
on the koala k3s cluster; don't hardcode local-only model names into the
|
||||||
|
berget URL (see knowledge entry on namespace mismatches).
|
||||||
|
|
||||||
|
### Quick reflex checks
|
||||||
|
|
||||||
|
If you find yourself about to say any of these out loud, you owe yourself a brain query first:
|
||||||
|
|
||||||
|
- "I think the issue might be..."
|
||||||
|
- "Let me try X and see..."
|
||||||
|
- "I'll just write a script to..."
|
||||||
|
- "This is probably a new bug..."
|
||||||
|
- "Has anyone done this before?" — *yes, probably, go check.*
|
||||||
|
|
||||||
|
## Client work rules
|
||||||
|
|
||||||
|
When working on a project tagged with a client name:
|
||||||
|
1. Never send code, data, or context to cloud APIs — use local models only
|
||||||
|
2. Never reference other client projects or their data
|
||||||
|
3. Keep all artifacts within the client's git org / directory
|
||||||
|
4. Treat everything as confidential unless told otherwise
|
||||||
|
|
||||||
|
## Harness-agnostic principles
|
||||||
|
|
||||||
|
This context is designed to work with any AI coding tool:
|
||||||
|
- Claude Code, Cursor, Aider, Open WebUI, Charmbracelet Mods/Crush
|
||||||
|
- Pi Coding Agent, Mistral Vibe, Antigravity
|
||||||
|
- Any tool that accepts a system prompt or reads a markdown context file
|
||||||
|
|
||||||
|
The canonical source is always `.context/AGENT.md` (root) and `.context/PROJECT.md` (per-project).
|
||||||
|
Derived files are committed (see *How context propagates* below) so a `git pull` on any host yields full agent context with no setup.
|
||||||
|
|
||||||
|
## How context propagates
|
||||||
|
|
||||||
|
Canonical sources of truth:
|
||||||
|
- Universal: `~/dev/.context/AGENT.md` (this file)
|
||||||
|
- Project: `<repo>/.context/PROJECT.md` (per-repo)
|
||||||
|
|
||||||
|
Derived files (committed, regenerated by `task context:sync`):
|
||||||
|
- `CLAUDE.md`, `AGENTS.md`, `.cursorrules`, `.aider.conventions.md`,
|
||||||
|
`.context/system-prompt.txt`
|
||||||
|
|
||||||
|
Workflow:
|
||||||
|
1. Edit a canonical file. Run `task context:sync`. Commit canonical and
|
||||||
|
derived together. Push.
|
||||||
|
2. On any other host, `git pull` brings both. Claude Code (tree-walking)
|
||||||
|
uses `CLAUDE.md`; Crush / Pi / Antigravity (cwd-only) use `AGENTS.md`;
|
||||||
|
Cursor uses `.cursorrules`; Aider uses `.aider.conventions.md`.
|
||||||
|
3. `task check` runs `context:sync` then asserts `git status --porcelain`
|
||||||
|
is empty over the derived files (catches both modified-tracked drift
|
||||||
|
and missing-untracked adapters). A drift fails the check with a
|
||||||
|
message telling you to stage the regenerated files.
|
||||||
|
|
||||||
|
Behavior rules in this file and per-project rules in `PROJECT.md` apply
|
||||||
|
unconditionally on every host, every harness.
|
||||||
|
|
||||||
|
## Engineering Skills
|
||||||
|
|
||||||
|
Shared engineering skills are available in `~/dev/.skills/`. Load on demand via the index.
|
||||||
|
|
||||||
|
See `~/dev/.skills/SKILLS_INDEX.md` for the full list with descriptions and "use when" triggers.
|
||||||
|
|
||||||
|
Key skills:
|
||||||
|
- **TDD**: always write tests first — load `tdd` skill
|
||||||
|
- **Code Review**: load `code-review` skill before any review
|
||||||
|
- **SOLID/Clean Code**: load `solid` or `clean-code` skill for design work
|
||||||
|
- **Problem first**: load `problem-analysis` skill before coding non-trivial features
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
# __PROJECT_NAME__
|
||||||
|
|
||||||
|
## Identity
|
||||||
|
|
||||||
|
- **Name**: __PROJECT_NAME__
|
||||||
|
- **Owner**: Mathias
|
||||||
|
- **Client**: personal
|
||||||
|
- **Repo**: gitea.d-ma.be/mathias/__PROJECT_NAME__
|
||||||
|
- **Status**: active
|
||||||
|
|
||||||
|
## Stack
|
||||||
|
|
||||||
|
Go + ADK + LiteLLM. See `~/dev/.context/AGENT.md` for cross-project conventions.
|
||||||
|
|
||||||
|
## Agent
|
||||||
|
|
||||||
|
TODO: describe what this agent does, what tools it has, and what it's responsible for.
|
||||||
|
|
||||||
|
## Observability
|
||||||
|
|
||||||
|
Traces → Jaeger via `OTLP_ENDPOINT`. Set `ADK_SERVICE_NAME=__PROJECT_NAME__` per deployment.
|
||||||
|
Spans emitted: `invoke_agent`, `generate_content`. Tool spans require custom callbacks.
|
||||||
|
|
||||||
|
---
|
||||||
258
.cursorrules
Normal file
258
.cursorrules
Normal file
@@ -0,0 +1,258 @@
|
|||||||
|
# Cursor rules — auto-generated
|
||||||
|
# Do not edit. Run: task context:sync
|
||||||
|
|
||||||
|
# Agent context — Mathias workspace
|
||||||
|
|
||||||
|
<!-- Canonical root context for all AI coding agents.
|
||||||
|
Lives at: ~/dev/.context/AGENT.md
|
||||||
|
Applies to every project under ~/dev/ unless overridden.
|
||||||
|
|
||||||
|
Run `task context:sync` from ~/dev/ to regenerate harness-specific files.
|
||||||
|
Project-level context in .context/PROJECT.md layers on top of this. -->
|
||||||
|
|
||||||
|
## Who I am
|
||||||
|
|
||||||
|
I'm Mathias, a digital product manager and technology consultant based in Sweden.
|
||||||
|
I build software, research emerging tech, and deliver consulting engagements
|
||||||
|
for clients under NDA. I work across AI/ML, financial automation, web applications,
|
||||||
|
and climate/sustainability tech.
|
||||||
|
|
||||||
|
## How I work with agents
|
||||||
|
|
||||||
|
- I think like a product manager — I care about *why* before *how*
|
||||||
|
- I want agents to be opinionated and push back, not just execute blindly
|
||||||
|
- I prefer concise responses; skip ceremony and get to the point
|
||||||
|
- When I say "build this", I mean production-quality with tests, not a demo
|
||||||
|
- Ask me before making irreversible changes or adding heavy dependencies
|
||||||
|
- I work with confidential client data — never send it to cloud APIs unless I explicitly say it's OK
|
||||||
|
|
||||||
|
## Behavior rules
|
||||||
|
|
||||||
|
These rules apply to every task across every project, regardless of harness.
|
||||||
|
|
||||||
|
1. **No assumptions.** Don't hide confusion — surface it. Surface tradeoffs explicitly.
|
||||||
|
Think before coding; if the problem is unclear, ask or state assumptions before acting.
|
||||||
|
2. **Minimum viable code.** Solve with the smallest change that works. Nothing
|
||||||
|
speculative, no "while we're here" cleanups, no premature abstractions. Simplicity first.
|
||||||
|
3. **Surgical changes.** Touch only what the task requires. Leave unrelated code,
|
||||||
|
files, and formatting alone. Diffs should be small and reviewable.
|
||||||
|
4. **Goal-driven execution.** Define clear success criteria up front for every task.
|
||||||
|
Loop — implement, verify, refine — until those criteria are met. Don't claim
|
||||||
|
completion without evidence (tests pass, command output, observed behavior).
|
||||||
|
5. **Trunk-Based Development — commit directly to main.** Every commit is one
|
||||||
|
logical change (one tool, one fix, one test) with passing tests. Main is always
|
||||||
|
deployable. Never create long-lived feature branches.
|
||||||
|
|
||||||
|
**Exception — parallel agents on same repo:** If another agent is known to be
|
||||||
|
actively working on the same repo simultaneously, create a short-lived branch
|
||||||
|
(`agent/<description>`), finish the task, and merge to main within the same
|
||||||
|
session. Do not leave agent branches open between sessions.
|
||||||
|
|
||||||
|
**Exception — external contributor or client four-eyes requirement:** Use
|
||||||
|
PR flow only when a human reviewer outside the project is required. Document
|
||||||
|
the reason in PROJECT.md.
|
||||||
|
|
||||||
|
## Default stack
|
||||||
|
|
||||||
|
| Layer | Default | Fallback | Last resort |
|
||||||
|
|-------|---------|----------|-------------|
|
||||||
|
| Language | Go | Python | TypeScript, Java, C |
|
||||||
|
| UI | HTMX + Templ | Server-rendered HTML | React (only if SPA is justified) |
|
||||||
|
| Build | Task (taskfile.dev) | Make | — |
|
||||||
|
| Containers | Docker Compose (dev), k3s (prod) | — | — |
|
||||||
|
| DB | PostgreSQL + sqlc | SQLite | — |
|
||||||
|
| Search | pgvector (vector), BM25 | Qdrant (when >1M vectors or hybrid retrieval) | — |
|
||||||
|
| Logging | slog (structured) | — | — |
|
||||||
|
| Testing | Table-driven, testify | — | — |
|
||||||
|
| Agents (Go) | google.golang.org/adk + pkg/litellm adapter | — | — |
|
||||||
|
|
||||||
|
Exploratory: Rust, Zig — I'll tell you when I want these.
|
||||||
|
|
||||||
|
## Code conventions
|
||||||
|
|
||||||
|
- **Go style**: golines, gofumpt, golangci-lint
|
||||||
|
- **Errors**: `fmt.Errorf("operation: %w", err)` — never naked, never log-and-return
|
||||||
|
- **Naming**: stdlib conventions, no stuttering
|
||||||
|
- **Architecture**: prefer stdlib over frameworks, constructor injection, env-var config parsed into typed structs
|
||||||
|
- **Git**: conventional commits (`feat:`, `fix:`, `chore:`), commit directly to main,
|
||||||
|
one logical change per commit, CI is the quality gate
|
||||||
|
- **Never**: long-lived feature branches, PRs for solo work, direct push without
|
||||||
|
passing `task check` locally first
|
||||||
|
- **Security**: no secrets in code, govulncheck before adding deps, SOPS for encrypted config
|
||||||
|
- **Dependencies**: prefer stdlib. testify, slog, templ, sqlc, google.golang.org/adk (agent projects only) are pre-approved; anything else needs justification in the commit message
|
||||||
|
|
||||||
|
## Infrastructure
|
||||||
|
|
||||||
|
Three machines on Tailscale:
|
||||||
|
|
||||||
|
| Machine | Role | Key specs |
|
||||||
|
|---------|------|-----------|
|
||||||
|
| koala | GPU inference, heavy compute | RTX 5070, runs k3s + llama-swap + shared postgres18/pgvector |
|
||||||
|
| iguana | Services, builds | M2 Ultra Mac |
|
||||||
|
| flamingo | Daily driver, edge | Mac mini, ~/dev is here |
|
||||||
|
|
||||||
|
- **Model routing**: LiteLLM in front of llama-swap (local) + cloud APIs (when permitted)
|
||||||
|
- **Orchestration**: k3s cluster across all three machines
|
||||||
|
- **Networking**: Tailscale mesh
|
||||||
|
|
||||||
|
## Project landscape
|
||||||
|
|
||||||
|
All development repos live at `~/dev/` (softlink from `~/Documents/local-dev/`).
|
||||||
|
|
||||||
|
Organized in thematic folders:
|
||||||
|
|
||||||
|
| Folder | Focus | Count |
|
||||||
|
|--------|-------|-------|
|
||||||
|
| `GO/` | Go web frameworks, API integrations, learning projects | ~10 |
|
||||||
|
| `AI/` | ML research, AI frameworks (FinRL, DSPy, crawl4ai) | ~6 |
|
||||||
|
| `AGENTS/` | Autonomous agents, coding agents, MCP servers, infra | ~15 |
|
||||||
|
| `QKX/` | Invoice processing, financial automation, payment systems | ~13 |
|
||||||
|
| `XT/` | Climate data, sustainability (Klimatkollen, Garbo) | ~2 |
|
||||||
|
|
||||||
|
See `~/dev/PROJECT_SUMMARY.md` for detailed descriptions of each project.
|
||||||
|
|
||||||
|
### Key active projects
|
||||||
|
|
||||||
|
- **super-koala** (`AGENTS/`) — multi-component agent stack with LangGraph, DSPy, MCP
|
||||||
|
- **azure-tiger** (`QKX/`) — invoice extraction → ISO 20022 payment instructions
|
||||||
|
- **gocrwl** (`AGENTS/`) — Go web crawler with containerized deployment
|
||||||
|
- **koala-ai-stack** (`AGENTS/`) — local AI server infrastructure management
|
||||||
|
- **klimatkollen** (`XT/`) — Swedish municipal climate data platform
|
||||||
|
|
||||||
|
## Knowledge base — actively use it
|
||||||
|
|
||||||
|
A persistent brain (BM25 search + LLM-synthesised Q&A) survives across sessions,
|
||||||
|
hosts, and harnesses. It holds 100+ hard-won entries: infra incident postmortems,
|
||||||
|
Go pitfalls, framework gotchas, design principles, ADRs. **It is not optional
|
||||||
|
reference material — query it actively, not just when explicitly told.**
|
||||||
|
|
||||||
|
### When to query (treat as a reflex)
|
||||||
|
|
||||||
|
- **Before** starting a non-trivial task — search for prior art with the symptom
|
||||||
|
AND the system component ("how did we solve X in Y?"). 5 seconds beats 5 hours.
|
||||||
|
- **When debugging** — search for the error string, the stack frame, the affected
|
||||||
|
service. Past you may have already paid this tax.
|
||||||
|
- **Before adopting** a pattern, library, framework, or model name — check if it
|
||||||
|
was tried and rejected, or what the integration footguns are.
|
||||||
|
- **When making architectural decisions** — search for the domain + "ADR" or
|
||||||
|
"decision" to find prior reasoning before re-deriving it.
|
||||||
|
- **When a recommendation feels novel** — challenge yourself: "has this been
|
||||||
|
documented?" The brain often has it.
|
||||||
|
|
||||||
|
### When to write
|
||||||
|
|
||||||
|
After you discover something that **future-you would forget** and that **isn't
|
||||||
|
recoverable from the code, git log, or PR description alone**:
|
||||||
|
|
||||||
|
- Bugs whose root cause is non-obvious and generalisable beyond this project.
|
||||||
|
- Framework / library / model-name quirks that bit you and would bite anyone.
|
||||||
|
- Design principles validated under fire (e.g. "every `_get` needs a `_list`").
|
||||||
|
- Postmortems for incidents: what broke, why, how diagnosed, what to do next time.
|
||||||
|
|
||||||
|
DON'T write project status, sprint progress, PR summaries, or "what I did this
|
||||||
|
session" — those rot fast and the originals are in git/gitea anyway. Brain
|
||||||
|
entries that age well are about *why*, *how to avoid*, and *what to do when*.
|
||||||
|
|
||||||
|
### How to access (per harness)
|
||||||
|
|
||||||
|
| Harness | Query | Write |
|
||||||
|
|---------|-------|-------|
|
||||||
|
| **Claude Code, Claude Desktop** | `brain_query` (BM25), `brain_answer` (LLM-synth + sources) MCP tools | `brain_write` MCP tool |
|
||||||
|
| **Crush, Pi, Antigravity, other MCP-capable** | same MCP server: `ingestion-brain` (via the `mcp__*_brain__*` namespace once authenticated) | same |
|
||||||
|
| **Anything HTTP-only (curl, scripts)** | `POST https://brain-mcp.d-ma.be/query` with `{"query":"..."}` (auth via `BRAIN_MCP_TOKEN`) | `POST .../write` with `{"content":"...","filename":"..."}` |
|
||||||
|
| **Browser / human inspection** | `https://gitea.d-ma.be/mathias/hyperguild` → `knowledge/` and `wiki/` markdown files |
|
||||||
|
|
||||||
|
- **Scoping**: defaults to `public` collection; client projects filter to `{client}` + `public`.
|
||||||
|
- **Routing**: brain_answer's LLM uses berget.ai as primary, iguana ollama as
|
||||||
|
fallback. Both are configurable in the `supervisor/ingestion-deployment.yaml`
|
||||||
|
on the koala k3s cluster; don't hardcode local-only model names into the
|
||||||
|
berget URL (see knowledge entry on namespace mismatches).
|
||||||
|
|
||||||
|
### Quick reflex checks
|
||||||
|
|
||||||
|
If you find yourself about to say any of these out loud, you owe yourself a brain query first:
|
||||||
|
|
||||||
|
- "I think the issue might be..."
|
||||||
|
- "Let me try X and see..."
|
||||||
|
- "I'll just write a script to..."
|
||||||
|
- "This is probably a new bug..."
|
||||||
|
- "Has anyone done this before?" — *yes, probably, go check.*
|
||||||
|
|
||||||
|
## Client work rules
|
||||||
|
|
||||||
|
When working on a project tagged with a client name:
|
||||||
|
1. Never send code, data, or context to cloud APIs — use local models only
|
||||||
|
2. Never reference other client projects or their data
|
||||||
|
3. Keep all artifacts within the client's git org / directory
|
||||||
|
4. Treat everything as confidential unless told otherwise
|
||||||
|
|
||||||
|
## Harness-agnostic principles
|
||||||
|
|
||||||
|
This context is designed to work with any AI coding tool:
|
||||||
|
- Claude Code, Cursor, Aider, Open WebUI, Charmbracelet Mods/Crush
|
||||||
|
- Pi Coding Agent, Mistral Vibe, Antigravity
|
||||||
|
- Any tool that accepts a system prompt or reads a markdown context file
|
||||||
|
|
||||||
|
The canonical source is always `.context/AGENT.md` (root) and `.context/PROJECT.md` (per-project).
|
||||||
|
Derived files are committed (see *How context propagates* below) so a `git pull` on any host yields full agent context with no setup.
|
||||||
|
|
||||||
|
## How context propagates
|
||||||
|
|
||||||
|
Canonical sources of truth:
|
||||||
|
- Universal: `~/dev/.context/AGENT.md` (this file)
|
||||||
|
- Project: `<repo>/.context/PROJECT.md` (per-repo)
|
||||||
|
|
||||||
|
Derived files (committed, regenerated by `task context:sync`):
|
||||||
|
- `CLAUDE.md`, `AGENTS.md`, `.cursorrules`, `.aider.conventions.md`,
|
||||||
|
`.context/system-prompt.txt`
|
||||||
|
|
||||||
|
Workflow:
|
||||||
|
1. Edit a canonical file. Run `task context:sync`. Commit canonical and
|
||||||
|
derived together. Push.
|
||||||
|
2. On any other host, `git pull` brings both. Claude Code (tree-walking)
|
||||||
|
uses `CLAUDE.md`; Crush / Pi / Antigravity (cwd-only) use `AGENTS.md`;
|
||||||
|
Cursor uses `.cursorrules`; Aider uses `.aider.conventions.md`.
|
||||||
|
3. `task check` runs `context:sync` then asserts `git status --porcelain`
|
||||||
|
is empty over the derived files (catches both modified-tracked drift
|
||||||
|
and missing-untracked adapters). A drift fails the check with a
|
||||||
|
message telling you to stage the regenerated files.
|
||||||
|
|
||||||
|
Behavior rules in this file and per-project rules in `PROJECT.md` apply
|
||||||
|
unconditionally on every host, every harness.
|
||||||
|
|
||||||
|
## Engineering Skills
|
||||||
|
|
||||||
|
Shared engineering skills are available in `~/dev/.skills/`. Load on demand via the index.
|
||||||
|
|
||||||
|
See `~/dev/.skills/SKILLS_INDEX.md` for the full list with descriptions and "use when" triggers.
|
||||||
|
|
||||||
|
Key skills:
|
||||||
|
- **TDD**: always write tests first — load `tdd` skill
|
||||||
|
- **Code Review**: load `code-review` skill before any review
|
||||||
|
- **SOLID/Clean Code**: load `solid` or `clean-code` skill for design work
|
||||||
|
- **Problem first**: load `problem-analysis` skill before coding non-trivial features
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
# __PROJECT_NAME__
|
||||||
|
|
||||||
|
## Identity
|
||||||
|
|
||||||
|
- **Name**: __PROJECT_NAME__
|
||||||
|
- **Owner**: Mathias
|
||||||
|
- **Client**: personal
|
||||||
|
- **Repo**: gitea.d-ma.be/mathias/__PROJECT_NAME__
|
||||||
|
- **Status**: active
|
||||||
|
|
||||||
|
## Stack
|
||||||
|
|
||||||
|
Go + ADK + LiteLLM. See `~/dev/.context/AGENT.md` for cross-project conventions.
|
||||||
|
|
||||||
|
## Agent
|
||||||
|
|
||||||
|
TODO: describe what this agent does, what tools it has, and what it's responsible for.
|
||||||
|
|
||||||
|
## Observability
|
||||||
|
|
||||||
|
Traces → Jaeger via `OTLP_ENDPOINT`. Set `ADK_SERVICE_NAME=__PROJECT_NAME__` per deployment.
|
||||||
|
Spans emitted: `invoke_agent`, `generate_content`. Tool spans require custom callbacks.
|
||||||
9
.env.example
Normal file
9
.env.example
Normal file
@@ -0,0 +1,9 @@
|
|||||||
|
# LiteLLM / model
|
||||||
|
LITELLM_API_KEY=your-key-here
|
||||||
|
LITELLM_BASE_URL=https://llm-api.d-ma.be/v1
|
||||||
|
LITELLM_MODEL=berget/llama-3.3-70b
|
||||||
|
|
||||||
|
# Observability (optional — omit to disable tracing)
|
||||||
|
OTLP_ENDPOINT=http://jaeger.d-ma.be:4318
|
||||||
|
ADK_SERVICE_NAME=__PROJECT_NAME__
|
||||||
|
ADK_SERVICE_VERSION=0.1.0
|
||||||
11
.gitignore
vendored
Normal file
11
.gitignore
vendored
Normal file
@@ -0,0 +1,11 @@
|
|||||||
|
*.exe
|
||||||
|
*.exe~
|
||||||
|
*.dll
|
||||||
|
*.so
|
||||||
|
*.dylib
|
||||||
|
*.test
|
||||||
|
*.out
|
||||||
|
go.work
|
||||||
|
go.work.sum
|
||||||
|
.env
|
||||||
|
bin/
|
||||||
255
AGENTS.md
Normal file
255
AGENTS.md
Normal file
@@ -0,0 +1,255 @@
|
|||||||
|
# Agent context — Mathias workspace
|
||||||
|
|
||||||
|
<!-- Canonical root context for all AI coding agents.
|
||||||
|
Lives at: ~/dev/.context/AGENT.md
|
||||||
|
Applies to every project under ~/dev/ unless overridden.
|
||||||
|
|
||||||
|
Run `task context:sync` from ~/dev/ to regenerate harness-specific files.
|
||||||
|
Project-level context in .context/PROJECT.md layers on top of this. -->
|
||||||
|
|
||||||
|
## Who I am
|
||||||
|
|
||||||
|
I'm Mathias, a digital product manager and technology consultant based in Sweden.
|
||||||
|
I build software, research emerging tech, and deliver consulting engagements
|
||||||
|
for clients under NDA. I work across AI/ML, financial automation, web applications,
|
||||||
|
and climate/sustainability tech.
|
||||||
|
|
||||||
|
## How I work with agents
|
||||||
|
|
||||||
|
- I think like a product manager — I care about *why* before *how*
|
||||||
|
- I want agents to be opinionated and push back, not just execute blindly
|
||||||
|
- I prefer concise responses; skip ceremony and get to the point
|
||||||
|
- When I say "build this", I mean production-quality with tests, not a demo
|
||||||
|
- Ask me before making irreversible changes or adding heavy dependencies
|
||||||
|
- I work with confidential client data — never send it to cloud APIs unless I explicitly say it's OK
|
||||||
|
|
||||||
|
## Behavior rules
|
||||||
|
|
||||||
|
These rules apply to every task across every project, regardless of harness.
|
||||||
|
|
||||||
|
1. **No assumptions.** Don't hide confusion — surface it. Surface tradeoffs explicitly.
|
||||||
|
Think before coding; if the problem is unclear, ask or state assumptions before acting.
|
||||||
|
2. **Minimum viable code.** Solve with the smallest change that works. Nothing
|
||||||
|
speculative, no "while we're here" cleanups, no premature abstractions. Simplicity first.
|
||||||
|
3. **Surgical changes.** Touch only what the task requires. Leave unrelated code,
|
||||||
|
files, and formatting alone. Diffs should be small and reviewable.
|
||||||
|
4. **Goal-driven execution.** Define clear success criteria up front for every task.
|
||||||
|
Loop — implement, verify, refine — until those criteria are met. Don't claim
|
||||||
|
completion without evidence (tests pass, command output, observed behavior).
|
||||||
|
5. **Trunk-Based Development — commit directly to main.** Every commit is one
|
||||||
|
logical change (one tool, one fix, one test) with passing tests. Main is always
|
||||||
|
deployable. Never create long-lived feature branches.
|
||||||
|
|
||||||
|
**Exception — parallel agents on same repo:** If another agent is known to be
|
||||||
|
actively working on the same repo simultaneously, create a short-lived branch
|
||||||
|
(`agent/<description>`), finish the task, and merge to main within the same
|
||||||
|
session. Do not leave agent branches open between sessions.
|
||||||
|
|
||||||
|
**Exception — external contributor or client four-eyes requirement:** Use
|
||||||
|
PR flow only when a human reviewer outside the project is required. Document
|
||||||
|
the reason in PROJECT.md.
|
||||||
|
|
||||||
|
## Default stack
|
||||||
|
|
||||||
|
| Layer | Default | Fallback | Last resort |
|
||||||
|
|-------|---------|----------|-------------|
|
||||||
|
| Language | Go | Python | TypeScript, Java, C |
|
||||||
|
| UI | HTMX + Templ | Server-rendered HTML | React (only if SPA is justified) |
|
||||||
|
| Build | Task (taskfile.dev) | Make | — |
|
||||||
|
| Containers | Docker Compose (dev), k3s (prod) | — | — |
|
||||||
|
| DB | PostgreSQL + sqlc | SQLite | — |
|
||||||
|
| Search | pgvector (vector), BM25 | Qdrant (when >1M vectors or hybrid retrieval) | — |
|
||||||
|
| Logging | slog (structured) | — | — |
|
||||||
|
| Testing | Table-driven, testify | — | — |
|
||||||
|
| Agents (Go) | google.golang.org/adk + pkg/litellm adapter | — | — |
|
||||||
|
|
||||||
|
Exploratory: Rust, Zig — I'll tell you when I want these.
|
||||||
|
|
||||||
|
## Code conventions
|
||||||
|
|
||||||
|
- **Go style**: golines, gofumpt, golangci-lint
|
||||||
|
- **Errors**: `fmt.Errorf("operation: %w", err)` — never naked, never log-and-return
|
||||||
|
- **Naming**: stdlib conventions, no stuttering
|
||||||
|
- **Architecture**: prefer stdlib over frameworks, constructor injection, env-var config parsed into typed structs
|
||||||
|
- **Git**: conventional commits (`feat:`, `fix:`, `chore:`), commit directly to main,
|
||||||
|
one logical change per commit, CI is the quality gate
|
||||||
|
- **Never**: long-lived feature branches, PRs for solo work, direct push without
|
||||||
|
passing `task check` locally first
|
||||||
|
- **Security**: no secrets in code, govulncheck before adding deps, SOPS for encrypted config
|
||||||
|
- **Dependencies**: prefer stdlib. testify, slog, templ, sqlc, google.golang.org/adk (agent projects only) are pre-approved; anything else needs justification in the commit message
|
||||||
|
|
||||||
|
## Infrastructure
|
||||||
|
|
||||||
|
Three machines on Tailscale:
|
||||||
|
|
||||||
|
| Machine | Role | Key specs |
|
||||||
|
|---------|------|-----------|
|
||||||
|
| koala | GPU inference, heavy compute | RTX 5070, runs k3s + llama-swap + shared postgres18/pgvector |
|
||||||
|
| iguana | Services, builds | M2 Ultra Mac |
|
||||||
|
| flamingo | Daily driver, edge | Mac mini, ~/dev is here |
|
||||||
|
|
||||||
|
- **Model routing**: LiteLLM in front of llama-swap (local) + cloud APIs (when permitted)
|
||||||
|
- **Orchestration**: k3s cluster across all three machines
|
||||||
|
- **Networking**: Tailscale mesh
|
||||||
|
|
||||||
|
## Project landscape
|
||||||
|
|
||||||
|
All development repos live at `~/dev/` (softlink from `~/Documents/local-dev/`).
|
||||||
|
|
||||||
|
Organized in thematic folders:
|
||||||
|
|
||||||
|
| Folder | Focus | Count |
|
||||||
|
|--------|-------|-------|
|
||||||
|
| `GO/` | Go web frameworks, API integrations, learning projects | ~10 |
|
||||||
|
| `AI/` | ML research, AI frameworks (FinRL, DSPy, crawl4ai) | ~6 |
|
||||||
|
| `AGENTS/` | Autonomous agents, coding agents, MCP servers, infra | ~15 |
|
||||||
|
| `QKX/` | Invoice processing, financial automation, payment systems | ~13 |
|
||||||
|
| `XT/` | Climate data, sustainability (Klimatkollen, Garbo) | ~2 |
|
||||||
|
|
||||||
|
See `~/dev/PROJECT_SUMMARY.md` for detailed descriptions of each project.
|
||||||
|
|
||||||
|
### Key active projects
|
||||||
|
|
||||||
|
- **super-koala** (`AGENTS/`) — multi-component agent stack with LangGraph, DSPy, MCP
|
||||||
|
- **azure-tiger** (`QKX/`) — invoice extraction → ISO 20022 payment instructions
|
||||||
|
- **gocrwl** (`AGENTS/`) — Go web crawler with containerized deployment
|
||||||
|
- **koala-ai-stack** (`AGENTS/`) — local AI server infrastructure management
|
||||||
|
- **klimatkollen** (`XT/`) — Swedish municipal climate data platform
|
||||||
|
|
||||||
|
## Knowledge base — actively use it
|
||||||
|
|
||||||
|
A persistent brain (BM25 search + LLM-synthesised Q&A) survives across sessions,
|
||||||
|
hosts, and harnesses. It holds 100+ hard-won entries: infra incident postmortems,
|
||||||
|
Go pitfalls, framework gotchas, design principles, ADRs. **It is not optional
|
||||||
|
reference material — query it actively, not just when explicitly told.**
|
||||||
|
|
||||||
|
### When to query (treat as a reflex)
|
||||||
|
|
||||||
|
- **Before** starting a non-trivial task — search for prior art with the symptom
|
||||||
|
AND the system component ("how did we solve X in Y?"). 5 seconds beats 5 hours.
|
||||||
|
- **When debugging** — search for the error string, the stack frame, the affected
|
||||||
|
service. Past you may have already paid this tax.
|
||||||
|
- **Before adopting** a pattern, library, framework, or model name — check if it
|
||||||
|
was tried and rejected, or what the integration footguns are.
|
||||||
|
- **When making architectural decisions** — search for the domain + "ADR" or
|
||||||
|
"decision" to find prior reasoning before re-deriving it.
|
||||||
|
- **When a recommendation feels novel** — challenge yourself: "has this been
|
||||||
|
documented?" The brain often has it.
|
||||||
|
|
||||||
|
### When to write
|
||||||
|
|
||||||
|
After you discover something that **future-you would forget** and that **isn't
|
||||||
|
recoverable from the code, git log, or PR description alone**:
|
||||||
|
|
||||||
|
- Bugs whose root cause is non-obvious and generalisable beyond this project.
|
||||||
|
- Framework / library / model-name quirks that bit you and would bite anyone.
|
||||||
|
- Design principles validated under fire (e.g. "every `_get` needs a `_list`").
|
||||||
|
- Postmortems for incidents: what broke, why, how diagnosed, what to do next time.
|
||||||
|
|
||||||
|
DON'T write project status, sprint progress, PR summaries, or "what I did this
|
||||||
|
session" — those rot fast and the originals are in git/gitea anyway. Brain
|
||||||
|
entries that age well are about *why*, *how to avoid*, and *what to do when*.
|
||||||
|
|
||||||
|
### How to access (per harness)
|
||||||
|
|
||||||
|
| Harness | Query | Write |
|
||||||
|
|---------|-------|-------|
|
||||||
|
| **Claude Code, Claude Desktop** | `brain_query` (BM25), `brain_answer` (LLM-synth + sources) MCP tools | `brain_write` MCP tool |
|
||||||
|
| **Crush, Pi, Antigravity, other MCP-capable** | same MCP server: `ingestion-brain` (via the `mcp__*_brain__*` namespace once authenticated) | same |
|
||||||
|
| **Anything HTTP-only (curl, scripts)** | `POST https://brain-mcp.d-ma.be/query` with `{"query":"..."}` (auth via `BRAIN_MCP_TOKEN`) | `POST .../write` with `{"content":"...","filename":"..."}` |
|
||||||
|
| **Browser / human inspection** | `https://gitea.d-ma.be/mathias/hyperguild` → `knowledge/` and `wiki/` markdown files |
|
||||||
|
|
||||||
|
- **Scoping**: defaults to `public` collection; client projects filter to `{client}` + `public`.
|
||||||
|
- **Routing**: brain_answer's LLM uses berget.ai as primary, iguana ollama as
|
||||||
|
fallback. Both are configurable in the `supervisor/ingestion-deployment.yaml`
|
||||||
|
on the koala k3s cluster; don't hardcode local-only model names into the
|
||||||
|
berget URL (see knowledge entry on namespace mismatches).
|
||||||
|
|
||||||
|
### Quick reflex checks
|
||||||
|
|
||||||
|
If you find yourself about to say any of these out loud, you owe yourself a brain query first:
|
||||||
|
|
||||||
|
- "I think the issue might be..."
|
||||||
|
- "Let me try X and see..."
|
||||||
|
- "I'll just write a script to..."
|
||||||
|
- "This is probably a new bug..."
|
||||||
|
- "Has anyone done this before?" — *yes, probably, go check.*
|
||||||
|
|
||||||
|
## Client work rules
|
||||||
|
|
||||||
|
When working on a project tagged with a client name:
|
||||||
|
1. Never send code, data, or context to cloud APIs — use local models only
|
||||||
|
2. Never reference other client projects or their data
|
||||||
|
3. Keep all artifacts within the client's git org / directory
|
||||||
|
4. Treat everything as confidential unless told otherwise
|
||||||
|
|
||||||
|
## Harness-agnostic principles
|
||||||
|
|
||||||
|
This context is designed to work with any AI coding tool:
|
||||||
|
- Claude Code, Cursor, Aider, Open WebUI, Charmbracelet Mods/Crush
|
||||||
|
- Pi Coding Agent, Mistral Vibe, Antigravity
|
||||||
|
- Any tool that accepts a system prompt or reads a markdown context file
|
||||||
|
|
||||||
|
The canonical source is always `.context/AGENT.md` (root) and `.context/PROJECT.md` (per-project).
|
||||||
|
Derived files are committed (see *How context propagates* below) so a `git pull` on any host yields full agent context with no setup.
|
||||||
|
|
||||||
|
## How context propagates
|
||||||
|
|
||||||
|
Canonical sources of truth:
|
||||||
|
- Universal: `~/dev/.context/AGENT.md` (this file)
|
||||||
|
- Project: `<repo>/.context/PROJECT.md` (per-repo)
|
||||||
|
|
||||||
|
Derived files (committed, regenerated by `task context:sync`):
|
||||||
|
- `CLAUDE.md`, `AGENTS.md`, `.cursorrules`, `.aider.conventions.md`,
|
||||||
|
`.context/system-prompt.txt`
|
||||||
|
|
||||||
|
Workflow:
|
||||||
|
1. Edit a canonical file. Run `task context:sync`. Commit canonical and
|
||||||
|
derived together. Push.
|
||||||
|
2. On any other host, `git pull` brings both. Claude Code (tree-walking)
|
||||||
|
uses `CLAUDE.md`; Crush / Pi / Antigravity (cwd-only) use `AGENTS.md`;
|
||||||
|
Cursor uses `.cursorrules`; Aider uses `.aider.conventions.md`.
|
||||||
|
3. `task check` runs `context:sync` then asserts `git status --porcelain`
|
||||||
|
is empty over the derived files (catches both modified-tracked drift
|
||||||
|
and missing-untracked adapters). A drift fails the check with a
|
||||||
|
message telling you to stage the regenerated files.
|
||||||
|
|
||||||
|
Behavior rules in this file and per-project rules in `PROJECT.md` apply
|
||||||
|
unconditionally on every host, every harness.
|
||||||
|
|
||||||
|
## Engineering Skills
|
||||||
|
|
||||||
|
Shared engineering skills are available in `~/dev/.skills/`. Load on demand via the index.
|
||||||
|
|
||||||
|
See `~/dev/.skills/SKILLS_INDEX.md` for the full list with descriptions and "use when" triggers.
|
||||||
|
|
||||||
|
Key skills:
|
||||||
|
- **TDD**: always write tests first — load `tdd` skill
|
||||||
|
- **Code Review**: load `code-review` skill before any review
|
||||||
|
- **SOLID/Clean Code**: load `solid` or `clean-code` skill for design work
|
||||||
|
- **Problem first**: load `problem-analysis` skill before coding non-trivial features
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
# __PROJECT_NAME__
|
||||||
|
|
||||||
|
## Identity
|
||||||
|
|
||||||
|
- **Name**: __PROJECT_NAME__
|
||||||
|
- **Owner**: Mathias
|
||||||
|
- **Client**: personal
|
||||||
|
- **Repo**: gitea.d-ma.be/mathias/__PROJECT_NAME__
|
||||||
|
- **Status**: active
|
||||||
|
|
||||||
|
## Stack
|
||||||
|
|
||||||
|
Go + ADK + LiteLLM. See `~/dev/.context/AGENT.md` for cross-project conventions.
|
||||||
|
|
||||||
|
## Agent
|
||||||
|
|
||||||
|
TODO: describe what this agent does, what tools it has, and what it's responsible for.
|
||||||
|
|
||||||
|
## Observability
|
||||||
|
|
||||||
|
Traces → Jaeger via `OTLP_ENDPOINT`. Set `ADK_SERVICE_NAME=__PROJECT_NAME__` per deployment.
|
||||||
|
Spans emitted: `invoke_agent`, `generate_content`. Tool spans require custom callbacks.
|
||||||
22
CLAUDE.md
Normal file
22
CLAUDE.md
Normal file
@@ -0,0 +1,22 @@
|
|||||||
|
# __PROJECT_NAME__
|
||||||
|
|
||||||
|
## Identity
|
||||||
|
|
||||||
|
- **Name**: __PROJECT_NAME__
|
||||||
|
- **Owner**: Mathias
|
||||||
|
- **Client**: personal
|
||||||
|
- **Repo**: gitea.d-ma.be/mathias/__PROJECT_NAME__
|
||||||
|
- **Status**: active
|
||||||
|
|
||||||
|
## Stack
|
||||||
|
|
||||||
|
Go + ADK + LiteLLM. See `~/dev/.context/AGENT.md` for cross-project conventions.
|
||||||
|
|
||||||
|
## Agent
|
||||||
|
|
||||||
|
TODO: describe what this agent does, what tools it has, and what it's responsible for.
|
||||||
|
|
||||||
|
## Observability
|
||||||
|
|
||||||
|
Traces → Jaeger via `OTLP_ENDPOINT`. Set `ADK_SERVICE_NAME=__PROJECT_NAME__` per deployment.
|
||||||
|
Spans emitted: `invoke_agent`, `generate_content`. Tool spans require custom callbacks.
|
||||||
25
README.md
Normal file
25
README.md
Normal file
@@ -0,0 +1,25 @@
|
|||||||
|
# __PROJECT_NAME__
|
||||||
|
|
||||||
|
Go agent built on [Google ADK](https://google.golang.org/adk) with a LiteLLM adapter for local model routing.
|
||||||
|
|
||||||
|
## Quick start
|
||||||
|
|
||||||
|
```bash
|
||||||
|
cp .env.example .env
|
||||||
|
# edit .env with your LITELLM_API_KEY
|
||||||
|
go mod tidy
|
||||||
|
task run
|
||||||
|
```
|
||||||
|
|
||||||
|
## Observability
|
||||||
|
|
||||||
|
Set `OTLP_ENDPOINT=http://jaeger.d-ma.be:4318` to emit traces. Each invocation produces:
|
||||||
|
- `invoke_agent __PROJECT_NAME__` span
|
||||||
|
- `generate_content <model>` child span with `gen_ai.request.model` attribute
|
||||||
|
|
||||||
|
## Structure
|
||||||
|
|
||||||
|
```
|
||||||
|
cmd/__PROJECT_NAME__/ agent entrypoint
|
||||||
|
pkg/litellm/ OpenAI-compat ADK adapter + OTLP telemetry helper
|
||||||
|
```
|
||||||
36
Taskfile.yml
Normal file
36
Taskfile.yml
Normal file
@@ -0,0 +1,36 @@
|
|||||||
|
version: '3'
|
||||||
|
|
||||||
|
tasks:
|
||||||
|
build:
|
||||||
|
desc: Build the agent binary
|
||||||
|
cmds: [go build -o bin/__PROJECT_NAME__ ./cmd/__PROJECT_NAME__]
|
||||||
|
|
||||||
|
run:
|
||||||
|
desc: Run the agent (requires .env)
|
||||||
|
deps: [build]
|
||||||
|
cmds: [./bin/__PROJECT_NAME__]
|
||||||
|
|
||||||
|
test:
|
||||||
|
desc: Run all tests
|
||||||
|
cmds: [go test ./... -race]
|
||||||
|
|
||||||
|
lint:
|
||||||
|
cmds: [golangci-lint run ./...]
|
||||||
|
|
||||||
|
check:
|
||||||
|
desc: Lint, vet, and test (used by CI)
|
||||||
|
cmds:
|
||||||
|
- golangci-lint run ./...
|
||||||
|
- go vet ./...
|
||||||
|
- go test ./... -race -count=1
|
||||||
|
|
||||||
|
context:sync:
|
||||||
|
desc: Regenerate all harness-specific context files
|
||||||
|
cmds:
|
||||||
|
- bash scripts/context-sync.sh
|
||||||
|
context:sync:claude:
|
||||||
|
cmds: [bash scripts/context-sync.sh claude]
|
||||||
|
context:sync:agents:
|
||||||
|
cmds: [bash scripts/context-sync.sh agents]
|
||||||
|
context:sync:cursor:
|
||||||
|
cmds: [bash scripts/context-sync.sh cursor]
|
||||||
88
cmd/__PROJECT_NAME__/main.go
Normal file
88
cmd/__PROJECT_NAME__/main.go
Normal file
@@ -0,0 +1,88 @@
|
|||||||
|
package main
|
||||||
|
|
||||||
|
import (
|
||||||
|
"context"
|
||||||
|
"fmt"
|
||||||
|
"os"
|
||||||
|
|
||||||
|
"google.golang.org/adk/agent"
|
||||||
|
"google.golang.org/adk/agent/llmagent"
|
||||||
|
"google.golang.org/adk/runner"
|
||||||
|
"google.golang.org/adk/session"
|
||||||
|
"google.golang.org/genai"
|
||||||
|
|
||||||
|
"__MODULE_PATH__/pkg/litellm"
|
||||||
|
)
|
||||||
|
|
||||||
|
func main() {
|
||||||
|
ctx := context.Background()
|
||||||
|
|
||||||
|
shutdown, err := litellm.SetupTelemetry(ctx)
|
||||||
|
if err != nil {
|
||||||
|
fmt.Fprintf(os.Stderr, "telemetry: %v\n", err)
|
||||||
|
os.Exit(1)
|
||||||
|
}
|
||||||
|
defer shutdown(ctx)
|
||||||
|
|
||||||
|
llm := litellm.New(
|
||||||
|
env("LITELLM_MODEL", "berget/llama-3.3-70b"),
|
||||||
|
env("LITELLM_BASE_URL", "https://llm-api.d-ma.be/v1"),
|
||||||
|
mustEnv("LITELLM_API_KEY"),
|
||||||
|
)
|
||||||
|
|
||||||
|
ag, err := llmagent.New(llmagent.Config{
|
||||||
|
Name: "__PROJECT_NAME__",
|
||||||
|
Description: "TODO: describe what this agent does",
|
||||||
|
Model: llm,
|
||||||
|
Instruction: "You are a helpful assistant.",
|
||||||
|
})
|
||||||
|
if err != nil {
|
||||||
|
fmt.Fprintf(os.Stderr, "agent: %v\n", err)
|
||||||
|
os.Exit(1)
|
||||||
|
}
|
||||||
|
|
||||||
|
r, err := runner.New(runner.Config{
|
||||||
|
AppName: "__PROJECT_NAME__",
|
||||||
|
Agent: ag,
|
||||||
|
SessionService: session.InMemoryService(),
|
||||||
|
AutoCreateSession: true,
|
||||||
|
})
|
||||||
|
if err != nil {
|
||||||
|
fmt.Fprintf(os.Stderr, "runner: %v\n", err)
|
||||||
|
os.Exit(1)
|
||||||
|
}
|
||||||
|
|
||||||
|
msg := genai.NewContentFromText("Hello!", "user")
|
||||||
|
events := r.Run(ctx, "user-1", "session-1", msg, agent.RunConfig{})
|
||||||
|
|
||||||
|
for ev, err := range events {
|
||||||
|
if err != nil {
|
||||||
|
fmt.Fprintf(os.Stderr, "run: %v\n", err)
|
||||||
|
os.Exit(1)
|
||||||
|
}
|
||||||
|
if ev == nil || ev.Content == nil {
|
||||||
|
continue
|
||||||
|
}
|
||||||
|
for _, p := range ev.Content.Parts {
|
||||||
|
if p != nil && p.Text != "" {
|
||||||
|
fmt.Println(p.Text)
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
func env(key, fallback string) string {
|
||||||
|
if v := os.Getenv(key); v != "" {
|
||||||
|
return v
|
||||||
|
}
|
||||||
|
return fallback
|
||||||
|
}
|
||||||
|
|
||||||
|
func mustEnv(key string) string {
|
||||||
|
v := os.Getenv(key)
|
||||||
|
if v == "" {
|
||||||
|
fmt.Fprintf(os.Stderr, "required env var %s not set\n", key)
|
||||||
|
os.Exit(1)
|
||||||
|
}
|
||||||
|
return v
|
||||||
|
}
|
||||||
8
go.mod
Normal file
8
go.mod
Normal file
@@ -0,0 +1,8 @@
|
|||||||
|
module __MODULE_PATH__
|
||||||
|
|
||||||
|
go 1.26
|
||||||
|
|
||||||
|
require (
|
||||||
|
go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.43.0
|
||||||
|
google.golang.org/adk v1.2.0
|
||||||
|
)
|
||||||
250
pkg/litellm/model.go
Normal file
250
pkg/litellm/model.go
Normal file
@@ -0,0 +1,250 @@
|
|||||||
|
package litellm
|
||||||
|
|
||||||
|
// Model implements google.golang.org/adk/model.LLM against any
|
||||||
|
// OpenAI-compatible endpoint (LiteLLM, Ollama, vLLM, etc.).
|
||||||
|
//
|
||||||
|
// The official Go ADK v1.x ships only Gemini adapters. This adapter
|
||||||
|
// implements the official interface directly via net/http — no extra deps.
|
||||||
|
|
||||||
|
import (
|
||||||
|
"bytes"
|
||||||
|
"context"
|
||||||
|
"encoding/json"
|
||||||
|
"fmt"
|
||||||
|
"io"
|
||||||
|
"iter"
|
||||||
|
"net/http"
|
||||||
|
|
||||||
|
adkmodel "google.golang.org/adk/model"
|
||||||
|
"google.golang.org/genai"
|
||||||
|
)
|
||||||
|
|
||||||
|
// Model is an ADK-compatible LLM backed by an OpenAI-compatible endpoint.
|
||||||
|
type Model struct {
|
||||||
|
name string
|
||||||
|
baseURL string
|
||||||
|
apiKey string
|
||||||
|
client *http.Client
|
||||||
|
}
|
||||||
|
|
||||||
|
// New creates an OpenAI-compatible ADK model.
|
||||||
|
// name is the model identifier sent in requests (e.g. "berget/llama-3.3-70b").
|
||||||
|
// baseURL is the API base without path (e.g. "https://llm-api.d-ma.be/v1").
|
||||||
|
func New(name, baseURL, apiKey string) *Model {
|
||||||
|
return &Model{name: name, baseURL: baseURL, apiKey: apiKey, client: &http.Client{}}
|
||||||
|
}
|
||||||
|
|
||||||
|
func (m *Model) Name() string { return m.name }
|
||||||
|
|
||||||
|
// --- OpenAI wire types (minimal subset ADK uses) ---
|
||||||
|
|
||||||
|
type oaiMessage struct {
|
||||||
|
Role string `json:"role"`
|
||||||
|
Content string `json:"content,omitempty"`
|
||||||
|
ToolCallID string `json:"tool_call_id,omitempty"`
|
||||||
|
ToolCalls []oaiToolCall `json:"tool_calls,omitempty"`
|
||||||
|
}
|
||||||
|
|
||||||
|
type oaiToolCall struct {
|
||||||
|
ID string `json:"id"`
|
||||||
|
Type string `json:"type"`
|
||||||
|
Function oaiFunctionCall `json:"function"`
|
||||||
|
}
|
||||||
|
|
||||||
|
type oaiFunctionCall struct {
|
||||||
|
Name string `json:"name"`
|
||||||
|
Arguments string `json:"arguments"`
|
||||||
|
}
|
||||||
|
|
||||||
|
type oaiTool struct {
|
||||||
|
Type string `json:"type"`
|
||||||
|
Function oaiFunctionDef `json:"function"`
|
||||||
|
}
|
||||||
|
|
||||||
|
type oaiFunctionDef struct {
|
||||||
|
Name string `json:"name"`
|
||||||
|
Description string `json:"description,omitempty"`
|
||||||
|
Parameters json.RawMessage `json:"parameters,omitempty"`
|
||||||
|
}
|
||||||
|
|
||||||
|
type oaiRequest struct {
|
||||||
|
Model string `json:"model"`
|
||||||
|
Messages []oaiMessage `json:"messages"`
|
||||||
|
Tools []oaiTool `json:"tools,omitempty"`
|
||||||
|
}
|
||||||
|
|
||||||
|
type oaiChoice struct {
|
||||||
|
Message oaiMessage `json:"message"`
|
||||||
|
FinishReason string `json:"finish_reason"`
|
||||||
|
}
|
||||||
|
|
||||||
|
type oaiResponse struct {
|
||||||
|
Choices []oaiChoice `json:"choices"`
|
||||||
|
Error *struct {
|
||||||
|
Message string `json:"message"`
|
||||||
|
} `json:"error,omitempty"`
|
||||||
|
}
|
||||||
|
|
||||||
|
func (m *Model) GenerateContent(ctx context.Context, req *adkmodel.LLMRequest, _ bool) iter.Seq2[*adkmodel.LLMResponse, error] {
|
||||||
|
return func(yield func(*adkmodel.LLMResponse, error) bool) {
|
||||||
|
msgs := contentsToMessages(req.Contents)
|
||||||
|
tools := adk2oaiTools(req)
|
||||||
|
|
||||||
|
oaiReq := oaiRequest{Model: m.name, Messages: msgs, Tools: tools}
|
||||||
|
|
||||||
|
body, err := json.Marshal(oaiReq)
|
||||||
|
if err != nil {
|
||||||
|
yield(nil, fmt.Errorf("marshal: %w", err))
|
||||||
|
return
|
||||||
|
}
|
||||||
|
|
||||||
|
httpReq, err := http.NewRequestWithContext(ctx, http.MethodPost,
|
||||||
|
m.baseURL+"/chat/completions", bytes.NewReader(body))
|
||||||
|
if err != nil {
|
||||||
|
yield(nil, fmt.Errorf("new request: %w", err))
|
||||||
|
return
|
||||||
|
}
|
||||||
|
httpReq.Header.Set("Content-Type", "application/json")
|
||||||
|
httpReq.Header.Set("Authorization", "Bearer "+m.apiKey)
|
||||||
|
|
||||||
|
resp, err := m.client.Do(httpReq)
|
||||||
|
if err != nil {
|
||||||
|
yield(nil, fmt.Errorf("http: %w", err))
|
||||||
|
return
|
||||||
|
}
|
||||||
|
defer resp.Body.Close()
|
||||||
|
|
||||||
|
raw, err := io.ReadAll(resp.Body)
|
||||||
|
if err != nil {
|
||||||
|
yield(nil, fmt.Errorf("read body: %w", err))
|
||||||
|
return
|
||||||
|
}
|
||||||
|
if resp.StatusCode != http.StatusOK {
|
||||||
|
yield(nil, fmt.Errorf("HTTP %d: %s", resp.StatusCode, string(raw)))
|
||||||
|
return
|
||||||
|
}
|
||||||
|
|
||||||
|
var oaiResp oaiResponse
|
||||||
|
if err := json.Unmarshal(raw, &oaiResp); err != nil {
|
||||||
|
yield(nil, fmt.Errorf("unmarshal: %w", err))
|
||||||
|
return
|
||||||
|
}
|
||||||
|
if oaiResp.Error != nil {
|
||||||
|
yield(nil, fmt.Errorf("api error: %s", oaiResp.Error.Message))
|
||||||
|
return
|
||||||
|
}
|
||||||
|
if len(oaiResp.Choices) == 0 {
|
||||||
|
yield(nil, fmt.Errorf("no choices in response"))
|
||||||
|
return
|
||||||
|
}
|
||||||
|
|
||||||
|
content := oaiChoiceToContent(oaiResp.Choices[0])
|
||||||
|
yield(&adkmodel.LLMResponse{Content: content, TurnComplete: true}, nil)
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
func contentsToMessages(contents []*genai.Content) []oaiMessage {
|
||||||
|
var msgs []oaiMessage
|
||||||
|
for _, c := range contents {
|
||||||
|
if c == nil {
|
||||||
|
continue
|
||||||
|
}
|
||||||
|
var textBuf bytes.Buffer
|
||||||
|
var toolCalls []oaiToolCall
|
||||||
|
|
||||||
|
for _, p := range c.Parts {
|
||||||
|
if p == nil {
|
||||||
|
continue
|
||||||
|
}
|
||||||
|
if p.Text != "" {
|
||||||
|
textBuf.WriteString(p.Text)
|
||||||
|
}
|
||||||
|
if p.FunctionCall != nil {
|
||||||
|
argBytes, _ := json.Marshal(p.FunctionCall.Args)
|
||||||
|
toolCalls = append(toolCalls, oaiToolCall{
|
||||||
|
ID: p.FunctionCall.ID,
|
||||||
|
Type: "function",
|
||||||
|
Function: oaiFunctionCall{
|
||||||
|
Name: p.FunctionCall.Name,
|
||||||
|
Arguments: string(argBytes),
|
||||||
|
},
|
||||||
|
})
|
||||||
|
}
|
||||||
|
if p.FunctionResponse != nil {
|
||||||
|
respBytes, _ := json.Marshal(p.FunctionResponse.Response)
|
||||||
|
msgs = append(msgs, oaiMessage{
|
||||||
|
Role: "tool",
|
||||||
|
Content: string(respBytes),
|
||||||
|
ToolCallID: p.FunctionResponse.ID,
|
||||||
|
})
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
if len(toolCalls) > 0 || textBuf.Len() > 0 {
|
||||||
|
msg := oaiMessage{Role: c.Role}
|
||||||
|
if c.Role == "model" {
|
||||||
|
msg.Role = "assistant"
|
||||||
|
}
|
||||||
|
msg.Content = textBuf.String()
|
||||||
|
msg.ToolCalls = toolCalls
|
||||||
|
msgs = append(msgs, msg)
|
||||||
|
}
|
||||||
|
}
|
||||||
|
return msgs
|
||||||
|
}
|
||||||
|
|
||||||
|
func adk2oaiTools(req *adkmodel.LLMRequest) []oaiTool {
|
||||||
|
if len(req.Tools) == 0 {
|
||||||
|
return nil
|
||||||
|
}
|
||||||
|
var tools []oaiTool
|
||||||
|
for name, def := range req.Tools {
|
||||||
|
raw, _ := json.Marshal(def)
|
||||||
|
var m map[string]json.RawMessage
|
||||||
|
_ = json.Unmarshal(raw, &m)
|
||||||
|
var desc string
|
||||||
|
if d, ok := m["description"]; ok {
|
||||||
|
_ = json.Unmarshal(d, &desc)
|
||||||
|
}
|
||||||
|
params := m["parameters"]
|
||||||
|
// Some endpoints (e.g. Berget) reject null parameters for zero-arg tools.
|
||||||
|
if len(params) == 0 || string(params) == "null" {
|
||||||
|
params = json.RawMessage(`{"type":"object","properties":{}}`)
|
||||||
|
}
|
||||||
|
tools = append(tools, oaiTool{
|
||||||
|
Type: "function",
|
||||||
|
Function: oaiFunctionDef{
|
||||||
|
Name: name,
|
||||||
|
Description: desc,
|
||||||
|
Parameters: params,
|
||||||
|
},
|
||||||
|
})
|
||||||
|
}
|
||||||
|
return tools
|
||||||
|
}
|
||||||
|
|
||||||
|
func oaiChoiceToContent(choice oaiChoice) *genai.Content {
|
||||||
|
msg := choice.Message
|
||||||
|
var parts []*genai.Part
|
||||||
|
|
||||||
|
if msg.Content != "" {
|
||||||
|
parts = append(parts, &genai.Part{Text: msg.Content})
|
||||||
|
}
|
||||||
|
for _, tc := range msg.ToolCalls {
|
||||||
|
var args map[string]any
|
||||||
|
_ = json.Unmarshal([]byte(tc.Function.Arguments), &args)
|
||||||
|
parts = append(parts, &genai.Part{
|
||||||
|
FunctionCall: &genai.FunctionCall{
|
||||||
|
ID: tc.ID,
|
||||||
|
Name: tc.Function.Name,
|
||||||
|
Args: args,
|
||||||
|
},
|
||||||
|
})
|
||||||
|
}
|
||||||
|
|
||||||
|
role := msg.Role
|
||||||
|
if role == "assistant" {
|
||||||
|
role = "model"
|
||||||
|
}
|
||||||
|
return &genai.Content{Role: role, Parts: parts}
|
||||||
|
}
|
||||||
71
pkg/litellm/telemetry.go
Normal file
71
pkg/litellm/telemetry.go
Normal file
@@ -0,0 +1,71 @@
|
|||||||
|
package litellm
|
||||||
|
|
||||||
|
import (
|
||||||
|
"context"
|
||||||
|
"fmt"
|
||||||
|
"os"
|
||||||
|
"time"
|
||||||
|
|
||||||
|
"go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp"
|
||||||
|
"go.opentelemetry.io/otel/sdk/resource"
|
||||||
|
sdktrace "go.opentelemetry.io/otel/sdk/trace"
|
||||||
|
semconv "go.opentelemetry.io/otel/semconv/v1.36.0"
|
||||||
|
"google.golang.org/adk/telemetry"
|
||||||
|
)
|
||||||
|
|
||||||
|
// SetupTelemetry wires ADK OTLP tracing from environment variables.
|
||||||
|
//
|
||||||
|
// Reads:
|
||||||
|
// - OTLP_ENDPOINT full URL base, e.g. http://jaeger.d-ma.be:4318 (skip if empty)
|
||||||
|
// - ADK_SERVICE_NAME service name in Jaeger (default: "agent")
|
||||||
|
// - ADK_SERVICE_VERSION semver label (default: "0.1.0")
|
||||||
|
//
|
||||||
|
// Returns a shutdown func to call on exit with a short-timeout context.
|
||||||
|
// No-op (nil error, noop shutdown) when OTLP_ENDPOINT is unset.
|
||||||
|
func SetupTelemetry(ctx context.Context) (shutdown func(context.Context) error, err error) {
|
||||||
|
endpoint := os.Getenv("OTLP_ENDPOINT")
|
||||||
|
if endpoint == "" {
|
||||||
|
return func(context.Context) error { return nil }, nil
|
||||||
|
}
|
||||||
|
|
||||||
|
svcName := os.Getenv("ADK_SERVICE_NAME")
|
||||||
|
if svcName == "" {
|
||||||
|
svcName = "agent"
|
||||||
|
}
|
||||||
|
svcVersion := os.Getenv("ADK_SERVICE_VERSION")
|
||||||
|
if svcVersion == "" {
|
||||||
|
svcVersion = "0.1.0"
|
||||||
|
}
|
||||||
|
|
||||||
|
exporter, err := otlptracehttp.New(ctx,
|
||||||
|
otlptracehttp.WithEndpointURL(endpoint+"/v1/traces"),
|
||||||
|
)
|
||||||
|
if err != nil {
|
||||||
|
return nil, fmt.Errorf("otlp exporter: %w", err)
|
||||||
|
}
|
||||||
|
|
||||||
|
res, err := resource.New(ctx,
|
||||||
|
resource.WithAttributes(
|
||||||
|
semconv.ServiceName(svcName),
|
||||||
|
semconv.ServiceVersion(svcVersion),
|
||||||
|
),
|
||||||
|
)
|
||||||
|
if err != nil {
|
||||||
|
return nil, fmt.Errorf("resource: %w", err)
|
||||||
|
}
|
||||||
|
|
||||||
|
providers, err := telemetry.New(ctx,
|
||||||
|
telemetry.WithSpanProcessors(sdktrace.NewBatchSpanProcessor(exporter)),
|
||||||
|
telemetry.WithResource(res),
|
||||||
|
)
|
||||||
|
if err != nil {
|
||||||
|
return nil, fmt.Errorf("telemetry.New: %w", err)
|
||||||
|
}
|
||||||
|
providers.SetGlobalOtelProviders()
|
||||||
|
|
||||||
|
return func(ctx context.Context) error {
|
||||||
|
shutCtx, cancel := context.WithTimeout(ctx, 5*time.Second)
|
||||||
|
defer cancel()
|
||||||
|
return providers.Shutdown(shutCtx)
|
||||||
|
}, nil
|
||||||
|
}
|
||||||
201
scripts/context-sync.sh
Executable file
201
scripts/context-sync.sh
Executable file
@@ -0,0 +1,201 @@
|
|||||||
|
#!/usr/bin/env bash
|
||||||
|
# Generates harness-specific context files from .context/PROJECT.md
|
||||||
|
# Project-level script — run from a project directory.
|
||||||
|
#
|
||||||
|
# For Claude Code: generates project-only CLAUDE.md (it inherits root via tree walk)
|
||||||
|
# For everything else: concatenates root AGENT.md + project PROJECT.md
|
||||||
|
#
|
||||||
|
# Usage: ./scripts/context-sync.sh [--force] [adapter...]
|
||||||
|
# Task: task context:sync
|
||||||
|
#
|
||||||
|
# Override root context: ROOT_CONTEXT=~/dev/.context/AGENT.md ./scripts/context-sync.sh
|
||||||
|
|
||||||
|
set -euo pipefail
|
||||||
|
|
||||||
|
# Parse --force flag and collect adapter names separately
|
||||||
|
FORCE=false
|
||||||
|
ADAPTERS=()
|
||||||
|
for _arg in "$@"; do
|
||||||
|
case "$_arg" in
|
||||||
|
--force) FORCE=true ;;
|
||||||
|
*) ADAPTERS+=("$_arg") ;;
|
||||||
|
esac
|
||||||
|
done
|
||||||
|
|
||||||
|
PROJECT_FILE=".context/PROJECT.md"
|
||||||
|
|
||||||
|
# Walk up to find root .context/AGENT.md
|
||||||
|
find_root_context() {
|
||||||
|
local dir
|
||||||
|
dir="$(pwd)"
|
||||||
|
while [ "$dir" != "/" ]; do
|
||||||
|
dir="$(dirname "$dir")"
|
||||||
|
if [ -f "$dir/.context/AGENT.md" ]; then
|
||||||
|
echo "$dir/.context/AGENT.md"
|
||||||
|
return
|
||||||
|
fi
|
||||||
|
done
|
||||||
|
echo ""
|
||||||
|
}
|
||||||
|
|
||||||
|
ROOT_CONTEXT="${ROOT_CONTEXT:-$(find_root_context)}"
|
||||||
|
|
||||||
|
if [ ! -f "$PROJECT_FILE" ]; then
|
||||||
|
echo "Error: $PROJECT_FILE not found. Are you in a project root?"
|
||||||
|
exit 1
|
||||||
|
fi
|
||||||
|
|
||||||
|
# Pre-flight: reject unfilled {{...}} placeholders unless --force
|
||||||
|
if [ "$FORCE" = false ]; then
|
||||||
|
_placeholders=$(grep -n '{{[^}]*}}' "$PROJECT_FILE" 2>/dev/null || true)
|
||||||
|
if [ -n "$_placeholders" ]; then
|
||||||
|
echo "Error: unfilled placeholders in $PROJECT_FILE:" >&2
|
||||||
|
while IFS= read -r _match; do
|
||||||
|
_lineno="${_match%%:*}"
|
||||||
|
_content="${_match#*:}"
|
||||||
|
_token=$(printf '%s' "$_content" | grep -o '{{[^}]*}}' | head -1)
|
||||||
|
echo " $PROJECT_FILE:$_lineno: unfilled placeholder $_token" >&2
|
||||||
|
done <<< "$_placeholders"
|
||||||
|
echo "" >&2
|
||||||
|
echo "Fill these placeholders, then re-run: task context:sync" >&2
|
||||||
|
echo "To bypass validation: bash scripts/context-sync.sh --force" >&2
|
||||||
|
exit 1
|
||||||
|
fi
|
||||||
|
fi
|
||||||
|
|
||||||
|
if [ -n "$ROOT_CONTEXT" ] && [ -f "$ROOT_CONTEXT" ]; then
|
||||||
|
echo " Root context: $ROOT_CONTEXT"
|
||||||
|
else
|
||||||
|
echo " No root AGENT.md found (project context only)"
|
||||||
|
fi
|
||||||
|
|
||||||
|
# Emit root context + separator
|
||||||
|
root_block() {
|
||||||
|
if [ -n "$ROOT_CONTEXT" ] && [ -f "$ROOT_CONTEXT" ]; then
|
||||||
|
cat "$ROOT_CONTEXT"
|
||||||
|
echo ""
|
||||||
|
echo "---"
|
||||||
|
echo ""
|
||||||
|
fi
|
||||||
|
}
|
||||||
|
|
||||||
|
# ── Claude Code ──────────────────────────────────────────────
|
||||||
|
# Claude Code walks up the tree — it finds ~/dev/CLAUDE.md automatically.
|
||||||
|
# Project-level CLAUDE.md only needs project-specific context.
|
||||||
|
generate_claude() {
|
||||||
|
cat "$PROJECT_FILE" > CLAUDE.md
|
||||||
|
echo " → CLAUDE.md (project-only; Claude Code inherits root)"
|
||||||
|
}
|
||||||
|
|
||||||
|
# ── AGENTS.md (Crush, Pi, Antigravity) ──────────────────────
|
||||||
|
# These tools read AGENTS.md from cwd but don't walk up.
|
||||||
|
# Concatenate root + project.
|
||||||
|
generate_agents() {
|
||||||
|
{ root_block; cat "$PROJECT_FILE"; } > AGENTS.md
|
||||||
|
echo " → AGENTS.md (root + project; Crush, Pi, Antigravity)"
|
||||||
|
}
|
||||||
|
|
||||||
|
# ── Cursor ───────────────────────────────────────────────────
|
||||||
|
generate_cursor() {
|
||||||
|
{
|
||||||
|
echo "# Cursor rules — auto-generated"
|
||||||
|
echo "# Do not edit. Run: task context:sync"
|
||||||
|
echo ""
|
||||||
|
root_block
|
||||||
|
cat "$PROJECT_FILE"
|
||||||
|
} > .cursorrules
|
||||||
|
echo " → .cursorrules (root + project)"
|
||||||
|
}
|
||||||
|
|
||||||
|
# ── Aider ────────────────────────────────────────────────────
|
||||||
|
generate_aider() {
|
||||||
|
{ root_block; cat "$PROJECT_FILE"; } > .aider.conventions.md
|
||||||
|
if [ ! -f .aider.conf.yml ]; then
|
||||||
|
cat > .aider.conf.yml << 'YAML'
|
||||||
|
read: .aider.conventions.md
|
||||||
|
auto-commits: false
|
||||||
|
YAML
|
||||||
|
fi
|
||||||
|
echo " → .aider.conventions.md (root + project)"
|
||||||
|
}
|
||||||
|
|
||||||
|
# ── Generic system prompt (Open WebUI, Mods, etc.) ──────────
|
||||||
|
generate_system_prompt() {
|
||||||
|
{
|
||||||
|
echo "You are a coding assistant working on a specific project."
|
||||||
|
echo "Follow all conventions from both the root agent context and project context."
|
||||||
|
echo ""
|
||||||
|
echo "---"
|
||||||
|
echo ""
|
||||||
|
root_block
|
||||||
|
cat "$PROJECT_FILE"
|
||||||
|
echo ""
|
||||||
|
echo "---"
|
||||||
|
} > .context/system-prompt.txt
|
||||||
|
echo " → .context/system-prompt.txt (root + project)"
|
||||||
|
}
|
||||||
|
|
||||||
|
# ── MCP config ───────────────────────────────────────────────
|
||||||
|
generate_mcp() {
|
||||||
|
# Ensure baseline file exists with project-specific knowledge server
|
||||||
|
if [ ! -f .context/mcp.json ]; then
|
||||||
|
cat > .context/mcp.json << 'JSON'
|
||||||
|
{
|
||||||
|
"mcpServers": {
|
||||||
|
"knowledge": {
|
||||||
|
"url": "http://localhost:3100/mcp",
|
||||||
|
"description": "Project knowledge base — vector + graph retrieval"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
JSON
|
||||||
|
fi
|
||||||
|
|
||||||
|
# Merge root mcp-servers.json if found alongside root AGENT.md
|
||||||
|
local root_mcp=""
|
||||||
|
if [ -n "$ROOT_CONTEXT" ] && [ -f "$ROOT_CONTEXT" ]; then
|
||||||
|
local candidate
|
||||||
|
candidate="$(dirname "$ROOT_CONTEXT")/mcp-servers.json"
|
||||||
|
[ -f "$candidate" ] && root_mcp="$candidate"
|
||||||
|
fi
|
||||||
|
|
||||||
|
if [ -z "$root_mcp" ]; then
|
||||||
|
echo " → .context/mcp.json (exists, no root mcp-servers.json found)"
|
||||||
|
return
|
||||||
|
fi
|
||||||
|
|
||||||
|
# Root servers take precedence over project entries on key conflict
|
||||||
|
local root_servers count updated
|
||||||
|
root_servers=$(jq '.servers' "$root_mcp")
|
||||||
|
count=$(printf '%s' "$root_servers" | jq 'keys | length')
|
||||||
|
updated=$(jq --argjson root "$root_servers" \
|
||||||
|
'.mcpServers = (.mcpServers + $root)' \
|
||||||
|
.context/mcp.json)
|
||||||
|
printf '%s\n' "$updated" > .context/mcp.json
|
||||||
|
echo " → .context/mcp.json (merged $count root servers)"
|
||||||
|
}
|
||||||
|
|
||||||
|
echo "Syncing project context from $PROJECT_FILE..."
|
||||||
|
|
||||||
|
if [ ${#ADAPTERS[@]} -eq 0 ]; then
|
||||||
|
generate_claude
|
||||||
|
generate_agents
|
||||||
|
generate_cursor
|
||||||
|
generate_aider
|
||||||
|
generate_system_prompt
|
||||||
|
generate_mcp
|
||||||
|
else
|
||||||
|
for adapter in "${ADAPTERS[@]}"; do
|
||||||
|
case "$adapter" in
|
||||||
|
claude) generate_claude ;;
|
||||||
|
agents) generate_agents ;;
|
||||||
|
cursor) generate_cursor ;;
|
||||||
|
aider) generate_aider ;;
|
||||||
|
prompt|system|openwebui|owui|generic) generate_system_prompt ;;
|
||||||
|
mcp) generate_mcp ;;
|
||||||
|
*) echo "Unknown adapter: $adapter" >&2; exit 1 ;;
|
||||||
|
esac
|
||||||
|
done
|
||||||
|
fi
|
||||||
|
|
||||||
|
echo "Done."
|
||||||
Reference in New Issue
Block a user