diff --git a/go.mod b/go.mod
index 4df6f1f..af0835b 100644
--- a/go.mod
+++ b/go.mod
@@ -1,6 +1,6 @@
 module github.com/fivetentaylor/pointy
 
-go 1.23.1
+go 1.24.0
 
 require (
 	code.sajari.com/docconv/v2 v2.0.0-pre.4
@@ -43,12 +43,12 @@ require (
 	github.com/vektah/gqlparser/v2 v2.5.7
 	github.com/vikstrous/dataloadgen v0.0.6
 	github.com/yuin/goldmark v1.7.4
-	golang.org/x/crypto v0.26.0
+	golang.org/x/crypto v0.44.0
 	golang.org/x/exp v0.0.0-20240506185415-9bf2ced13842
 	golang.org/x/image v0.21.0
-	golang.org/x/net v0.28.0
+	golang.org/x/net v0.47.0
 	golang.org/x/oauth2 v0.20.0
-	golang.org/x/text v0.19.0
+	golang.org/x/text v0.31.0
 	google.golang.org/protobuf v1.36.1
 	gorm.io/driver/postgres v1.5.2
 	gorm.io/gen v0.3.23
@@ -171,11 +171,11 @@ require (
 	go.opentelemetry.io/proto/otlp v1.3.1 // indirect
 	go.uber.org/atomic v1.11.0 // indirect
 	go.uber.org/multierr v1.11.0 // indirect
-	golang.org/x/mod v0.20.0 // indirect
-	golang.org/x/sync v0.8.0 // indirect
-	golang.org/x/sys v0.24.0 // indirect
+	golang.org/x/mod v0.30.0 // indirect
+	golang.org/x/sync v0.18.0 // indirect
+	golang.org/x/sys v0.38.0 // indirect
 	golang.org/x/time v0.5.0 // indirect
-	golang.org/x/tools v0.24.0 // indirect
+	golang.org/x/tools v0.39.0 // indirect
 	google.golang.org/api v0.180.0 // indirect
 	google.golang.org/genproto v0.0.0-20240401170217-c3f982113cda // indirect
 	google.golang.org/genproto/googleapis/api v0.0.0-20240701130421-f6361c86f094 // indirect
diff --git a/go.sum b/go.sum
index 2c064f4..d52bbb5 100644
--- a/go.sum
+++ b/go.sum
@@ -510,8 +510,8 @@ golang.org/x/crypto v0.0.0-20200622213623-75b288015ac9/go.mod h1:LzIPMQfyMNhhGPh
 golang.org/x/crypto v0.0.0-20210921155107-089bfa567519/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
 golang.org/x/crypto v0.0.0-20220622213112-05595931fe9d/go.mod h1:IxCIyHEi3zRg3s0A5j5BB6A9Jmi73HwBIUl50j+osU4=
 golang.org/x/crypto v0.14.0/go.mod h1:MVFd36DqK4CsrnJYDkBA3VC4m2GkXAM0PvzMCn4JQf4=
-golang.org/x/crypto v0.26.0 h1:RrRspgV4mU+YwB4FYnuBoKsUapNIL5cohGAmSH3azsw=
-golang.org/x/crypto v0.26.0/go.mod h1:GY7jblb9wI+FOo5y8/S2oY4zWP07AkOJ4+jxCqdqn54=
+golang.org/x/crypto v0.44.0 h1:A97SsFvM3AIwEEmTBiaxPPTYpDC47w720rdiiUvgoAU=
+golang.org/x/crypto v0.44.0/go.mod h1:013i+Nw79BMiQiMsOPcVCB5ZIJbYkerPrGnOa00tvmc=
 golang.org/x/exp v0.0.0-20190121172915-509febef88a4/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
 golang.org/x/exp v0.0.0-20240506185415-9bf2ced13842 h1:vr/HnozRka3pE4EsMEg1lgkXJkTFJCVUX+S/ZT6wYzM=
 golang.org/x/exp v0.0.0-20240506185415-9bf2ced13842/go.mod h1:XtvwrStGgqGPLc4cjQfWqZHG1YFdYs6swckp8vpsjnc=
@@ -526,8 +526,8 @@ golang.org/x/mod v0.3.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
 golang.org/x/mod v0.4.2/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
 golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4/go.mod h1:jJ57K6gSWd91VN4djpZkiMVwK6gcyfeH4XE8wZrZaV4=
 golang.org/x/mod v0.8.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
-golang.org/x/mod v0.20.0 h1:utOm6MM3R3dnawAiJgn0y+xvuYRsm1RKM/4giyfDgV0=
-golang.org/x/mod v0.20.0/go.mod h1:hTbmBsO62+eylJbnUtE2MGJUyE7QWk4xUqPFrRgJ+7c=
+golang.org/x/mod v0.30.0 h1:fDEXFVZ/fmCKProc/yAXXUijritrDzahmwwefnjoPFk=
+golang.org/x/mod v0.30.0/go.mod h1:lAsf5O2EvJeSFMiBxXDki7sCgAxEUcZHXoXMKT4GJKc=
 golang.org/x/net v0.0.0-20180218175443-cbe0f9307d01/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
 golang.org/x/net v0.0.0-20180724234803-3673e40ba225/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
 golang.org/x/net v0.0.0-20180826012351-8a410e7b638d/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
@@ -552,8 +552,8 @@ golang.org/x/net v0.7.0/go.mod h1:2Tu9+aMcznHK/AK1HMvgo6xiTLG5rD5rZLDS+rp2Bjs=
 golang.org/x/net v0.9.0/go.mod h1:d48xBJpPfHeWQsugry2m+kC02ZBRGRgulfHnEXEuWns=
 golang.org/x/net v0.10.0/go.mod h1:0qNGK6F8kojg2nk9dLZ2mShWaEBan6FAoqfSigmmuDg=
 golang.org/x/net v0.17.0/go.mod h1:NxSsAGuq816PNPmqtQdLE42eU2Fs7NoRIZrHJAlaCOE=
-golang.org/x/net v0.28.0 h1:a9JDOJc5GMUJ0+UDqmLT86WiEy7iWyIhz8gz8E4e5hE=
-golang.org/x/net v0.28.0/go.mod h1:yqtgsTWOOnlGLG9GFRrK3++bGOUEkNBoHZc8MEDWPNg=
+golang.org/x/net v0.47.0 h1:Mx+4dIFzqraBXUugkia1OOvlD6LemFo1ALMHjrXDOhY=
+golang.org/x/net v0.47.0/go.mod h1:/jNxtkgq5yWUGYkaZGqo27cfGZ1c5Nen03aYrrKpVRU=
 golang.org/x/oauth2 v0.0.0-20180821212333-d2e6202438be/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U=
 golang.org/x/oauth2 v0.20.0 h1:4mQdhULixXKP1rwYBW0vAijoXnkTG0BLCDRzfe1idMo=
 golang.org/x/oauth2 v0.20.0/go.mod h1:XYTD2NtWslqkgxebSiOHnXEap4TF09sJSc7H1sXbhtI=
@@ -565,8 +565,8 @@ golang.org/x/sync v0.0.0-20201020160332-67f06af15bc9/go.mod h1:RxMgew5VJxzue5/jJ
 golang.org/x/sync v0.0.0-20210220032951-036812b2e83c/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.1.0/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
-golang.org/x/sync v0.8.0 h1:3NFvSEYkUoMifnESzZl15y791HH1qU2xm6eCJU5ZPXQ=
-golang.org/x/sync v0.8.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
+golang.org/x/sync v0.18.0 h1:kr88TuHDroi+UVf+0hZnirlk8o8T+4MrK6mr60WkH/I=
+golang.org/x/sync v0.18.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
 golang.org/x/sys v0.0.0-20180830151530-49385e6e1522/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20190412213103-97732733099d/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
@@ -589,8 +589,8 @@ golang.org/x/sys v0.7.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.8.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.13.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.16.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
-golang.org/x/sys v0.24.0 h1:Twjiwq9dn6R1fQcyiK+wQyHWfaz/BJB+YIpzU/Cv3Xg=
-golang.org/x/sys v0.24.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
+golang.org/x/sys v0.38.0 h1:3yZWxaJjBmCWXqhN1qh02AkOnCQ1poK6oF+a7xWL6Gc=
+golang.org/x/sys v0.38.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
 golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
 golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
 golang.org/x/term v0.1.0/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
@@ -606,8 +606,8 @@ golang.org/x/text v0.4.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
 golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
 golang.org/x/text v0.9.0/go.mod h1:e1OnstbJyHTd6l/uOt8jFFHp6TRDWZR/bV3emEE/zU8=
 golang.org/x/text v0.13.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE=
-golang.org/x/text v0.19.0 h1:kTxAhCbGbxhK0IwgSKiMO5awPoDQ0RpfiVYBfK860YM=
-golang.org/x/text v0.19.0/go.mod h1:BuEKDfySbSR4drPmRPG/7iBdf8hvFMuRexcpahXilzY=
+golang.org/x/text v0.31.0 h1:aC8ghyu4JhP8VojJ2lEHBnochRno1sgL6nEi9WGFGMM=
+golang.org/x/text v0.31.0/go.mod h1:tKRAlv61yKIjGGHX/4tP1LTbc13YSec1pxVEWXzfoeM=
 golang.org/x/time v0.5.0 h1:o7cqy6amK/52YcAKIPlM3a+Fpj35zvRj2TP+e1xFSfk=
 golang.org/x/time v0.5.0/go.mod h1:3BpzKBy/shNhVucY/MWOyx10tF3SFh9QdLuxbVysPQM=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
@@ -621,8 +621,8 @@ golang.org/x/tools v0.0.0-20210106214847-113979e3529a/go.mod h1:emZCQorbCU4vsT4f
 golang.org/x/tools v0.1.1/go.mod h1:o0xws9oXOQQZyjljx8fwUC0k7L1pTE6eaCbjGeHmOkk=
 golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc=
 golang.org/x/tools v0.6.0/go.mod h1:Xwgl3UAJ/d3gWutnCtw505GrjyAbvKui8lOU390QaIU=
-golang.org/x/tools v0.24.0 h1:J1shsA93PJUEVaUSaay7UXAyE8aimq3GW0pjlolpa24=
-golang.org/x/tools v0.24.0/go.mod h1:YhNqVBIfWHdzvTLs0d8LCuMhkKUgSUKldakyV7W/WDQ=
+golang.org/x/tools v0.39.0 h1:ik4ho21kwuQln40uelmciQPp9SipgNDdrafrYA4TmQQ=
+golang.org/x/tools v0.39.0/go.mod h1:JnefbkDPyD8UU2kI5fuf8ZX4/yUeh9W877ZeBONxUqQ=
 golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191011141410-1b5146add898/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
diff --git a/pkg/dag/llm.go b/pkg/dag/llm.go
index 93e3283..12131e9 100644
--- a/pkg/dag/llm.go
+++ b/pkg/dag/llm.go
@@ -31,8 +31,8 @@ const (
 )
 
 const (
-	DefaultModel       = "claude-3-5-sonnet-20241022"
-	DefaultClaudeModel = "claude-3-5-sonnet-20241022"
+	DefaultModel       = "claude-sonnet-4-5"
+	DefaultClaudeModel = "claude-sonnet-4-5"
 	DefaultOpenAIModel = "gpt-4o-2024-11-20"
 )
 
@@ -159,11 +159,20 @@ func (n *DefaultLLMAdapter) getClaude(ctx context.Context, model string) (*anthr
 		return nil, stackerr.New(fmt.Errorf("ANTHROPIC_API_KEY is not set"))
 	}
 
-	return anthropic.New(
+	log := env.SLog(ctx)
+	log.Info("[dag] creating Claude client", "model", model)
+
+	llm, err := anthropic.New(
 		anthropic.WithModel(model),
 		anthropic.WithToken(os.Getenv("ANTHROPIC_API_KEY")),
 		anthropic.WithHTTPClient(n.GetHTTPClient(ctx)),
 	)
+	if err != nil {
+		log.Error("[dag] failed to create Claude client", "error", err, "model", model)
+		return nil, stackerr.Wrap(err)
+	}
+
+	return llm, nil
 }
 
 func (n *DefaultLLMAdapter) getTest(ctx context.Context, model string) (*TestLLM, error) {
@@ -272,10 +281,12 @@ func (n *DefaultLLMAdapter) GenerateContentForStoredPrompt(
 		log.Warn("freeplay", "message", msg)
 	}
 
-	options = append(options,
-		llms.WithTemperature(prompt.Temperature),
-		llms.WithTopP(prompt.TopP),
-	)
+	// Note: Anthropic models don't allow both temperature and top_p to be set
+	if prompt.Temperature > 0 {
+		options = append(options, llms.WithTemperature(prompt.Temperature))
+	} else if prompt.TopP > 0 {
+		options = append(options, llms.WithTopP(prompt.TopP))
+	}
 
 	if prompt.MaxTokens > 0 {
 		options = append(options, llms.WithMaxTokens(int(prompt.MaxTokens)))
@@ -347,26 +358,32 @@ func (n *DefaultLLMAdapter) GenerateStoredPrompt(
 		return nil, err
 	}
 
+	log.Info("[dag] attempting to get LLM provider", "provider", provider, "model", modelName, "promptName", promptName)
+
 	// Get the prompt's model provider
 	llm, err := n.GetLLMProvider(ctx, provider, modelName)
 	if err != nil {
-		log.Error("[dag] error getting llm for freeplay", "error", err)
-		return nil, fmt.Errorf("error getting llm for freeplay: %w", err)
+		log.Error("[dag] error getting llm for freeplay", "error", err, "provider", provider, "model", modelName, "promptName", promptName)
+		return nil, fmt.Errorf("error getting llm for freeplay (provider=%s, model=%s): %w", provider, modelName, err)
 	}
 
 	// Append the options configured in freeplay into the options for the LLM call
-	options = append(options,
-		llms.WithTemperature(prompt.Temperature),
-		llms.WithTopP(prompt.TopP),
-	)
+	// Note: Anthropic models don't allow both temperature and top_p to be set
+	if prompt.Temperature > 0 {
+		options = append(options, llms.WithTemperature(prompt.Temperature))
+	} else if prompt.TopP > 0 {
+		options = append(options, llms.WithTopP(prompt.TopP))
+	}
 	if prompt.MaxTokens > 0 {
 		options = append(options, llms.WithMaxTokens(int(prompt.MaxTokens)))
 	}
 
+	log.Info("[dag] calling GenerateContent", "provider", provider, "model", modelName, "promptName", promptName, "numMessages", len(msgs))
+
 	response, err := llm.GenerateContent(ctx, msgs, options...)
 	if err != nil {
-		log.Error("[dag] error generating content for stored prompt", "error", err)
-		return nil, fmt.Errorf("error generating content for stored prompt: %w", err)
+		log.Error("[dag] error generating content for stored prompt", "error", err, "provider", provider, "model", modelName, "promptName", promptName)
+		return nil, fmt.Errorf("error generating content for stored prompt (provider=%s, model=%s, prompt=%s): %w", provider, modelName, promptName, err)
 	}
 
 	go func() {
diff --git a/pkg/storage/dynamo/message.go b/pkg/storage/dynamo/message.go
index 4bac8cd..01a3905 100644
--- a/pkg/storage/dynamo/message.go
+++ b/pkg/storage/dynamo/message.go
@@ -175,7 +175,7 @@ func (m *Message) GetContentSize() int {
 
 func (m *Message) toDynamo() (dMessage, error) {
 	marshalItem := dMessage{
-		PK:                  fmt.Sprintf(m.ContainerID),
+		PK:                  fmt.Sprintf("%s", m.ContainerID),
 		SK:                  fmt.Sprintf("%s%s", MsgPrefix, m.MessageID),
 		SK1:                 fmt.Sprintf("%s%s@%d", MsgPrefix, m.Chain, m.CreatedAt),
 		Content:             m.Content,