feat(ingestion): add pipeline orchestrator with prompt builder

Adds prompt.go (BuildPrompt + systemPrompt) and pipeline.go (Run, Config,
Result, mergeAll) that wire chunking, LLM calls, parse, merge, index rebuild,
and log append into a single ingestion pipeline. Includes integration tests
covering write, dry-run, and duplicate-path merge scenarios.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
This commit is contained in:
Mathias Bergqvist
2026-04-22 22:45:19 +02:00
parent 9b11719481
commit 103f4d90bf
3 changed files with 310 additions and 0 deletions

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// ingestion/internal/pipeline/pipeline.go
package pipeline
import (
"context"
"fmt"
"os"
"path/filepath"
"strings"
"time"
"github.com/mathiasbq/hyperguild/ingestion/internal/wiki"
)
// CompleteFunc is the function signature for LLM calls.
type CompleteFunc func(ctx context.Context, system, user string) (string, error)
// Config holds pipeline configuration.
type Config struct {
Complete CompleteFunc
ChunkSize int // 0 = no chunking
Schema string // overrides brain/CLAUDE.md when set (useful in tests)
}
// Result is the outcome of a pipeline run.
type Result struct {
Pages []string // relative paths written (or would-be written in dry-run)
Warnings []string
}
// Run ingests content and writes structured wiki pages to brainDir/wiki/.
// In dry-run mode, pages are returned but not written to disk.
func Run(ctx context.Context, cfg Config, brainDir, content, source string, dryRun bool) (Result, error) {
inventory, err := wiki.LoadInventory(brainDir)
if err != nil {
return Result{}, fmt.Errorf("load inventory: %w", err)
}
schema := cfg.Schema
if schema == "" {
schema = loadSchema(brainDir)
}
chunks := Chunk(content, cfg.ChunkSize)
var allPages []wiki.Page
var allWarnings []string
for _, chunk := range chunks {
userPrompt := BuildPrompt(schema, source, chunk, inventory)
output, err := cfg.Complete(ctx, systemPrompt, userPrompt)
if err != nil {
return Result{}, fmt.Errorf("LLM call: %w", err)
}
pages, warnings := ParsePages(output)
allPages = append(allPages, pages...)
allWarnings = append(allWarnings, warnings...)
}
merged := mergeAll(allPages)
date := time.Now().UTC().Format("2006-01-02")
var written []string
for _, page := range merged {
if !dryRun {
dest := filepath.Join(brainDir, filepath.FromSlash(page.Path))
if err := os.MkdirAll(filepath.Dir(dest), 0o755); err != nil {
return Result{}, fmt.Errorf("mkdir for %s: %w", page.Path, err)
}
if err := os.WriteFile(dest, []byte(page.Content), 0o644); err != nil {
return Result{}, fmt.Errorf("write %s: %w", page.Path, err)
}
}
written = append(written, page.Path)
}
if !dryRun {
if err := wiki.RebuildIndex(brainDir, date); err != nil {
allWarnings = append(allWarnings, fmt.Sprintf("rebuild index: %v", err))
}
if err := wiki.AppendLog(brainDir, source, written, allWarnings, date); err != nil {
allWarnings = append(allWarnings, fmt.Sprintf("append log: %v", err))
}
}
return Result{Pages: written, Warnings: allWarnings}, nil
}
// mergeAll deduplicates pages by path, merging content from later occurrences.
func mergeAll(pages []wiki.Page) []wiki.Page {
order := make([]string, 0, len(pages))
byPath := make(map[string]wiki.Page, len(pages))
for _, p := range pages {
if _, seen := byPath[p.Path]; !seen {
order = append(order, p.Path)
byPath[p.Path] = p
} else {
byPath[p.Path] = wiki.Merge(byPath[p.Path], p)
}
}
result := make([]wiki.Page, 0, len(order))
for _, path := range order {
result = append(result, byPath[path])
}
return result
}
const defaultSchema = `# Brain Wiki Schema
Three page types: wiki/sources/, wiki/concepts/, wiki/entities/.
See brain/CLAUDE.md for the full schema.
`
func loadSchema(brainDir string) string {
b, err := os.ReadFile(filepath.Join(brainDir, "CLAUDE.md"))
if err != nil {
return defaultSchema
}
return strings.TrimSpace(string(b))
}

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// ingestion/internal/pipeline/pipeline_test.go
package pipeline
import (
"context"
"encoding/json"
"net/http"
"net/http/httptest"
"os"
"path/filepath"
"testing"
"time"
"github.com/stretchr/testify/assert"
"github.com/stretchr/testify/require"
"github.com/mathiasbq/hyperguild/ingestion/internal/llm"
"github.com/mathiasbq/hyperguild/ingestion/internal/wiki"
)
func TestRun_WritesPages(t *testing.T) {
brainDir := t.TempDir()
for _, sub := range []string{"wiki/concepts", "wiki/entities", "wiki/sources"} {
require.NoError(t, os.MkdirAll(filepath.Join(brainDir, sub), 0o755))
}
llmResponse := mustJSON([]wiki.Page{
{
Path: "wiki/sources/test-article.md",
Content: "---\ntitle: Test Article\ntype: article\ndomain: software-engineering\ndate_ingested: 2026-04-22\nlast_updated: 2026-04-22\naliases:\n - Test Article\n---\n\n## Summary\n\nA test article.\n\n## Key Claims\n\n- It tests things.\n\n## Concepts Introduced or Reinforced\n\n## Entities Mentioned\n\n## Open Questions Raised\n",
},
{
Path: "wiki/concepts/testing.md",
Content: "---\ntitle: Testing\ndomain: software-engineering\nlast_updated: 2026-04-22\naliases:\n - Testing\n---\n\n## Definition\n\nThe practice of verifying software.\n\n## Why It Matters\n\nCatches bugs.\n\n## Related Concepts\n\n## Related Entities\n\n## Sources\n\n## Evolving Notes\n",
},
})
srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
w.Header().Set("Content-Type", "application/json")
json.NewEncoder(w).Encode(map[string]any{
"choices": []map[string]any{
{"message": map[string]any{"role": "assistant", "content": llmResponse}},
},
})
}))
defer srv.Close()
cfg := Config{
Complete: llm.New(srv.URL, "", "test-model", 30*time.Second).Complete,
ChunkSize: 0,
}
result, err := Run(context.Background(), cfg, brainDir, "An article about testing.", "test-article", false)
require.NoError(t, err)
assert.Len(t, result.Pages, 2)
assert.Empty(t, result.Warnings)
_, err = os.Stat(filepath.Join(brainDir, "wiki", "sources", "test-article.md"))
require.NoError(t, err)
_, err = os.Stat(filepath.Join(brainDir, "wiki", "concepts", "testing.md"))
require.NoError(t, err)
_, err = os.Stat(filepath.Join(brainDir, "wiki", "index.md"))
require.NoError(t, err)
_, err = os.Stat(filepath.Join(brainDir, "log.md"))
require.NoError(t, err)
}
func TestRun_DryRunDoesNotWrite(t *testing.T) {
brainDir := t.TempDir()
for _, sub := range []string{"wiki/concepts", "wiki/entities", "wiki/sources"} {
require.NoError(t, os.MkdirAll(filepath.Join(brainDir, sub), 0o755))
}
llmResponse := mustJSON([]wiki.Page{{
Path: "wiki/sources/foo.md",
Content: "---\ntitle: Foo\n---\n\n## Summary\n\nFoo.\n",
}})
srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
json.NewEncoder(w).Encode(map[string]any{
"choices": []map[string]any{{"message": map[string]any{"content": llmResponse}}},
})
}))
defer srv.Close()
cfg := Config{Complete: llm.New(srv.URL, "", "m", 30*time.Second).Complete}
result, err := Run(context.Background(), cfg, brainDir, "foo content", "foo", true)
require.NoError(t, err)
assert.Len(t, result.Pages, 1)
_, err = os.Stat(filepath.Join(brainDir, "wiki", "sources", "foo.md"))
assert.True(t, os.IsNotExist(err))
}
func TestRun_MergesDuplicatePaths(t *testing.T) {
brainDir := t.TempDir()
for _, sub := range []string{"wiki/concepts", "wiki/entities", "wiki/sources"} {
require.NoError(t, os.MkdirAll(filepath.Join(brainDir, sub), 0o755))
}
// LLM returns same path twice (simulates multi-chunk merge)
llmResponse := mustJSON([]wiki.Page{
{Path: "wiki/concepts/foo.md", Content: "---\ntitle: Foo\n---\n\n## Definition\n\nFirst.\n\n## Related Concepts\n\n- [[bar|Bar]]\n"},
{Path: "wiki/concepts/foo.md", Content: "---\ntitle: Foo\n---\n\n## Definition\n\nSecond.\n\n## Related Concepts\n\n- [[baz|Baz]]\n"},
})
srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
json.NewEncoder(w).Encode(map[string]any{
"choices": []map[string]any{{"message": map[string]any{"content": llmResponse}}},
})
}))
defer srv.Close()
cfg := Config{Complete: llm.New(srv.URL, "", "m", 30*time.Second).Complete}
result, err := Run(context.Background(), cfg, brainDir, "content", "foo", false)
require.NoError(t, err)
assert.Len(t, result.Pages, 1) // deduplicated
content, err := os.ReadFile(filepath.Join(brainDir, "wiki", "concepts", "foo.md"))
require.NoError(t, err)
// keep-first for Definition, union for Related Concepts
assert.Contains(t, string(content), "First.")
assert.Contains(t, string(content), "[[bar|Bar]]")
assert.Contains(t, string(content), "[[baz|Baz]]")
}
func mustJSON(v any) string {
b, _ := json.Marshal(v)
return string(b)
}

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// ingestion/internal/pipeline/prompt.go
package pipeline
import (
"fmt"
"strings"
"time"
"github.com/mathiasbq/hyperguild/ingestion/internal/wiki"
)
const systemPrompt = `You are a wiki agent. Read the source material and produce structured wiki pages following the schema provided.
Output ONLY a valid JSON array — no markdown fences, no other text before or after.
Each element must have:
"path" — relative path within the wiki, e.g. "wiki/sources/foo.md"
"content" — full markdown content of the page including YAML frontmatter
Follow the schema strictly: correct frontmatter fields, wikilinks as [[slug|Display Text]],
dates in YYYY-MM-DD format, and paraphrase rather than quoting verbatim.`
// BuildPrompt constructs the user prompt for a single chunk.
func BuildPrompt(schema, source, content string, inventory map[wiki.PageType][]wiki.Entry) string {
var sb strings.Builder
fmt.Fprintf(&sb, "Today's date is %s.\n\n", time.Now().UTC().Format("2006-01-02"))
sb.WriteString("## Schema\n\n")
sb.WriteString(schema)
sb.WriteString("\n\n")
sb.WriteString("## Existing wiki pages\n\n")
sb.WriteString("Link ONLY to pages in this inventory or pages you are creating in this response.\n\n")
for _, pt := range []wiki.PageType{wiki.PageTypeConcept, wiki.PageTypeEntity, wiki.PageTypeSource} {
entries := inventory[pt]
label := strings.ToUpper(string(pt)[:1]) + string(pt)[1:]
if len(entries) == 0 {
fmt.Fprintf(&sb, "%s — (none yet)\n\n", label)
continue
}
fmt.Fprintf(&sb, "%s — link ONLY under the matching section:\n", label)
for _, e := range entries {
fmt.Fprintf(&sb, " - [[%s|%s]]\n", e.Slug, e.Title)
}
sb.WriteString("\n")
}
sb.WriteString("## Non-negotiable rules\n\n")
sb.WriteString("1. Output ONLY a valid JSON array — no prose, no fences.\n")
sb.WriteString("2. Slugs are kebab-case: lowercase, spaces→hyphens, no special chars.\n")
sb.WriteString("3. Wikilinks: [[slug|Display Text]] — the pipe is required.\n")
sb.WriteString("4. Section links must match their section type.\n")
sb.WriteString("5. One source page per book — update it if inventory shows it exists.\n\n")
fmt.Fprintf(&sb, "## Source: %s\n\n", source)
sb.WriteString(content)
return sb.String()
}