diff --git a/dbus.go b/dbus.go
index 0441b8c..22d3dd4 100644
--- a/dbus.go
+++ b/dbus.go
@@ -575,7 +575,7 @@ func (a *DBusAdapter) Route(task, backendName string) (string, *dbus.Error) {
 }
 
 func (a *DBusAdapter) Complete(cwd, filePath, prefix, suffix, extraContext string) (string, *dbus.Error) {
-	result, err := a.mgr.Complete(cwd, filePath, prefix, suffix, extraContext)
+	result, err := agent.Complete(cwd, filePath, prefix, suffix, extraContext)
 	if err != nil {
 		return "", dbus.MakeFailedError(err)
 	}
diff --git a/mgr/complete.go b/mgr/complete.go
deleted file mode 100644
index 58f7f6d..0000000
--- a/mgr/complete.go
+++ /dev/null
@@ -1,103 +0,0 @@
-package mgr
-
-import (
-	"context"
-	"fmt"
-	"hash/crc32"
-	"ollie/backend"
-	"ollie/paths"
-	"os"
-	"strings"
-)
-
-// --- Code Completion ---
-
-// Complete performs a stateless one-shot code completion via backend.Generate.
-func (s *Manager) Complete(cwd, filePath, prefix, suffix, extraContext string) (string, error) {
-	if cwd == "" {
-		cwd, _ = os.Getwd()
-	}
-	cwd = paths.ExpandHome(os.ExpandEnv(cwd))
-
-	model := os.Getenv("OLLIE_COMPLETE_MODEL")
-	backendName := os.Getenv("OLLIE_COMPLETE_BACKEND")
-	if model == "" || backendName == "" {
-		return "", fmt.Errorf("OLLIE_COMPLETE_MODEL and OLLIE_COMPLETE_BACKEND must be set")
-	}
-
-	const prefixMax = 12000
-	const suffixMax = 1000
-	if len(prefix) > prefixMax {
-		prefix = prefix[len(prefix)-prefixMax:]
-	}
-	if len(suffix) > suffixMax {
-		suffix = suffix[:suffixMax]
-	}
-
-	fileHint := ""
-	if filePath != "" {
-		fileHint = " in " + filePath
-	}
-	contextBlock := ""
-	if extraContext != "" {
-		contextBlock = "\n" + extraContext
-	}
-	prompt := fmt.Sprintf(`Implement the code at the cursor%s. The prefix ends at the point where new code is needed. Write the implementation — do not echo stubs, TODOs, or placeholder returns from the prefix. Output ONLY raw code. No reasoning, no shell commands, no explanations, no markdown fences, no backticks, no preamble. Your entire response must be valid code that can be inserted directly into the file.
-%s
-<prefix>
-%s
-</prefix>
-<suffix>
-%s
-</suffix>`, fileHint, contextBlock, prefix, suffix)
-
-	result, err := backend.Generate(context.Background(), backend.GenerateRequest{
-		Prompt:  prompt,
-		Backend: backendName,
-		Model:   model,
-	})
-	if err != nil {
-		return "", err
-	}
-
-	result = stripCompletionNoise(result)
-	result = stripPrefixEcho(prefix, result)
-	return result, nil
-}
-
-func stripCompletionNoise(s string) string {
-	var lines []string
-	for _, line := range strings.Split(s, "\n") {
-		trimmed := strings.TrimSpace(line)
-		if strings.HasPrefix(trimmed, "```") {
-			continue
-		}
-		if trimmed == "<prefix>" || trimmed == "</prefix>" ||
-			trimmed == "<suffix>" || trimmed == "</suffix>" {
-			continue
-		}
-		if strings.HasPrefix(trimmed, ":: ") {
-			continue
-		}
-		lines = append(lines, line)
-	}
-	return strings.Join(lines, "\n")
-}
-
-func stripPrefixEcho(prefix, result string) string {
-	tailMax := 200
-	if len(prefix) < tailMax {
-		tailMax = len(prefix)
-	}
-	for i := tailMax; i > 0; i-- {
-		tail := prefix[len(prefix)-i:]
-		if strings.HasPrefix(result, tail) {
-			return result[len(tail):]
-		}
-	}
-	return result
-}
-
-func crc32Str(s string) uint32 {
-	return crc32.ChecksumIEEE([]byte(s))
-}
diff --git a/server/server.go b/server/server.go
index 378f2a5..758701d 100644
--- a/server/server.go
+++ b/server/server.go
@@ -22,6 +22,7 @@ import (
 	"ollie/paths"
 	"olliesrv/fs"
 	"olliesrv/mgr"
+	"ollie/agent"
 
 	"9fans.net/go/plan9"
 )
@@ -900,7 +901,7 @@ func (s *Server) write(cs *connState, fc *plan9.Fcall) *plan9.Fcall {
 			// If not JSON, treat entire write as prefix (simple mode)
 			req.Prefix = strings.TrimSpace(string(fc.Data))
 		}
-		result, err := s.sessionMgr.Complete(req.CWD, req.FilePath, req.Prefix, req.Suffix, req.ExtraContext)
+		result, err := agent.Complete(req.CWD, req.FilePath, req.Prefix, req.Suffix, req.ExtraContext)
 		if err != nil {
 			return errFcall(fc, err.Error())
 		}