refactor: replace orchestrator/verifier chain with direct LiteLLM calls

Drop the three-layer Claude subprocess orchestration (local model →
Claude verifier → cloud escalation). Skills now call LiteLLM directly
and return plain text to Claude Code, which decides what to do with it.

- Delete executor, orchestrator, verifier, result, attempts packages
- Simplify LiteLLMExecutor: Run(Request)→Result becomes Complete(model,sys,user)→(string,int64,error)
- Replace ExecutorFn with CompleteFunc in all 6 skill configs
- Rewrite all skill handlers to call Complete and return {"text","model","duration_ms"}
- Simplify config/models: remove Verifier/LlamaSwapURL, add ModelFor
- Bump version to v0.5.0

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

internal/skills/review/handlers.go

@@ -9,7 +9,6 @@ import (
 	"time"
 
 	"github.com/mathiasbq/supervisor/internal/brain"
-	iexec "github.com/mathiasbq/supervisor/internal/exec"
 	"github.com/mathiasbq/supervisor/internal/session"
 )
 
@@ -53,39 +52,32 @@ func (s *Skill) Handle(ctx context.Context, tool string, args json.RawMessage) (
 		task = brainCtx + "\n---\n\n" + task
 	}
 
-	if s.cfg.ExecutorFn == nil {
+	if s.cfg.CompleteFunc == nil {
 		return nil, fmt.Errorf("no executor configured")
 	}
 	t0 := time.Now()
-	result, err := s.cfg.ExecutorFn(ctx, iexec.Request{
-		SkillPrompt: s.cfg.SkillPrompt,
-		TaskPrompt:  task,
-		Model:       model,
-		Tools:       "Read,Bash",
-	})
+	text, dur, err := s.cfg.CompleteFunc(ctx, model, s.cfg.SkillPrompt, task)
 	if err != nil {
 		return nil, err
 	}
 
 	if a.SessionID != "" && s.cfg.SessionsDir != "" {
+		msg := text
+		if len(msg) > 200 {
+			msg = msg[:200]
+		}
 		_ = session.Append(s.cfg.SessionsDir, a.SessionID, session.Entry{
 			SessionID:   a.SessionID,
 			Timestamp:   time.Now(),
 			Skill:       "review",
 			Phase:       "review",
 			ProjectRoot: a.ProjectRoot,
-			Attempts:    session.AttemptsFrom(result.Attempts),
-			FinalStatus: result.Status,
-			FilePath:    result.FilePath,
-			ModelUsed:   result.ModelUsed,
+			FinalStatus: "ok",
+			ModelUsed:   model,
 			DurationMs:  time.Since(t0).Milliseconds(),
-			Message:     result.Message,
+			Message:     msg,
 		})
 	}
 
-	b, err := json.Marshal(result)
-	if err != nil {
-		return nil, fmt.Errorf("marshal result: %w", err)
-	}
-	return b, nil
+	return json.Marshal(map[string]any{"text": text, "model": model, "duration_ms": dur})
 }

internal/skills/review/handlers_test.go

@@ -6,7 +6,6 @@ import (
 	"encoding/json"
 	"testing"
 
-	iexec "github.com/mathiasbq/supervisor/internal/exec"
 	"github.com/mathiasbq/supervisor/internal/skills/review"
 	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
@@ -33,29 +32,22 @@ func TestReviewRequiresFiles(t *testing.T) {
 	assert.ErrorContains(t, err, "files")
 }
 
-func TestReviewCallsExecutor(t *testing.T) {
-	called := false
+func TestReviewCallsCompleteFunc(t *testing.T) {
 	var capturedTask string
-	fakeFn := func(_ context.Context, req iexec.Request) (iexec.Result, error) {
-		called = true
-		capturedTask = req.TaskPrompt
-		return iexec.Result{
-			Status: "pass", Phase: "review", Skill: "review",
-			Verified: true, ModelUsed: "self", Message: "2 warnings found",
-		}, nil
+	fakeFn := func(_ context.Context, _, _, user string) (string, int64, error) {
+		capturedTask = user
+		return "2 warnings found: missing error handling at line 42", 80, nil
 	}
 
-	sk := review.New(review.Config{SkillPrompt: "review rules", ExecutorFn: fakeFn, SessionsDir: t.TempDir()})
+	sk := review.New(review.Config{SkillPrompt: "review rules", CompleteFunc: fakeFn, SessionsDir: t.TempDir()})
 	out, err := sk.Handle(context.Background(), "review", json.RawMessage(
 		`{"project_root":"/tmp/proj","files":["internal/foo/foo.go"],"context":"PR: add Foo helper"}`,
 	))
 	require.NoError(t, err)
-	assert.True(t, called)
 	assert.Contains(t, capturedTask, "internal/foo/foo.go")
 	assert.Contains(t, capturedTask, "PR: add Foo helper")
 
-	var result iexec.Result
+	var result map[string]any
 	require.NoError(t, json.Unmarshal(out, &result))
-	assert.Equal(t, "pass", result.Status)
-	assert.Equal(t, "review", result.Phase)
+	assert.Contains(t, result["text"], "2 warnings found")
 }

internal/skills/review/skill.go

@@ -5,20 +5,19 @@ import (
 	"context"
 	"encoding/json"
 
-	iexec "github.com/mathiasbq/supervisor/internal/exec"
 	"github.com/mathiasbq/supervisor/internal/registry"
 )
 
-// ExecutorFn is the function signature for running a worker subprocess.
-type ExecutorFn func(ctx context.Context, req iexec.Request) (iexec.Result, error)
+// CompleteFunc is the function used to call a local model.
+type CompleteFunc func(ctx context.Context, model, system, user string) (string, int64, error)
 
 // Config holds dependencies for the review skill.
 type Config struct {
 	SkillPrompt   string
 	DefaultModel  string
-	ExecutorFn    ExecutorFn
+	CompleteFunc  CompleteFunc
 	SessionsDir   string
-	IngestBaseURL string // optional: base URL of ingestion server for brain context
+	IngestBaseURL string
 }
 
 // Skill implements the review MCP tool.
@@ -40,7 +39,7 @@ func (s *Skill) Tools() []registry.ToolDef {
 	return []registry.ToolDef{
 		{
 			Name:        "review",
-			Description: "Perform a structured code review of the specified files. Returns findings with severity levels.",
+			Description: "Consult a local model for a structured code review of the specified files. Returns findings with severity levels.",
 			InputSchema: schema(
 				[]string{"project_root", "files"},
 				map[string]any{